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This is all kinds of broken.","author":"marcus","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@marcus/117418798425088730"},{"id":"c2cac3f9-8253-4e4e-8fad-af5b9ae31d88","source":"mastodon","source_id":"hachyderm.io:117418803691149876","content_type":"post","title":null,"body_preview":"RE: https://mastodon.energy/@Sustainable2050/117415650039949101\n\nCompletely normal thing that non war criminals do.","author":"petrillic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.3889560748762778,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/117418803691149876"},{"id":"36cd2dc9-ad8f-4b95-8470-6504b7133e8b","source":"mastodon","source_id":"hachyderm.io:117418803916041859","content_type":"post","title":null,"body_preview":"What if we could use Jev as a guardrail for catching risky tool calls before they turn into real-world actions? 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How new is that?\n\n…\n\n2021?! \n\nI mean I love me some gdb, but having it right there in the interface is slick.","author":"b4ux1t3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.3965150792277163,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@b4ux1t3/117418838661942277"},{"id":"cb216bd5-b825-4fb4-8224-cdebeaa4ad5e","source":"mastodon","source_id":"hachyderm.io:117418838809534475","content_type":"post","title":null,"body_preview":"i sometimes wish that it was possible to take a long break and just have my entire brain hard-rebooted and scrubbed clean of gunk","author":"datarama","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.3881496815528521,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@datarama/117418838809534475"},{"id":"0f555905-8367-4d41-a61d-28d4a27205b3","source":"mastodon","source_id":"hachyderm.io:117418862859498396","content_type":"post","title":null,"body_preview":"For sure! On the big coffee conglomerates wouldnt allow them to prance and such relies more on Retention, Referral, and Product, with _its_ own","author":"iamjerbot","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.6263736263736264,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@iamjerbot/117418862859498396"},{"id":"a6724319-42d1-478a-98dc-c94783701104","source":"mastodon","source_id":"hachyderm.io:117418870746361579","content_type":"post","title":null,"body_preview":"Astrophysicists really should investigate the gravitational time dilation of a comfortable couch.","author":"petrillic","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.3889560748762778,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/117418870746361579"},{"id":"470b5fa1-7006-472a-a8da-4f4bfba65385","source":"mastodon","source_id":"hachyderm.io:117418872828183884","content_type":"post","title":null,"body_preview":"I continue to hold that AI's success is less about whether it is \"good\" and more about how it serves capitalism and how society has become focused on that far and away as the only viable mode of succe","author":"distractal","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","cultural_references","imperfect_expression","absence_of_ai_signals"],"bot_score":0.41482803191591466,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@distractal/117418872828183884"},{"id":"a5485703-a52d-4af1-92e1-aed14f76c12a","source":"mastodon","source_id":"hachyderm.io:117418873798605413","content_type":"post","title":null,"body_preview":"TLDR:  AI is more about the stories people tell about it than what it actually is.","author":"distractal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.41482803191591466,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@distractal/117418873798605413"},{"id":"d1288b78-5f3c-4e8f-b6bf-92d51a00e9c5","source":"mastodon","source_id":"hachyderm.io:117418891350987796","content_type":"post","title":null,"body_preview":"Lancetta 0.50 — What's new: suggestions first, Maintenance, red under the notch\n\nDownload: https://lancetta.app\nRelease notes: https://lancetta.app/docs/release-notes\nSuggestions: https://lancetta.app","author":"undolog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@undolog/117418891350987796"},{"id":"223f5c05-e186-4d65-a537-2c9bdfd9e180","source":"mastodon","source_id":"hachyderm.io:117418895303832589","content_type":"post","title":null,"body_preview":"Goodhart's law applies even when taking into to account Goodhart's law.\n\nAvoiding the pitfalls of Goodhart's law requires people with the least incentive to do the unmeasured work that ensures the hea","author":"mcasperson","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression","platform_fluency"],"bot_score":0.36297886899610793,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@mcasperson/117418895303832589"},{"id":"3ad77ccc-6dae-4d25-97c2-ea7863d21799","source":"mastodon","source_id":"hachyderm.io:117418909440323316","content_type":"post","title":null,"body_preview":"Here, have some bubble gum pop. \n\nhttps://youtu.be/nTfjjjrg2yc","author":"petrillic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3889560748762778,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/117418909440323316"},{"id":"e263f865-829f-4533-a991-2525889d0868","source":"mastodon","source_id":"hachyderm.io:117418912241905896","content_type":"post","title":null,"body_preview":"I highly doubt anyone who is “vibe coding” knows how to read code, or how to recognize beautiful, clever functions. They certainly are not authoring them. People who don’t know how to write code, are ","author":"suzannealdrich","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@suzannealdrich/117418912241905896"},{"id":"322d11d8-65bd-4465-8af3-e70fce1a48e4","source":"mastodon","source_id":"hachyderm.io:117418922777936156","content_type":"post","title":null,"body_preview":"Prepping part 2 of this series. I know it's kinda mundane sounding, but extracting structured data from unstructured documents is one of those *very hard* problems I'll likely always work on. \nhttps:/","author":"scottgal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","niche_expertise"],"bot_score":0.3935442615025484,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@scottgal/117418922777936156"},{"id":"17939508-4087-41ca-b6a2-bd49ca583e6d","source":"mastodon","source_id":"hachyderm.io:117418924184058574","content_type":"post","title":null,"body_preview":"ORLD is a good start to “HELLO, WORLD” :) After troubleshooting why it wouldn’t display anything on the other displays, I flipped it over and noticed only 1 of the 3 buffer chips was installed. Oops. ","author":"sen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@sen/117418924184058574"},{"id":"4b519f38-faca-4902-9b91-ac17a9b2b956","source":"mastodon","source_id":"hachyderm.io:117418924245691105","content_type":"post","title":null,"body_preview":"#RetroComputing help\n\nI would like to connect my brand new #Windows95 computer to the internet. My plan was to set up my laptop (running Linux) to forward the IP from the WiFi to the Ethernet adapter ","author":"alter_kaker","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","self_reference"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@alter_kaker/117418924245691105"},{"id":"d5606908-f769-41b7-9735-3237b966d2e6","source":"mastodon","source_id":"hachyderm.io:117418924756604455","content_type":"post","title":null,"body_preview":"Racine has an interesting core premise and nice visuals, but a few fundamental gameplay flaws prevent it from fulfilling its destiny.\n\nhttps://toothbrush.blog/review/racine/","author":"tbmtbmtbmtbmtbm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_expressed","terse_replies"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tbmtbmtbmtbmtbm/117418924756604455"},{"id":"b98f1d71-c715-4be0-8110-11e5343de3ae","source":"mastodon","source_id":"hachyderm.io:117418926780892776","content_type":"post","title":null,"body_preview":"After fishing a bunch of filament out of the AMS tubes it's right as rain? Lucky me!","author":"ryan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.37877315771251113,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ryan/117418926780892776"},{"id":"aa7f7362-dd22-404d-b5e1-5212f171081a","source":"mastodon","source_id":"hachyderm.io:117418934176515141","content_type":"post","title":null,"body_preview":"This sweet, sweet girl is Sox. Sox loves laps and getting her head scratched. Sox is very round. She has a round face and a round body. She's a favorite of volunteers at Mini Cat Town because she's su","author":"fuzzykb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@fuzzykb/117418934176515141"},{"id":"0cd743c5-b36d-4fc5-a7e3-d63e81064477","source":"mastodon","source_id":"hachyderm.io:117418947907512274","content_type":"post","title":null,"body_preview":"Remember party subs?\n\nAre party bánh mìs a thing? They should be.","author":"doowttam","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@doowttam/117418947907512274"},{"id":"26ddb8af-9dca-4854-ae4b-3d83d38827b0","source":"mastodon","source_id":"hachyderm.io:117419021208356848","content_type":"post","title":null,"body_preview":"If anyone sees a 2016 format 48MHz crystal, that’s mine. Sorry. Just went flying.","author":"petrillic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.3889560748762778,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/117419021208356848"},{"id":"581b5b62-3b74-4e10-8e0a-63c65fecd071","source":"mastodon","source_id":"hachyderm.io:117419025107368945","content_type":"post","title":null,"body_preview":"I've spent my last few threads poking fun at programmers, while also highlighting some astonishingly simple and small-brained animals. To restore balance, I feel like telling a bit about a lizard I us","author":"datarama","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3881496815528521,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@datarama/117419025107368945"},{"id":"bc732b92-564e-457f-8f15-4c6a93acd26a","source":"mastodon","source_id":"hachyderm.io:117419054973280527","content_type":"post","title":null,"body_preview":"Uffda: another rural Minnesota township road dispute. A \"cartway,\" they call it. 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But we have some unusual cold and wet weather here in Guanajuato. It's actually not that different than it was when I left Seattle.","author":"nazgul","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@nazgul/117419005802624862"},{"id":"d92a4060-75a7-4ee2-a777-daeceffcc0b7","source":"mastodon","source_id":"infosec.exchange:117419017863961985","content_type":"post","title":null,"body_preview":"We have delayed Judgement Day. 🤪\n\nShareholders, investors and techbros all gamble based on sci-fi movies. 🤭\n\nhttps://futurism.com/robots-and-machines/walmart-trouble-expensive-robots-warehouse","author":"darkpixel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@darkpixel/117419017863961985"},{"id":"bfb6a354-c543-4124-ba2f-c2e201c4735b","source":"mastodon","source_id":"infosec.exchange:117419024120785922","content_type":"post","title":null,"body_preview":"Neanderthal wooden tools from Spain found preserved in stone https://arstechnica.com/science/2026/10/neanderthal-wooden-tools-from-spain-found-preserved-in-stone/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.38387106544564914,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/117419024120785922"},{"id":"f3c59c0b-b56a-4081-a325-41ab45e9fc49","source":"mastodon","source_id":"infosec.exchange:117419037247234581","content_type":"post","title":null,"body_preview":"What if Aquarium from #WindowsXP was kept, evolving over time with Aero Glass redesign, to non-skeuomorphism, to more fluent design of Windows 10 and Windows 11?\n\nWhat you see, is the result of how an","author":"McCheese231","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","false_specificity","explicit_ai_mention"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@McCheese231/117419037247234581"},{"id":"ab696a1d-3271-4db4-bbf8-2ef795f0bbc8","source":"mastodon","source_id":"infosec.exchange:117419042290354617","content_type":"post","title":null,"body_preview":"one of my fav mixtapes - this one's from last fall\n\nhttps://music.youtube.com/playlist?list=PLTjhtW0-M3LISgosERBzk02klWwKrS0GF&si","author":"coleens_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.34571417787488207,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@coleens_/117419042290354617"},{"id":"93e185f3-448e-4937-aea9-9bfad0e8a7ae","source":"mastodon","source_id":"infosec.exchange:117419043519670695","content_type":"post","title":null,"body_preview":"@SinclairLewis I'm disabled and agoraphobic too, nice to not meet you.","author":"notasnek","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.38548938724548387,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@notasnek/117419043519670695"},{"id":"e6fb6b7c-c175-497d-92d4-5475cf50938a","source":"mastodon","source_id":"infosec.exchange:117419055849763473","content_type":"post","title":null,"body_preview":"broke our house key off in the front door today ama","author":"atax1a","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.3901570624199992,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@atax1a/117419055849763473"},{"id":"107dad0d-1aab-4f8e-a6ba-9f10e4dbf620","source":"mastodon","source_id":"infosec.exchange:117419060525974125","content_type":"post","title":null,"body_preview":"white men in Ohio showing high rates of sexually transmitted diarrhea disease\n\nhttps://www.dispatch.com/story/news/2026/10/09/ohio-have-sexually-transmitted-diarrhea-disease-shigellosis-cases/92168556","author":"flyingpenguin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@flyingpenguin/117419060525974125"},{"id":"f24e37ad-98b4-4676-b74f-9f300d2a3692","source":"mastodon","source_id":"infosec.exchange:117419065347865600","content_type":"post","title":null,"body_preview":"This factors into the layoffs.\n\nThey have lawyers to pay.\n\nhttps://coloradosun.com/2026/10/06/flock-cameras-columbine-valley-police-colorado-lawsuit/\n\n#Flock","author":"SpaceLifeForm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@SpaceLifeForm/117419065347865600"},{"id":"7e601143-f15e-460c-82a0-a73eb5292473","source":"mastodon","source_id":"infosec.exchange:117419071335442979","content_type":"post","title":null,"body_preview":"How. The hell. Is this not widely covered.\n\nSyrian general accused of atrocities is protected by U.S. and Lebanon, NPR and BBC find : NPR\n\nhttps://www.npr.org/2026/10/08/nx-s1-5993637/syrian-general-l","author":"chillybot","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@chillybot/117419071335442979"},{"id":"ab974fc9-adcc-45e0-8ac7-70e3dda80b7e","source":"mastodon","source_id":"infosec.exchange:117419071974626957","content_type":"post","title":null,"body_preview":"A critical look at Lean4 \nhttps://www.lesswrong.com/posts/zHhGa3iQBQcdSifFL/a-critical-look-at-lean4-1","author":"nono2357","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@nono2357/117419071974626957"},{"id":"09c25525-bd41-4f4e-af98-f70d0411963c","source":"mastodon","source_id":"infosec.exchange:117419076729856493","content_type":"post","title":null,"body_preview":"🤖 Denmark's CPR national registry: ~8.8M CPR numbers exposed. Pays ApS, the small Odense IT firm whose registry access was abused, had at least 3 accounts using the password \"123456\" — including an ad","author":"cloud","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 10 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cloud/117419076729856493"},{"id":"5a335286-8d71-4aea-ab78-7f6e8fedf9df","source":"steam","source_id":"steam:236553580","content_type":"review","title":null,"body_preview":"A fast paced survival roguelike delivers an engaging mix of movement, aiming, and build experimentation. Constant enemy pressure keeps every run active, creating a satisfying balance between offense, ","author":"paisah","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","absence_of_personality","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198416386096/recommended/"},{"id":"00495f26-82c7-41cd-b4a7-84f92edeaaf2","source":"steam","source_id":"steam:236851097","content_type":"review","title":null,"body_preview":"Very fun game, nice art style, love the color palette\r\n\r\nDevs I beg of you, please add an option to disable all the flashing circles on the ground","author":"Arknoodle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993547146/recommended/"},{"id":"16024ca8-38b3-459a-ba06-d1e6ae1b91cc","source":"steam","source_id":"steam:236937280","content_type":"review","title":null,"body_preview":"Liked the game while I played it but unfortunately I got softlocked like 90 minutes into my playtime and was unable to even play the game","author":"Jellybones","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197980860582/recommended/"},{"id":"d337dfc9-ca10-4c99-bbf3-1d57d52428a4","source":"steam","source_id":"steam:236993850","content_type":"review","title":null,"body_preview":"The game is fun, but it's not finished, because the developer abandoned this PC version without completing it, despite having promised more content. For this reason, I don't recommend it.","author":"Unl4st1ing","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198175313234/recommended/"},{"id":"722a8690-5add-403e-bf55-18003f0477fa","source":"steam","source_id":"steam:237142604","content_type":"review","title":null,"body_preview":"It's a good game,  but do NOT buy it.\nAt first it's fun but later I'm so annoyed, it has somet pain in the ass. And these problems won't be fixed bc third party says the author happily packed half mil","author":"King of Negav","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199065242436/recommended/"},{"id":"127e9070-853d-445b-ba77-c0d62314e009","source":"steam","source_id":"steam:237223080","content_type":"review","title":null,"body_preview":"Yeah its fun, though it is a shame that it doesn't get anymore updates.","author":"Taavetty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198440720918/recommended/"},{"id":"23ce34d9-1bae-4581-a347-3f8d77e6efea","source":"steam","source_id":"steam:237157766","content_type":"review","title":null,"body_preview":"From Software does not miss... \r\n\r\nA fascinating and compelling story and an extremely fun gameplay challenge with the visual sensibility and brilliance we've all come to expect from the GOAT studio.","author":"Paradox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24526312474759537,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071248755/recommended/"},{"id":"297f0c21-9191-4db4-a8da-9cef4c994fef","source":"steam","source_id":"steam:237160757","content_type":"review","title":null,"body_preview":"EZZ GAME, i hope fromsoftware make game like this in future","author":"DeathGun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199136790703/recommended/"},{"id":"7ab8a004-7d1b-47a5-8875-bfa1094231d2","source":"steam","source_id":"steam:237173424","content_type":"review","title":null,"body_preview":"8/10\r\nSolid mechanics and the game punishes you for the smallest ♥♥♥♥ ups as per usual for the caliber of game. I don't really like the statis effects build up rate, especially terror. Some encounters","author":"ZOONK","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199014171242/recommended/"},{"id":"bbea3bdd-16b3-4280-9ce7-e21e9b3d2d11","source":"steam","source_id":"steam:237178607","content_type":"review","title":null,"body_preview":"Miyazaki is a genius. One of the best combat systems eeeeever.","author":"Kuro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199170060284/recommended/"},{"id":"8faac96a-a2ee-4ca7-9e2c-407faba2d04d","source":"steam","source_id":"steam:237188429","content_type":"review","title":null,"body_preview":"I'm still looking for a game that can give me the same feeling this game gave me after I mastered it.","author":"Luzyvert","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198271856843/recommended/"},{"id":"106c33a1-f772-4b18-94ab-f31e75b8b995","source":"steam","source_id":"steam:237188723","content_type":"review","title":null,"body_preview":"No room for training\r\nStrange grind for prosthetic charges\r\nLeveling is blocked by bosses.\r\nAnd then there's the punishment for death.","author":"ork120","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198238706348/recommended/"},{"id":"12112167-237f-4964-ba4e-9e92492ec290","source":"steam","source_id":"steam:237196054","content_type":"review","title":null,"body_preview":"My observations/opinions after completing the game and getting 100% achivments.\nMy opinion: Great game.  \n\nPros:\n+ Outstanding combat\n+ Great bosses\n+ Excellent level design\n+ Very rewarding\n+ Great a","author":"ViSvil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2637881466966735,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198955319644/recommended/"},{"id":"2c109148-4e5d-4aae-8788-92faef639e3f","source":"steam","source_id":"steam:237209386","content_type":"review","title":null,"body_preview":"[In the voice of Lord FlashHeart]\n\n⚔️ RIDE THE SHINOBI ROCKET! (Recommended 👍)\n\nSekiro starts like a stallion in a tight leather codpiece, but finishes like a frantic developer caught playing hide-the","author":"WildPods","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197969409881/recommended/"},{"id":"6a2d8260-7412-4a66-96a1-aaa5f0bc98b3","source":"steam","source_id":"steam:237210740","content_type":"review","title":null,"body_preview":"Got to the guardian ape , i want to commit Harikiri, GREAT GAME!","author":"Săpunel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199436167945/recommended/"},{"id":"790a19a8-5fe6-4121-bb03-ea3dcff8ee10","source":"steam","source_id":"steam:237192767","content_type":"review","title":null,"body_preview":"38 hours in the past 3 days and no doubt about it, \"i would say its a god tier game\" -sunraku","author":"Drxca","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199486815846/recommended/"},{"id":"74e19da5-e7b8-4213-9315-2c1bffe19af7","source":"steam","source_id":"steam:237199289","content_type":"review","title":null,"body_preview":"great game for a game that is almost a decade years old.","author":"Breaad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199886593400/recommended/"},{"id":"87697206-874c-4563-9bdb-0820086bfe6e","source":"steam","source_id":"steam:237203494","content_type":"review","title":null,"body_preview":"TRASHPILE FEST OVERRATED SLOP GAME\r\n\r\nLIST OF TRASH :\r\n\r\n-UI\r\n-REPETITIVE GAMEPLAY LOOP (find monster, hit a bit, it escapes, follow it, hit a bit again, it escapes, follow it, UNTIL you kill it (mons","author":"Mensis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199822727651/recommended/"},{"id":"021c82fb-1d07-4b9f-87aa-c0dfb9fe4b69","source":"steam","source_id":"steam:237213699","content_type":"review","title":null,"body_preview":"This game is actually krazy. The gameplay design is decent.","author":"dongphu06","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199033655732/recommended/"},{"id":"0583b7de-301e-4db5-a9df-55d5c08347b1","source":"steam","source_id":"steam:237214768","content_type":"review","title":null,"body_preview":"Good freestyle game who let you choose among various weapon you playstyle. Besides it has really good details for a 8yrs old game yet sometimes games physics are kinda ahh. \r\n\r\nBonus: Rajang is really","author":"MochikoSan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199479444512/recommended/"},{"id":"2eb33776-a502-495e-9cca-470470cbef05","source":"steam","source_id":"steam:237227005","content_type":"review","title":null,"body_preview":"Just an all round fun time, not perfect but still good","author":"Jumpmaniac","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198120571661/recommended/"},{"id":"b2218986-612a-4c05-90ed-ffe5a999878e","source":"steam","source_id":"steam:237231162","content_type":"review","title":null,"body_preview":"10/10 game Jesus Christ joined my lobby and crucified the boss","author":"Aca","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198764225439/recommended/"},{"id":"0aae6efa-b899-4ca2-9f9e-b647f04addef","source":"steam","source_id":"steam:237242866","content_type":"review","title":null,"body_preview":"dis ♥♥♥♥ peak bro. i love hunting 30 uragaans for 1 drop just to immediately replace what i craft 10 minutes later/","author":"justyourbud23","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199231809187/recommended/"},{"id":"e21059ed-6bac-48e0-a2ca-2d5bce16dd9a","source":"steam","source_id":"steam:237144857","content_type":"review","title":null,"body_preview":"This game game is awesome. Beautiful Game design with infinite deapth.","author":"Notime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198050760644/recommended/"},{"id":"bb1d22a0-7bbd-4a7d-818b-f9e539f3c86a","source":"steam","source_id":"steam:237146599","content_type":"review","title":null,"body_preview":"This is the factory game that all other factory games are measured against.  Sure satisfactory is 3d, and dyson has a whole interplanetary logistics side of things, but both of those games still feel ","author":"Doofy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198075779952/recommended/"},{"id":"4857a2bf-54db-4e15-94a5-35c082066aa8","source":"steam","source_id":"steam:237146697","content_type":"review","title":null,"body_preview":"Spent 2 hours fixing my train supply lines after 4 simultaneous train crashes. Highly recommend 10/10","author":"Real_Turk_Gaming","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198316774564/recommended/"},{"id":"28ae8e00-38ec-4919-88ff-1af06819b7ad","source":"steam","source_id":"steam:237151813","content_type":"review","title":null,"body_preview":"Factorio is insanely addictive. You start by thinking, “I’ll just fix this one production line,” and suddenly several hours have disappeared because you’re rebuilding half your factory to make it 5% m","author":"Lukas","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199086794359/recommended/"},{"id":"1697b62c-3a23-40e8-8504-3eb92c60c3bf","source":"steam","source_id":"steam:237155880","content_type":"review","title":null,"body_preview":"A wonderful challenging game and small compared to the slop that large designers push out","author":"I have The Last Word","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198823296410/recommended/"},{"id":"610272d5-e91e-4bf7-adae-5113838b0516","source":"steam","source_id":"steam:237173460","content_type":"review","title":null,"body_preview":"This game have 2 main points:\r\n- Increment game -> if you liked game where you have your numbers go up, and you buy new upgrades, this game will give same feelings to you. You start from scratch, manu","author":"lil pipka","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","list_heavy_advice","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198021828260/recommended/"},{"id":"e795299a-539e-4beb-9c11-e84ef312b1cd","source":"steam","source_id":"steam:237179814","content_type":"review","title":null,"body_preview":"if i stare at the walls too long i see conveyor belts","author":"T0asted","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199015873737/recommended/"},{"id":"fa8e0e93-8099-4f80-96e2-8f78cf04e15e","source":"steam","source_id":"steam:237181414","content_type":"review","title":null,"body_preview":"You'll probably like this game if you like doing puzzles.","author":"Sterling","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199770486768/recommended/"},{"id":"a3d555b2-fb59-4bf3-9023-005a62e581fb","source":"steam","source_id":"steam:237181917","content_type":"review","title":null,"body_preview":"Honestly as a guy with ADHD this got me hyper focused as hell. Recommended","author":"Abiddon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197997643124/recommended/"},{"id":"711a5342-e65c-4de6-9306-a88c953d9d28","source":"steam","source_id":"steam:237182379","content_type":"review","title":null,"body_preview":"This game is literally is affectionaly known as Cracktorio for a very good reason. Proceed as you will.","author":"IMSpookeh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198049617400/recommended/"},{"id":"778e82bc-70df-4362-ad21-ac8c57ef6781","source":"steam","source_id":"steam:237183885","content_type":"review","title":null,"body_preview":"Easily one of the best industry games : a masterpiece that will absorb you soul for at least a few days when trying it for the first time.","author":"Hero•Of•Lava","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199088508892/recommended/"},{"id":"65b4e927-4e09-4605-bd33-7c828c4e3d9d","source":"steam","source_id":"steam:237188055","content_type":"review","title":null,"body_preview":"very fun factory builder i would recommed playing multi player","author":"Egg Burglar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198763659076/recommended/"},{"id":"27779972-1a77-492e-a52c-b33860b8c119","source":"steam","source_id":"steam:237194036","content_type":"review","title":null,"body_preview":"Whenever you hop on for a bit the bit becomes 4 hours, is time even real? Am i going crazy? I dont know am i? [strike] Help [/strike] T̷͔̼͓̺̾́̾̑̉͜ḫ̴̲̖̣͔̃̿͐e̷͚͕͚͍͊̅ͅ ̵̠̱̯̪͗̔̊̋F̴͖̫̄͂a̷̡͇̺͕̎̆͑c̸̛͇͓̠̙͉̉t","author":"Makkertje","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199062288183/recommended/"},{"id":"1ef2177b-d969-4956-a913-f9dbb418d1d3","source":"steam","source_id":"steam:237090960","content_type":"review","title":null,"body_preview":"this game is so fun and has endless playability options","author":"C00lguy201","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198715017486/recommended/"},{"id":"7504de66-cf0e-4c46-805c-e2be5bc10a9b","source":"steam","source_id":"steam:237099260","content_type":"review","title":null,"body_preview":"Yeah it's peak. If you like rogue-likes or poker this is a must play.","author":"LordKirbo99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199065477430/recommended/"},{"id":"463be591-b1d1-488e-a7dd-e263a77ae73d","source":"steam","source_id":"steam:237100478","content_type":"review","title":null,"body_preview":">boot up game\n>refresh through 10 seeds looking to find good skips\n>hanging chad build for the nth time\n>the plant\n>repeat daily","author":"jesus.crisp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199164383050/recommended/"},{"id":"b4c766f3-7ae0-4214-905b-db9612af42a1","source":"steam","source_id":"steam:237101084","content_type":"review","title":null,"body_preview":"The More You Play, The More Addicting It Gets.. 💔💔","author":"CComet!!","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199550817763/recommended/"},{"id":"ff2a1ad1-4ed1-4d3f-ad92-c71944ef2f15","source":"steam","source_id":"steam:237106708","content_type":"review","title":null,"body_preview":"fun game for quick time passing or for long periods of time with multiple ways to challenge yourself","author":"ddrsox","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198000856517/recommended/"},{"id":"ae6b3a76-b974-480c-8e18-5ff6c292d6b4","source":"steam","source_id":"steam:237109023","content_type":"review","title":null,"body_preview":"I originally bought this game on mobile, unlocked all the achievements, then bought it again on PC and did the grind all over again. I can't say that about any other game I've played.\n\nEvery hour I pu","author":"Jazz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198289923921/recommended/"},{"id":"12c79067-081c-4d16-bcd2-590f71809cc2","source":"steam","source_id":"steam:237206936","content_type":"review","title":null,"body_preview":"Fun but the constant running wears off after a while but I finished the game.\r\nLooking forward the DLC but I hope it's bug free :D","author":"DESTARD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198042804514/recommended/"},{"id":"86be0c23-0b80-4c27-a9c8-12c089a72934","source":"steam","source_id":"steam:237209488","content_type":"review","title":null,"body_preview":"I love the damn game i bought it a second time when i bought my pc, at FULL price. \r\n\r\nOne thing i will say is, pacing is strange. Otherwise, 9.4/10, combat is fluid and fun, wish there was online man","author":"Papa cheese","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199878088402/recommended/"},{"id":"f9cd80f1-a83c-44b9-bfa7-5b2c2d832854","source":"steam","source_id":"steam:237210016","content_type":"review","title":null,"body_preview":"I had a great time with this game back in 2024 but, as everyone knows, it wasn't exempt of heavy criticism for good reason. At the time I even thought Capcom let the game be a tech demo based on what ","author":"Garrus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198108630992/recommended/"},{"id":"58fa1338-ff12-4d54-a007-1fdd42f54a34","source":"steam","source_id":"steam:237210264","content_type":"review","title":null,"body_preview":"very fun. i enjoyed every minuet of my playthrough.","author":"Fallen Guardian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199487131052/recommended/"},{"id":"41aa8225-379c-4484-a0bb-20d3e9781303","source":"steam","source_id":"steam:237213720","content_type":"review","title":null,"body_preview":"The wolves still hunt in packs. The Goblins jump me every five seconds. The harpies are still weak to fire. And Warrior can still be a one-shot king.","author":"Zu Song Wei  祖宋魏","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198881368151/recommended/"},{"id":"1964c074-4027-459f-92ce-013686c6c607","source":"steam","source_id":"steam:237214225","content_type":"review","title":null,"body_preview":"Great game, no complains. Improved on the original and more.","author":"DonkeyLivesMatter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198369794784/recommended/"},{"id":"b15f6754-ca11-450e-99ed-e8e92282dd5f","source":"steam","source_id":"steam:237217335","content_type":"review","title":null,"body_preview":"Game is amazing after all the updates\r\n\r\nPerformance wise, I do not recommend getting the same combo of CPU&GPU as me. Something in the DD2 code causes semi-frequent crashes with my setup. I've done e","author":"owl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198798619617/recommended/"},{"id":"ec5b30d6-7c3e-42df-b384-0781ea650b56","source":"steam","source_id":"steam:237221380","content_type":"review","title":null,"body_preview":"Game is fun and run better than at launch, they fixed it","author":"micdy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198041142749/recommended/"},{"id":"0ab426d0-582c-425b-ae67-dfd05e89de05","source":"steam","source_id":"steam:237221787","content_type":"review","title":null,"body_preview":"Its fantastic. if you love open world rpg's where you can go where ever you want and chart your own path with a personal warrior companion and get to slay big monsters like an utter boss, then this ga","author":"Shiro Ashengrave","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198336753019/recommended/"},{"id":"c9c46558-f3ba-4906-9834-6218037bf345","source":"steam","source_id":"steam:237228402","content_type":"review","title":null,"body_preview":"I didn't play this at launch, so I don't know how it was then. I waited until they removed Denuvo to buy the game because I knew I'd have a better time running it on my crusty system. It runs great, l","author":"gregainario","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198049413915/recommended/"},{"id":"c932548e-d61b-47c4-b8b8-522cc1dc7ecb","source":"steam","source_id":"steam:237229858","content_type":"review","title":null,"body_preview":"It's just an awesome game to spend lots of time in","author":"PYAAS","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198073257273/recommended/"},{"id":"6bc1a2af-2e6d-4a97-b589-30f38bb44a7b","source":"steam","source_id":"steam:237231586","content_type":"review","title":null,"body_preview":"like the first one but not as good but still good!","author":"Kaervas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198000725294/recommended/"},{"id":"c76f42f6-01cb-4c36-9235-201006783473","source":"steam","source_id":"steam:237225563","content_type":"review","title":null,"body_preview":"the teammates in ranked cashout will make you want to rip out your own pubes and make it into a soup, served hot by Benjamin Netanyahu himself as an assassination attempt, because HE is the one sendin","author":"Thatboyedoge123","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198371667241/recommended/"},{"id":"1ca7b467-5d34-49db-9282-95740a3a60a4","source":"steam","source_id":"steam:237226981","content_type":"review","title":null,"body_preview":"this game is pretty fun, i really liked playing this game. i really dont like playing it anymore because my frames are buns.","author":"Chromie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.5106136391362694,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198955648402/recommended/"},{"id":"6d6b245b-3e7c-49b8-b17f-bf363499c4b4","source":"steam","source_id":"steam:237228057","content_type":"review","title":null,"body_preview":"Probably the best fps out there. Low fanbase which is a major flaw for newbies as they don't get opponent as their skill. Cheats are strictly monitered and never ever had a hacker in my game. Will sug","author":"Arun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199436399143/recommended/"},{"id":"05bb90d0-f769-41d9-b1ff-4f943dde06c5","source":"steam","source_id":"steam:237231646","content_type":"review","title":null,"body_preview":"''Try Hard Or Die'' (the game)\r\n\r\nThe Finals is an excellent game by all metrics, its free, it has great gunplay, looks amazing and the maps are nice, and it has one of the most in depth customization","author":"Flustershy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198051848001/recommended/"},{"id":"78c161b8-abca-4a78-ad3a-31647709d5a1","source":"steam","source_id":"steam:237234597","content_type":"review","title":null,"body_preview":"It's a good game, the gunplay is amazing, the maps are well made and the customization is very in-depth. The only issue is the matchmaking, it's UTTERLY UNBALANCED. Most of the time, if not ALL the ti","author":"Raton","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198165828738/recommended/"},{"id":"889dc4a9-db65-404e-b204-688cca75178a","source":"steam","source_id":"steam:237235143","content_type":"review","title":null,"body_preview":"Mix of combat masters, apex, and real aiming. Takes skill and has fun","author":"lucario.flamefox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198997190788/recommended/"},{"id":"4428d42b-f5db-49ba-9a8f-d7a14b5e5309","source":"steam","source_id":"steam:237238960","content_type":"review","title":null,"body_preview":"Great concept, really, but the execution could have been better. I'm not an automatic AI hater, but other people don't appreciate the AI announcers and voice lines, and I honestly find their voices od","author":"DesireLethality","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","template_phrases","human_indicators_present"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198731482415/recommended/"},{"id":"ce8cdae1-c81a-4958-9692-d64670179860","source":"steam","source_id":"steam:237242481","content_type":"review","title":null,"body_preview":"This game maybe was enjoyable at the beginning and until the 8th season, but right now the matchmaking is just riddiculous. You are constantly thrown into matches with tryhards and no-lifers who one-s","author":"johnny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197983219615/recommended/"},{"id":"d050a256-0b9a-4c42-89bf-fd7275123d5f","source":"steam","source_id":"steam:237245329","content_type":"review","title":null,"body_preview":"Gay and fake game. they raped the balance. play light = win. game is milked dry. anyways I'd say play arc raiders instead but that game is in an even deeper hell.","author":"Langoustine","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101518202/recommended/"},{"id":"57403d49-c9d4-4683-953e-12a70d514a49","source":"steam","source_id":"steam:237245627","content_type":"review","title":null,"body_preview":"Been playing since the CNS hack the first one and\nI have to say, this is the most underrated and hard fps game ever\njust everything is amazing its so dynamic, even with bad pc specs I run at 60fps, wh","author":"FullCheezy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199485995481/recommended/"},{"id":"147be82a-f482-4234-81bd-6a6da9638dbd","source":"steam","source_id":"steam:237082041","content_type":"review","title":null,"body_preview":"\"Azamet-ü Topkapı'dan ben Süleyman, Kayser-i Rûm, selamımızı ihsan ederiz.\"","author":"Grimdor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198672895208/recommended/"},{"id":"46505a99-9753-4ea6-ae93-45a2d0e636dc","source":"steam","source_id":"steam:237083971","content_type":"review","title":null,"body_preview":"I've played for far longer.\r\n\r\nMy record to beat is death.","author":"aoxxi23","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199045650033/recommended/"},{"id":"3fb3f6e7-8a8b-4ac8-b26c-f32b7404e611","source":"steam","source_id":"steam:237091902","content_type":"review","title":null,"body_preview":"the best game in the series no debate. way better than VII. gathering storm DLC makes the game interesting and unpredictable.","author":"ItzzPulse","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199478293553/recommended/"},{"id":"a34cce33-3397-4f6e-a3b6-a40e04dbd141","source":"steam","source_id":"steam:237103709","content_type":"review","title":null,"body_preview":"I bought this game a long time ago and never got into it. I regret that, coming back to it now I have been having a blast. The only nitpick is that I wish the turns took less time/skip animations.","author":"Frantic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","specific_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199236536821/recommended/"},{"id":"fdee53b7-979a-4968-a2a0-0b032b76c6c7","source":"steam","source_id":"steam:237108586","content_type":"review","title":null,"body_preview":"It's one of my favourtie games. Really nice to spend some free time.","author":"binay*****","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198329141947/recommended/"},{"id":"4e7a410e-3d7b-4816-8bc9-25b98e80d9f4","source":"steam","source_id":"steam:237126540","content_type":"review","title":null,"body_preview":"what have you done to my game it's not what i originaly purched thilatest update changed eveything","author":"acs_esq","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198008745599/recommended/"},{"id":"a9967eac-8d28-427b-88af-556b43bfc377","source":"steam","source_id":"steam:237160206","content_type":"review","title":null,"body_preview":"THIS GAME IS AMAZING AND HARD TO QUIT ITS SLOW AT FIRST BUT AS YOU PROGRESS IT GETS SO COOL\r\nTHERE IS ALWAYS SOMETHING GOING ON AND YOU WILL FEEL SO INMERSED IN THIS GAM 5 STARS","author":"Edgecrusher-44","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198630743529/recommended/"},{"id":"2e563b7f-53de-4478-8fee-2a0e767986d4","source":"steam","source_id":"steam:237162568","content_type":"review","title":null,"body_preview":"Total pay to win Shlock you have to buy DLC to play as Pyro and even airblasts are a microtransaction until you pick up more ammo. Why's this game Fking sux? I'll tell you why. \nSURE. Demoman class is","author":"tortured penius","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198353638591/recommended/"},{"id":"d39aeddc-45af-4974-b018-ced77efc0e90","source":"steam","source_id":"steam:237171615","content_type":"review","title":null,"body_preview":"I hate everything about this game, I don't understand a single mechanic or game mod. I would buy again but honestly I don't know why.","author":"nicolas.ballesteros","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198353681707/recommended/"},{"id":"f3c5d8b0-2275-40b2-989a-8bb47e72423f","source":"steam","source_id":"steam:237200127","content_type":"review","title":null,"body_preview":"♥♥♥♥♥♥♥♥♥♥♥♥ holy ♥♥♥♥♥♥♥♥♥♥♥ this game is soo gooooooood aaauuuggghhhhhh","author":"math.hater","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199562319882/recommended/"},{"id":"d11a4a06-c744-4c6c-b842-93f0658b46d1","source":"steam","source_id":"steam:237205228","content_type":"review","title":null,"body_preview":"This game was really beautiful to play and with choices it made felt like I am in the movie because it felt I am the narrative of the whole story I really enjoy it. I really like themes in story about","author":"mysawalirahman","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198740679793/recommended/"},{"id":"aeabf2b6-3e13-4cb7-b9e0-a5132fca0d45","source":"steam","source_id":"steam:237207672","content_type":"review","title":null,"body_preview":"Detroit: Become Human more like Detroit: Baddie Alert","author":"FeelingEwe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198940274553/recommended/"},{"id":"961d540b-fc8f-4be0-8146-34b446f47bbc","source":"steam","source_id":"steam:237215175","content_type":"review","title":null,"body_preview":"It’s strange how a game released eight years ago feels more relevant than ever today, as AI continues to play a bigger role in our lives. Even my robot assistant loves it...\nAmong the so-called story-","author":"Krossionaire","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","synthetic_empathy","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198255242260/recommended/"},{"id":"8962995a-b92f-42f7-ad05-afa951ad997b","source":"steam","source_id":"steam:237220672","content_type":"review","title":null,"body_preview":"this game has caused me to view the world in a different perspective, it teaches me choices have consequences and that we can not fix it. I am going to carry that feeling for the rest of my life.\r\n\r\nH","author":"Lwfmg","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199439773529/recommended/"},{"id":"615c97e6-44e3-4b20-b901-f3c2497c8b1c","source":"steam","source_id":"steam:237222678","content_type":"review","title":null,"body_preview":"This is highly entertaining, and has great production value.","author":"Dwevious ( -▨_▨)","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199202068975/recommended/"},{"id":"806434cb-7c8f-480b-9905-abb0ff503b4f","source":"steam","source_id":"steam:237225585","content_type":"review","title":null,"body_preview":"I think this might be one of the most profound game I have played, the gameplay, story, characters, lore, and everything in between- all of it is just absolutely ♥♥♥♥♥♥♥ beautiful and phenomenal","author":"zer0","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199207359326/recommended/"},{"id":"645ea862-ccd1-44c0-b946-3bac7cf731e3","source":"steam","source_id":"steam:237220366","content_type":"review","title":null,"body_preview":"popping bloons is important for the human race if we're to win the war with AI. If we can't beat bloons, what chance do we have against Skynet?!","author":"Rise","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010242832/recommended/"},{"id":"3e57db6d-2c6e-43be-9b6a-433b3f11fbf0","source":"steam","source_id":"steam:237224409","content_type":"review","title":null,"body_preview":"Honestly fun game but after a while you realize you re not playing against the bloons anymore you re playing against your own poor financial decisions.\r\n\r\nStill 10/10","author":"Spintecatorul","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199235596054/recommended/"},{"id":"39aec432-ae20-4387-8796-1cf3bb25efd8","source":"steam","source_id":"steam:237225137","content_type":"review","title":null,"body_preview":"Tower defense that's super polished, the varying layers of how you can build your MOHNKEHZ makes the game so much more fun! I did not expect to be able to play with a friend and it brought yet another","author":"m4n1c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198105240638/recommended/"},{"id":"60c531c5-b125-423a-ba5c-5d51098d68b4","source":"steam","source_id":"steam:237228381","content_type":"review","title":null,"body_preview":"staying up late staring at 1fps with friends is very nice. i would however, prefer 2fps if possible. we are too good and deserve more fps in the later rounds. bloons occupied my time in school as well","author":"Chromie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.5106136391362694,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198955648402/recommended/"},{"id":"8f58154f-8c39-4555-97d1-36cdeb74c780","source":"steam","source_id":"steam:237232222","content_type":"review","title":null,"body_preview":"very peak and nostalgic make me wanna have fun fun funny heheha","author":"Palakah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199870517794/recommended/"},{"id":"a690a1fa-f32d-4df2-a741-c5fce97f978e","source":"steam","source_id":"steam:237028614","content_type":"review","title":null,"body_preview":"I bought this on sale after watching one of my fave streamers play it on Twitch. It is not what I normally like to play but man is this game addictive! I've been having a blast. I highly recommend for","author":"valiantgoose","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198227276312/recommended/"},{"id":"8a1dc63f-9ff0-45cd-96a2-c0d1f0e655ea","source":"steam","source_id":"steam:237057024","content_type":"review","title":null,"body_preview":"I played this game like 50 hours in two weeks as a newbie, speaks for itself","author":"unmortal","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199758214218/recommended/"},{"id":"024207fb-d246-463e-8e21-07a5e2a2965e","source":"steam","source_id":"steam:237079577","content_type":"review","title":null,"body_preview":"The graphics are a bit tough on the eyes, but this might be the best roguelike deckbuilder of all time","author":"Mapache","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198009392596/recommended/"},{"id":"25ae15c4-b2d3-4444-ae06-550f153e9ebc","source":"steam","source_id":"steam:237103660","content_type":"review","title":null,"body_preview":"I've slayed the spire across 3 platforms now, worth every single re-play. Will continue to forever have a deep loathing for The Time Eater. Have enjoyed the process of beginning to learn synergy with ","author":"Endiemadness","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198331083260/recommended/"},{"id":"2648df82-fd63-429b-8ffb-852255c9303a","source":"steam","source_id":"steam:237110842","content_type":"review","title":null,"body_preview":"Slay the Spire is a very addicting game too say the least. One minute you’re buying it on sale for 6 bucks, (it’s worth full price regardless) the next thing you know, you’re pushing almost 200 hours ","author":"KeepYourJhinUp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198186984890/recommended/"},{"id":"194b3790-f0d3-4bab-8a92-406e380ca58c","source":"steam","source_id":"steam:237136613","content_type":"review","title":null,"body_preview":"Excessive anti-gameplay mechanics, leading to unavoidable deaths.","author":"samacvuk","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198091296244/recommended/"},{"id":"31952e47-f308-4ee6-959c-c4f228592d9d","source":"steam","source_id":"steam:237142101","content_type":"review","title":null,"body_preview":"One of the most addicting games I have ever played. At nights before I fall asleep I would think about my wins and the possible decks I can build. Crazy fun. At first you're bad. Then you get better. ","author":"Davoud Sagdast","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198037871325/recommended/"},{"id":"a5b5f447-19a7-4793-b890-e5191d98e7eb","source":"steam","source_id":"steam:237149046","content_type":"review","title":null,"body_preview":"Dame I hate this game I allways thought cards game were boring but i played this game all night and beat the final boss and I want to play the second game. GREAT GAME","author":"hollowmarkgames","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198681437462/recommended/"},{"id":"fb27a5f9-88c8-4c0b-9d9b-944a99d10324","source":"steam","source_id":"steam:237166419","content_type":"review","title":null,"body_preview":"extremely addicting and fun, rapidly becoming my favorite rougelike. the learning curve is there it is a challenging game but it feels so good, get it i do not regret the 5$","author":"xX_dingle_Xx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199002371447/recommended/"},{"id":"9fbef510-8ec8-4945-b0e2-edccbafb1dae","source":"steam","source_id":"steam:237186237","content_type":"review","title":null,"body_preview":"VERY DANGEROUS  \r\n\r\nYou lose track of time, i was going \"one more run\" before realizing it's 3am. You have been warned. A little too rng heavy though.","author":"Mumyo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198361172243/recommended/"},{"id":"4522850c-d4cf-4872-b5a3-d4f9e1306e57","source":"steam","source_id":"steam:237211506","content_type":"review","title":null,"body_preview":"game make me happy\r\nvery satisfying to make a goated build and kill a boss in like 2 turns\r\nzero complaints\r\nplay it please im begging you","author":"sethan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199107009253/recommended/"},{"id":"7dfb6176-d1f0-4558-9ab3-6880d199d168","source":"steam","source_id":"steam:237161873","content_type":"review","title":null,"body_preview":"i bought the game yesterday and 16 hours in I can easily say that optimisation is EVERYTHING! and i am willing to sell my family for the betterment of mankind and for the betterment of my factory","author":"GlitchOut149","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199058825956/recommended/"},{"id":"a60b17dc-301f-4858-8a74-6e906b7c61af","source":"steam","source_id":"steam:237164138","content_type":"review","title":null,"body_preview":"Game is fun but the joining up with your friends to play is absolutely dumb. Accept invite sent through steam overlay sure did but where am I the main menu.","author":"Bonza","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199380718428/recommended/"},{"id":"4ec47338-81e8-4d6c-993f-71f95dcb7f61","source":"steam","source_id":"steam:237164515","content_type":"review","title":null,"body_preview":"Consumed me for a while I did 16 hour shifts in my factory and still wanted more. Fantastic game if you like organizing automation.","author":"Ob1_Kenobi13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199732273977/recommended/"},{"id":"1ba4962e-3152-4687-b9aa-906674dc8582","source":"steam","source_id":"steam:237164721","content_type":"review","title":null,"body_preview":"You know what this is. You know why it kicks ass. Just buy it already.","author":"Frosty Walrus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013680101/recommended/"},{"id":"9e0a2cda-8cd8-4303-836d-cfeaf113812d","source":"steam","source_id":"steam:237166693","content_type":"review","title":null,"body_preview":"This might genuinely be the most addictive game Ive ever played. You'll know in  your dreams how to further build the factory. Don't buy this game unless you have an infinite supply of free time","author":"RawChickens119","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199121548353/recommended/"},{"id":"241b063d-7e2d-484d-bb87-95026bc94071","source":"steam","source_id":"steam:237172202","content_type":"review","title":null,"body_preview":"Vyvanse, AuDHD, Saturday Moring, wife by my side, this game. Some of the best Saturdays ever.","author":"Kable133","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198068675645/recommended/"},{"id":"b36b1430-7195-40d4-9f11-ff048ffff4ee","source":"steam","source_id":"steam:237173490","content_type":"review","title":null,"body_preview":"i spend 40 hours in 1 save and im in love with this game","author":"Miss Arf Arf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198808926539/recommended/"},{"id":"1014b628-5fb4-449f-bf11-3f1bd3c46d78","source":"steam","source_id":"steam:237180264","content_type":"review","title":null,"body_preview":"Awesome game - highly worth spending some money relative to the amount of game play and the TLC the dev team show towards the game.","author":"Jimbob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198045939568/recommended/"},{"id":"60752feb-c219-463a-af9a-43d457c542a6","source":"steam","source_id":"steam:237184750","content_type":"review","title":null,"body_preview":"Oh my gosh i cant believe no one wants to play this game with me bro like this game is beautiful and fun like brooooo","author":"GruMMMMBALLOOOO","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199588307538/recommended/"},{"id":"f074b37c-ccad-40e5-a719-15b19ff7188b","source":"steam","source_id":"steam:237187636","content_type":"review","title":null,"body_preview":"If you have autism, you'd probably like this game. I don't, but you probably would. I liked it too.","author":"[PNerdW] 3.6 RONTGEN","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198016015638/recommended/"},{"id":"d4b7e445-c0b9-4bc5-a4b9-ab2e6cda6b98","source":"steam","source_id":"steam:237187773","content_type":"review","title":null,"body_preview":"Upon becoming an engineer, I had to choose between Satisfactory and Factorio, I have made my choice and this is now the factory building game I will play for the rest of my life","author":"Dusk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198360922058/recommended/"},{"id":"1b3a18ab-d513-4d1e-8df4-7e8e3e09df49","source":"steam","source_id":"steam:236576334","content_type":"review","title":null,"body_preview":"More than good\r\nthe challenge of playing this game is your pc and your skill. if you are a new player you might have to suffer a lot to be better by other players","author":"Cây","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199203516029/recommended/"},{"id":"69f8f0f9-3807-4390-89d9-10189552fd64","source":"steam","source_id":"steam:236668042","content_type":"review","title":null,"body_preview":"very fun can be a little fast paced at time but has been very addictive for me","author":"skaterjayr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198735438615/recommended/"},{"id":"0b1e2003-7415-4fb3-9a9c-d2f2b3ccf026","source":"steam","source_id":"steam:236708258","content_type":"review","title":null,"body_preview":"Combat feels unique, movement and parkour are super smooth and fights are really fun and intense. Looks great too.\nBut sometimes lag in fights, and matchmaking can take time. But overall very fresh co","author":"RYAN SUBSIDIARY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199754251089/recommended/"},{"id":"9f6b9b85-fcb7-40e2-8f28-bf47506eb895","source":"steam","source_id":"steam:236740264","content_type":"review","title":null,"body_preview":"I like how the combat system is in game and the variety of game modes as well.","author":"Aeth","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198239629918/recommended/"},{"id":"9866d477-984a-40b5-8d36-146560a8c369","source":"steam","source_id":"steam:236744032","content_type":"review","title":null,"body_preview":"The game is good requires some practice but its fun.","author":"aPolonCHo","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044646904/recommended/"},{"id":"6f28cb82-361f-4491-96a1-ffbb75be1941","source":"steam","source_id":"steam:236787495","content_type":"review","title":null,"body_preview":"If you thought you'd try this game for the PVE, don't... No one is running PVE and you'll get stuck by way over tuned ♥♥♥♥♥♥♥♥ missions where you have to protect something from a horde of ♥♥♥♥♥♥♥♥. Yo","author":"A Most Serious Jedi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198031308049/recommended/"},{"id":"22ffd4a3-9301-4098-a570-8b2eaaaa8f3e","source":"steam","source_id":"steam:236804034","content_type":"review","title":null,"body_preview":"if you like boxing ppl outta the frame with good reads nice combo linking, you come from Warframe or any other movement focused PvP experience, you're gonna find something special in the game. While I","author":"Nocturne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199588794509/recommended/"},{"id":"b23a6cc0-db86-4026-85c6-3a1ee95faddc","source":"steam","source_id":"steam:236822505","content_type":"review","title":null,"body_preview":"Replacing the usual battle royale gunfights with fast melee combat gives NARAKA a personality of its own. Chaining attacks, parrying opponents and using parkour to move around the battlefield creates ","author":"󠁳⁧⁧ Santara","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198662624462/recommended/"},{"id":"4d338568-7857-4754-b097-91084212ac8a","source":"steam","source_id":"steam:237012691","content_type":"review","title":null,"body_preview":"Since they add Champion Fight they kill the game ... remove this thing and I might gove positive review","author":"Akeilo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138821095/recommended/"},{"id":"9a7e923b-33b1-46cb-a523-47cddae90d8c","source":"steam","source_id":"steam:237037167","content_type":"review","title":null,"body_preview":"rift traversal needs solo back dont know why they taken it out the game then force a time limit on solos forcing you to play trio only to never que in any squads cuz no one play pve until they fix thi","author":"Shinobi-Wan1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199812053333/recommended/"},{"id":"0ae3acc5-428b-41ab-8c13-f3e7c64350bc","source":"steam","source_id":"steam:237142202","content_type":"review","title":null,"body_preview":"An absolute gem of a game. I love it and I wonder why it isnt as big as you'd expect. For a free game its excellent, I like the matching, the fights, the graphics and the characters. Its my new favori","author":"cappaDonna99","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199625640174/recommended/"},{"id":"e8bbd1bf-9f77-4a54-ac57-89032d68f76d","source":"steam","source_id":"steam:236900235","content_type":"review","title":null,"body_preview":"Amazing game and has a lot to off even the base game. BUT compared to it's predecessors it's hot garbage and that's not even getting into the disgusting DLC's and their costs. Complete trash DO NOT BU","author":"JoshTzero","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067171998/recommended/"},{"id":"d60a737e-6c20-41ed-b1aa-07cc7d75be17","source":"steam","source_id":"steam:236905031","content_type":"review","title":null,"body_preview":"The DLC is insanely expensive and super glitchy, but honestly if you just mod it, its better. DEVs need to clean up their code and worry more about prformance rather than pumping out a new 20$ pack ev","author":"Its_Just_Zack","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199434046250/recommended/"},{"id":"58524c87-f302-4862-992d-8375dee194eb","source":"steam","source_id":"steam:236928038","content_type":"review","title":null,"body_preview":"costs approximately $1,473 to $1,550 if you want every dlc and pack. im not rebuying dlcs on pc when ive already spent 400 on playstation dlcs for the sims which DO NOT transfer over.","author":"paranoiacandy","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199110676087/recommended/"},{"id":"f3a39728-4033-4b21-bbd1-dd623ad6ac8f","source":"steam","source_id":"steam:236928840","content_type":"review","title":null,"body_preview":"The game is fun and I do recommend it but you do need to buy the dlc content to get the best parts as the base game is not super big content wise but with that in mind I do still love playing the game","author":"N-Shadow","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198117734149/recommended/"},{"id":"dda5fa6e-42cd-47d7-a9f9-fe6655ada74f","source":"steam","source_id":"steam:236936146","content_type":"review","title":null,"body_preview":"I luv sims but I hate how pricey it can be to have add-ons :(","author":"!no._.name._.!","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199135002017/recommended/"},{"id":"54af1fe9-a9ed-44ad-a2aa-46a877939eaf","source":"steam","source_id":"steam:236951682","content_type":"review","title":null,"body_preview":"pretty fun enticing and captivating game as I do quite enjoy it due to it satisfying my tism, ADHD, and creativity regarding the building mode feature. :)","author":"Prince","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199099384982/recommended/"},{"id":"6b58a1f0-8c8a-4ae4-a076-88a46cab1d61","source":"steam","source_id":"steam:236976878","content_type":"review","title":null,"body_preview":"Game is boring without mods, but with mods it is the best game ever as you can see!","author":"addipaddi713","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199812880113/recommended/"},{"id":"eed1298a-d563-40d8-b7ee-8d26be0b8848","source":"steam","source_id":"steam:237219113","content_type":"review","title":null,"body_preview":"do NOT sleep on this game. i used to dislike single players this changed my perspective. MUST HAVE","author":"Warmonk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198329234817/recommended/"},{"id":"a4eda10a-ae3d-4252-979f-2ca12683d230","source":"steam","source_id":"steam:237219254","content_type":"review","title":null,"body_preview":"Played this game since launch on the Xbox One X. \n\nFrom the beginning I saw the potential despite the sh*ty release.\nHave had to wait a long time for CD Projekt to fix the game and they did not dissap","author":"Golden Bozz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198039616684/recommended/"},{"id":"62095361-fc5d-4ca2-b551-13e26c361941","source":"steam","source_id":"steam:237219746","content_type":"review","title":null,"body_preview":"10/10. Easily the best open-world city ever created. If you were waiting to buy it after the rough launch, do it now. The story, characters, and combat are absolutely incredible. A masterpiece.","author":"Ju_pik","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198272867398/recommended/"},{"id":"8f778a1b-9b00-4848-a144-e4cac0558666","source":"steam","source_id":"steam:237220482","content_type":"review","title":null,"body_preview":"my favorite game of all time, literally a masterpiece. i know some people think the story might be short but if you love rpg's that wouldnt matter you can literally spend 100's of hours roaming around","author":"𝟷𝟹","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","personal_experience_implied"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199065122170/recommended/"},{"id":"ce94f45e-7507-45d7-99d1-5993f69bd1ba","source":"steam","source_id":"steam:237221175","content_type":"review","title":null,"body_preview":"w graphics, gameplay and very rich story with different endings","author":"3.141592","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199873464289/recommended/"},{"id":"58d3f60e-3083-43bb-bd78-1d5da5584870","source":"steam","source_id":"steam:237222190","content_type":"review","title":null,"body_preview":"Its like if Fallout 4 had good writing, story, and characters.","author":"Burns","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199452824509/recommended/"},{"id":"eb8f8529-1b69-4205-9211-2b722360c6fa","source":"steam","source_id":"steam:237223147","content_type":"review","title":null,"body_preview":"Storyline, characters, gameplay, graphics, music...everything :)","author":"JeremiasKrtko","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198386705888/recommended/"},{"id":"d2b89897-08c1-494b-94bc-34fcdb37b854","source":"steam","source_id":"steam:237223242","content_type":"review","title":null,"body_preview":"a master piece graphics and story are the best and this game will always have a place in my heart","author":"Theyoungwolft-TTV","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199042610629/recommended/"},{"id":"373500c5-e94d-4a0d-aa92-02f3e0dd27ee","source":"steam","source_id":"steam:237228238","content_type":"review","title":null,"body_preview":"Awesome game. Still not perfect of course, but runs well on my PC(mid-high end) without any bugs. This whole playthrough's been on a Dualshock 4 controller with gyro aiming. Graphics turned up to max,","author":"ジョルト","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198057191135/recommended/"},{"id":"0a6c23b9-ec20-4a5a-a2b1-ec291f06bc96","source":"steam","source_id":"steam:237173985","content_type":"review","title":null,"body_preview":"It's fun! stressing, but fun!\r\n\r\n(shoutout to Doggie for completing Grief)","author":"techny3000","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199401477998/recommended/"},{"id":"33ffd25e-eaef-4f75-a302-cf0f06eb4144","source":"steam","source_id":"steam:237174549","content_type":"review","title":null,"body_preview":"Post nut clarity turned into unbridled rage and fury","author":"OverDooge","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199519685856/recommended/"},{"id":"d873adb5-5a66-4f90-9ef8-e3b2add9eb0c","source":"steam","source_id":"steam:237174892","content_type":"review","title":null,"body_preview":"Game pretty good but some levels I hate and I want to beat Zodiac (my hardest is deadlocked)","author":"deadlyspartanjr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199221261094/recommended/"},{"id":"5ce3ae2e-a3f6-4122-9eb2-1254b6ac5303","source":"steam","source_id":"steam:237175471","content_type":"review","title":null,"body_preview":"It is amazing how GD is both a rythym game and not a rythym game at the same time. On one hand, the gameplay tends to sync to the music. On the other hand, you can play the game muted and still have f","author":"therealgamer7*****","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199703394740/recommended/"},{"id":"0a8305b6-7630-44a2-9d49-a0472a43aec9","source":"steam","source_id":"steam:237176221","content_type":"review","title":null,"body_preview":"ive been playing fr 7 years now and with geode this is the best game ever","author":"dnp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198788006805/recommended/"},{"id":"489c09ea-4462-4379-81af-47e6d849f9bf","source":"steam","source_id":"steam:237048645","content_type":"review","title":null,"body_preview":"Previously a fantastic game, but devs intentionally broke matchmaking because higher MMR players were not finding lobbies fast enough. Now, low MMR and high MMR players get matched together wantonly w","author":"pp butt man","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","specific_game_mechanics","reference_to_community_interaction"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993869831/recommended/"},{"id":"67784066-3257-4e7d-8b8c-8901075d4616","source":"steam","source_id":"steam:237074269","content_type":"review","title":null,"body_preview":"Do not buy this game in the current state- Crytek doesnt care fixing its gamebreaking problems.\nThe way the game is programmed people with high pings are in advantage. Crytek wont deny people with an ","author":"Kainsn","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197973656284/recommended/"},{"id":"d677545d-1baa-45c2-a373-8367ddfb638b","source":"steam","source_id":"steam:237076193","content_type":"review","title":null,"body_preview":"I like alot of things about this game, specifically, the sound design, gun design, atmosphere, and gunplay. Me personally, I'm not a big fan of how slow bullets travel but, I understand that, that's h","author":"iliyas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199853670672/recommended/"},{"id":"e858f027-a5e2-402d-8d6a-0801cc9dcf5b","source":"steam","source_id":"steam:237078400","content_type":"review","title":null,"body_preview":"Crytek has managed to turn one of the most unique extraction shooters into an increasingly frustrating experience.\n\nThe art and all is still fantastic, but everything surrounding them feels like it's ","author":"idzis","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198121497515/recommended/"},{"id":"08d11b2b-3665-461d-a96f-4c2169ad5cde","source":"steam","source_id":"steam:237084109","content_type":"review","title":null,"body_preview":"Poor matchmaking and match composition quality, feels jank at inconsistent often. spend your time elsewhere","author":"Judithias","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198095834019/recommended/"},{"id":"82a7ae5f-89d9-4be5-b7a7-242ae7456c4f","source":"steam","source_id":"steam:237084211","content_type":"review","title":null,"body_preview":"Get killed\nRise like Undertaker\nGet your head turned into a red mist by a shotgun\n10/10","author":"Pascal Papin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198338203958/recommended/"},{"id":"120f89ff-b763-4b72-aa73-c97e1ae3c187","source":"steam","source_id":"steam:237088297","content_type":"review","title":null,"body_preview":"its a hard game but once u get used to it it'll gives u the vibe of victory and believe me it taste worthy","author":"Hut1inX skins","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198451097857/recommended/"},{"id":"6663e776-bf37-4b5f-a3d6-6ba37afd80e3","source":"steam","source_id":"steam:237089250","content_type":"review","title":null,"body_preview":"Still full of hackers.\n\nIf you spec the people who kill you 50% are wallhacking or more. This game has had a hacker problem from day 1 and I revisit every now and then and nothing changes just more co","author":"Faith","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197973499317/recommended/"},{"id":"bb6f404e-5649-428f-9d64-a18b05756be2","source":"steam","source_id":"steam:237091762","content_type":"review","title":null,"body_preview":"Highly Recommend \n\nI always come back to Hunt. It was the first game I bought when I built my PC in 2019 and it has be consistently engaging since then. I will randomly boot it up from time to time an","author":"NewBootGoofin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197978941696/recommended/"},{"id":"0748d1dd-cb00-4b48-a89e-fb7405db6858","source":"steam","source_id":"steam:237097690","content_type":"review","title":null,"body_preview":"Honestly, I will say that as a whole I still like his game, and still consistently have fun with it. I play at low to mid mmr because I'm bad. I think the sound design and amount of \"sound traps\" actu","author":"ozzie_in_a_pickle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198011332618/recommended/"},{"id":"6efb2f80-64b6-4a46-8afb-61ce5b2c2a3d","source":"steam","source_id":"steam:237099748","content_type":"review","title":null,"body_preview":"I shoot... people die... I get shot.... I die.. . its been that way as long as i can remember.... Oh and Hunt is fun too","author":"d3adplz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198014271168/recommended/"},{"id":"84997d2b-6a99-4e39-a2eb-62c1654d20a9","source":"steam","source_id":"steam:237113424","content_type":"review","title":null,"body_preview":"0/10 makes me more stressed then homelessness - Crash is good\n\n-10/100 bounty hunt is like staring at sand in the box if you wanna make any progress","author":"Mosin","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198846521706/recommended/"},{"id":"2f4ff077-973c-4394-a861-650ef4be1695","source":"steam","source_id":"steam:237145885","content_type":"review","title":null,"body_preview":"one of my favorite games of all time and the best borderlands game overall","author":"Fluffy The Drägön","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197976538738/recommended/"},{"id":"aeb1d131-e9e1-4805-9809-2604e35ddc7b","source":"steam","source_id":"steam:237164508","content_type":"review","title":null,"body_preview":"on my top 5 favorite games of all time.\r\n\r\none of the best main villains in all of gaming, a great story and characters, great dlcs, good gameplay and builds.\r\n\r\n9.5/10","author":"Tyes","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101796068/recommended/"},{"id":"084a2fdd-aef9-4575-aea7-726b37edfc83","source":"steam","source_id":"steam:237170809","content_type":"review","title":null,"body_preview":"This game is good. The best part of the story is Jack, I find most of the story to be uninteresting and just made to get you from one area to another to kill and loot stuff (Not a complaint). The coll","author":"Mx. Canada","classification":"human_created","confidence":0.7,"indicators":["opinion_without_over_explanation","platform_fluency","personal_preference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198290530481/recommended/"},{"id":"72a9741b-ad28-4ef6-800a-1b0df9134e82","source":"steam","source_id":"steam:237215036","content_type":"review","title":null,"body_preview":"Peak Borderlands. Still the best entry in the series by far. Dont bother with any of the other games unless you want the story, then play BL1 first. Happy vault hunting!","author":"Fennel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.7622556248918265,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198312710951/recommended/"},{"id":"4b8e624d-0b63-4f6e-8477-7c42eaa9a7db","source":"steam","source_id":"steam:237215514","content_type":"review","title":null,"body_preview":"amazing game i wish the new one was not as expensive...","author":"Beet","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198070521026/recommended/"},{"id":"60b22afd-4cf0-41e0-8261-8a562fa8c7c0","source":"steam","source_id":"steam:237216522","content_type":"review","title":null,"body_preview":"Changed the ToS a decade after launch to turn the game into literal Spyware.\n\nThis should be illegal. Do not support these devs (Gearbox) and publishers (2K).","author":"Pheex","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197973021868/recommended/"},{"id":"4e0aa752-3e56-45e1-87eb-b32c96091604","source":"steam","source_id":"steam:237231697","content_type":"review","title":null,"body_preview":"Had the game and all DLC since it came out. Wanted to replay through and try some new mods out after 4 years. Reinstalled on Steam on 2 different computers. Says I don't have all the DLC when I try an","author":"TonyOrtiz15","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960783147/recommended/"},{"id":"6f183120-0a7e-46fa-8af9-16d0481c1a1d","source":"steam","source_id":"steam:237220820","content_type":"review","title":null,"body_preview":"definitely a great example of \"don't judge a book by its cover\". the initial marketing threw me off, but actually playing the game and learning it made me love it","author":"avuncular","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198035006913/recommended/"},{"id":"66125d55-fabb-4fd4-a1d5-0fa5eb9d9b86","source":"steam","source_id":"steam:237226978","content_type":"review","title":null,"body_preview":"It is a very complex game with many choices.\r\nIn the beginning it is really hard to play but with a few hours invested it gets incredible cool to play.\r\nThe characters are amazing and the story is ast","author":"Asphyxxia of Baal Secundus","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198003908278/recommended/"},{"id":"4a9d60bb-6757-4a7d-bec0-3f0edebd7cc7","source":"steam","source_id":"steam:237228897","content_type":"review","title":null,"body_preview":"Zero Achievements perchè volevo che il mio personaggio avesse gli occhiali.","author":"Si, son la Lady","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052428807/recommended/"},{"id":"94068055-c4f4-4ca8-882e-b9e99c461e1f","source":"steam","source_id":"steam:237229524","content_type":"review","title":null,"body_preview":"Addictive, Infinite replayability, great characters.","author":"CaptHiTop","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198264407933/recommended/"},{"id":"3d8d85de-83ff-4e2b-80df-0df54c062f0f","source":"steam","source_id":"steam:237231918","content_type":"review","title":null,"body_preview":"what can I say that hasn't already been said? It's great if you love fantasy RPGs. I'd cut off my right foot to relive experiencing this for the first time.","author":"DaffodilCoast73","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198398892271/recommended/"},{"id":"d4bac53a-72f1-4381-9519-b48f8b99eb52","source":"steam","source_id":"steam:237234588","content_type":"review","title":null,"body_preview":"Besides the facial animations which are surprisingly really bad for a game from 2023, this is an excellent game","author":"THE OFFICE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198212848343/recommended/"},{"id":"9709d46b-180b-4a3a-a7ab-1fde7b6b3112","source":"steam","source_id":"steam:237240835","content_type":"review","title":null,"body_preview":"THE WHOLE GAME IS INCREDIBLE. THE CHARACTER DEVELOPMENT. THE STORY LINE(S). SO MANY DIFFERENT OPTIONS FOR CHOICE MAKING. HAVING THE CAPABILITY OF DETERMINING HOW YOUR CHARACTER DEVELOPS THROUGHOUT THE","author":"F0RTUNE18","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199219577604/recommended/"},{"id":"5148e70f-9a9e-457e-a1da-919ea4c93aad","source":"steam","source_id":"steam:237241994","content_type":"review","title":null,"body_preview":"I mean, what am I gonna say about it that everyone else hasn't already? It's a banger. I love all the characters. hehe","author":"arduousPopsicle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198182196346/recommended/"},{"id":"3ff93ded-1611-43ea-8b7c-4ebae85d0d99","source":"steam","source_id":"steam:236960740","content_type":"review","title":null,"body_preview":"It doesn't let me launch into games it keeps saying \"failed to connect to the host\"","author":"viljar2450","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198782557536/recommended/"},{"id":"bde0d468-81cf-4070-81b1-6d52a7bb4aa7","source":"steam","source_id":"steam:236973898","content_type":"review","title":null,"body_preview":"It is a great game, but i've been put into limited matchmaking now for no reason. it would be great to have this lifted so i can play with my mates like i used to again.","author":"monty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198647905406/recommended/"},{"id":"34af41c4-9d7b-4a44-a1ce-717c37a37b9e","source":"steam","source_id":"steam:236992442","content_type":"review","title":null,"body_preview":"Mie im place ca este o harta PVE care eu sunt fan in focat pentru zone ,harti PVE","author":"WykuYonut1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198115003440/recommended/"},{"id":"e740a8e0-8c4c-48f1-a617-06942bf7d882","source":"steam","source_id":"steam:236996975","content_type":"review","title":null,"body_preview":"Not perfect, but definitely playable and enjoyable. I like the movement and gunfights!","author":"Vali","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199032141847/recommended/"},{"id":"d08b0630-346a-437f-83ed-14a4b407fb71","source":"steam","source_id":"steam:237007884","content_type":"review","title":null,"body_preview":"Best game to play but be careful to use old motherboards","author":"GUARD1AN","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198836292582/recommended/"},{"id":"82fb6001-e1e1-4f8a-98bd-dd1a9665dc06","source":"steam","source_id":"steam:237011644","content_type":"review","title":null,"body_preview":"Originally played it on battlenet but i prefer steam since u cant see achievements on battlenet etc. Don't really like how u have to launch all the cod games thru one app but that's the only flaw abou","author":"clipzwoah TV","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199172678316/recommended/"},{"id":"bc3b2a09-c664-4459-b063-9e37e6f183ae","source":"steam","source_id":"steam:237175062","content_type":"review","title":null,"body_preview":"Interesting Game.  For me there is a long learning curve,  Still do not know where or how to obtain all of the recipes to make the required items.  No manual that provides a ladder to follow,","author":"bdunhour","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198322523480/recommended/"},{"id":"8b1fdf34-7bb3-42f2-a35c-711ce0198b3b","source":"steam","source_id":"steam:237175195","content_type":"review","title":null,"body_preview":"There is a LOT to learn for a noob (like me).  And I suck at the dogfight stuff.  But spending time with this does pay off.  It's vast.  It's The Expanse!","author":"xandlr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197972406396/recommended/"},{"id":"4d0b25c6-6441-4969-b55a-79249fa295c5","source":"steam","source_id":"steam:237177288","content_type":"review","title":null,"body_preview":"The only downside to this game is that they won't let me pay them for the new content I receive on a regular basis.","author":"Possum","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198066174065/recommended/"},{"id":"73135531-750c-48c6-83ef-28d976470912","source":"steam","source_id":"steam:237178744","content_type":"review","title":null,"body_preview":"I don't know what to say that hasn't already been said. It's annoying that part of the game loop is about making the game less annoying to play. On the other hand, the game has so much content that yo","author":"paul","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960420670/recommended/"},{"id":"cac74cc6-83d5-49b6-aa00-24b343b0f99d","source":"steam","source_id":"steam:237180438","content_type":"review","title":null,"body_preview":"I have rooted for this game at every turn. Imagine my frustration then, to find this new community expedition a mess riddled with bugs and misleading objectives. Combat is basically unplayable with ho","author":"Benefactory","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198139574505/recommended/"},{"id":"b53c85e2-6baf-4f09-b39e-17a0a4c2ea52","source":"steam","source_id":"steam:237181861","content_type":"review","title":null,"body_preview":"this might be the most butiful game ever, exept all the cool planets have a actual 1 in 1 quintilion chance to be the planet you wanty","author":"something or other","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199478360446/recommended/"},{"id":"a4bd5021-9eb5-40e9-b8da-f135118aa0d0","source":"steam","source_id":"steam:237182678","content_type":"review","title":null,"body_preview":"Hey man its in space yk like you got all sorta of like space stuff and creatures and stuff also like yk diffrent planets.    try vr mode too man its great just to mess around in have fun","author":"CallMeMaysin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199215773816/recommended/"},{"id":"f91e7586-5f2f-40ae-b95c-ab3b4c6a1055","source":"steam","source_id":"steam:237182966","content_type":"review","title":null,"body_preview":"very high detailed the planets even stars are high detailed too this game is awsome i reccomand you to play it if you like space or exploring planets.","author":"aiden010988","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199542406024/recommended/"},{"id":"4db4d8ff-ce51-432f-b4a4-eba3dd432daa","source":"steam","source_id":"steam:237185687","content_type":"review","title":null,"body_preview":"the best space exploration game i've ever played. and i only scratched the surface of it","author":"NeoJager","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198842979805/recommended/"},{"id":"27d81919-1424-4606-9df9-faed9f386e75","source":"steam","source_id":"steam:237186271","content_type":"review","title":null,"body_preview":"it is a great space exploration game, and a redemtion story in itself for the devs","author":"barriros","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052225470/recommended/"},{"id":"20c1f2d2-8bcc-40c7-8bc2-71060c49f482","source":"steam","source_id":"steam:237186703","content_type":"review","title":null,"body_preview":"Look, the game is REALLY awesome, full of content, I would rather say it has pretty much a lot to give, a lot of different things to do, like there is something for each type of player, like base buil","author":"Eclipse","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","suspiciously_balanced","template_phrases","absence_of_personality","imperfect_expression"],"bot_score":0.23380369056387368,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199361507641/recommended/"},{"id":"1adb65ca-4187-416b-b729-5c9cd0fac8d9","source":"steam","source_id":"steam:237189175","content_type":"review","title":null,"body_preview":"It's a really fun game to pop in and get lost in from time to time. I also want to note that I don't have the best set up to run the most demanding of games, but this game just runs really well for me","author":"Desuwa-sama","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience_details","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198784869215/recommended/"},{"id":"6efc105b-de25-404a-8f3f-18a08fad2414","source":"steam","source_id":"steam:237192147","content_type":"review","title":null,"body_preview":"Honestly a very good game. Quite fun, and has a very broad range of things, whether economics, combat, language, maths, or creativity. I would say that flying in space is not the most realistic (momen","author":"alexgeevs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over_qualification","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199088614294/recommended/"},{"id":"bb9be6ad-f8be-440c-85ae-842d640824e0","source":"steam","source_id":"steam:237192224","content_type":"review","title":null,"body_preview":"This game literally has everything anyone could want. Satisfying space combat, dynamic ship creation, settlement and fleet management, exploration, base building, story, beautiful graphics and endless","author":"Knightshade","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","list_heavy_advice","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198790977149/recommended/"},{"id":"a97e3c5a-7586-446c-86c0-be6634a7681a","source":"steam","source_id":"steam:237084725","content_type":"review","title":null,"body_preview":"i love it. My only complaint it doesn't give weapons or pms from l4d2","author":"youtubeman","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198721060960/recommended/"},{"id":"0e28d8e7-1130-4774-b1a6-c188dbf5487d","source":"steam","source_id":"steam:237086193","content_type":"review","title":null,"body_preview":"i love this game with all my heart. literal 10/10 game and it only is decided on your creativity. you can quite literally do ANYTHING you want, and if you feel something isnt tailoured for you, YOU CA","author":"squashfroot","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199523684073/recommended/"},{"id":"6cbff813-6c07-40fe-97ad-df34494e6432","source":"steam","source_id":"steam:237088757","content_type":"review","title":null,"body_preview":"It's fun for a while until It get's boring at some point, That was the case for me.\r\nOnly grab the game when It's on sale.","author":"houx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199520658893/recommended/"},{"id":"916613a9-d3f4-48cb-93b7-e0f69bd79631","source":"steam","source_id":"steam:237088902","content_type":"review","title":null,"body_preview":"Garry's mod really is just the game where you can just destroy a box and get jumpscared next second. 10/10.","author":"RobbyGzz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199093992039/recommended/"},{"id":"554be20a-7a5b-4643-b70f-3e1e11d7908a","source":"steam","source_id":"steam:237089386","content_type":"review","title":null,"body_preview":"Jeje como me encanta jugar con mi mekol amiko ke buen juego","author":"kinDaR4t","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198795053934/recommended/"},{"id":"fea8cd07-0249-4a22-8fd2-3654e593a89f","source":"steam","source_id":"steam:237092628","content_type":"review","title":null,"body_preview":"This game is very fun with lots of mods to play with and absolutely no limits!","author":"douglas.griebenaw","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199625663517/recommended/"},{"id":"4d63cef2-d322-4450-8c95-3dfe47f4d47e","source":"steam","source_id":"steam:237197295","content_type":"review","title":null,"body_preview":"when i bought this it was jus stuck in an old version and wouldn’t update or wtv 🤷‍♀️","author":"Katto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199860116082/recommended/"},{"id":"5a1ec010-b5ca-4db9-9189-7282e994f09d","source":"steam","source_id":"steam:237208220","content_type":"review","title":null,"body_preview":"bit scaryer than i thought it would be at first, i was too scared to even go into the house, few hours later i was fine tho, just dident go in when sanity less than 50, and now i can loop semi well.","author":"W4C","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199808287490/recommended/"},{"id":"31c757bc-2d17-4673-8191-25ab57d983b4","source":"steam","source_id":"steam:237210164","content_type":"review","title":null,"body_preview":"-Start the game\r\n-Enter contract with bro\r\n-Bro does some ♥♥♥♥♥♥♥♥ I find all the evidence and the ghost\r\n-Use tarrot cards to start hunt and hide\r\n-Bro screams in the ghost room and dies\r\n-keeps sayi","author":"NUR4V","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199512173060/recommended/"},{"id":"614fa2c6-629d-4448-9d44-341256a88182","source":"steam","source_id":"steam:237210941","content_type":"review","title":null,"body_preview":"Love this game but have been waiting for horror 2.0 like mf gta 6.  WHEN IS TS COMINGGGGGGGGGGGGGGTGG","author":"ShiitakeMushrooms","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199518421062/recommended/"},{"id":"1d8c36a6-8421-41c9-a259-21b55b53ab3b","source":"steam","source_id":"steam:237211048","content_type":"review","title":null,"body_preview":"*Launches Phas with friend*\r\n*Friend is more experienced in new update than me*\r\n*Me, admiring the new map reworks*\r\n*Friend finds cursed object before me*\r\n*Ghost hunts*\r\n*I die*\r\n*Friend laughs at m","author":"MisterEggrolls","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199104909897/recommended/"},{"id":"7767bcaa-d785-418f-9904-4a2c754c8286","source":"steam","source_id":"steam:237212655","content_type":"review","title":null,"body_preview":"the best game i ever played guys you should try it","author":"SIZO","classification":"human_created","confidence":0.6,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198638437878/recommended/"},{"id":"84673c70-fb2a-45d0-b51c-44c7f004020c","source":"steam","source_id":"steam:237214599","content_type":"review","title":null,"body_preview":"funniest horror game but isn't as scary as it looks like","author":"DiH_SCORCHED","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199839823441/recommended/"},{"id":"974f018a-1f25-455b-bcc8-aff194a6394e","source":"steam","source_id":"steam:237217077","content_type":"review","title":null,"body_preview":"Extremely comedic game, untill your friends die....\nThen it becomes the scariest horror game to every exist\n\n10/10 would fear for my life again","author":"Tiekin","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199094336415/recommended/"},{"id":"8c93edc7-b605-472a-9884-7099b708628c","source":"steam","source_id":"steam:237218696","content_type":"review","title":null,"body_preview":"Great Game. Scary initially, but after you get better at hiding and looping, and start to memorize each ghost's traits, it gets really fun. Especially with NSNE.","author":"HeyItzKunal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199185622569/recommended/"},{"id":"3ddc99ab-fe21-480d-9188-0d092f7d42b1","source":"steam","source_id":"steam:237191410","content_type":"review","title":null,"body_preview":"It has an amazing story to the game and multiplayer is fun to mess with friends.","author":"Astra Dasher","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198784813322/recommended/"},{"id":"46544b1c-da7e-4597-92ef-4fc0a14ece5d","source":"steam","source_id":"steam:237202163","content_type":"review","title":null,"body_preview":"Look - it's one of the greatest games of all time. We all know it.\nIf my review is somehow the deciding factor in you playing this game, I can only assume that somehow all other reviews have been eras","author":"matthew.avant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198830197695/recommended/"},{"id":"834a7cc6-106b-448e-a4c4-dfb48415fd72","source":"steam","source_id":"steam:237212044","content_type":"review","title":null,"body_preview":"I didn't think I signed up for doomed yuri, but I am pleased to see it here.","author":"Youweiparra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198333221995/recommended/"},{"id":"7c5c8e05-d44f-4cd9-b89c-a99c353c5b2b","source":"steam","source_id":"steam:237212230","content_type":"review","title":null,"body_preview":"The best game I've ever played\r\n\r\nI'm sure you know by now since this game is a pretty big game, but this is the best sequel to a game I've EVER played, Portal 2 in general takes a huge role in my lif","author":"Lookat","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199792470728/recommended/"},{"id":"310766a5-c6fa-4193-ac7a-d29744ce6752","source":"steam","source_id":"steam:237212955","content_type":"review","title":null,"body_preview":"Absolutely one of the best games ever made my no 1 valve game that doesn't have chicken eggs","author":"iInSto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199176393379/recommended/"},{"id":"472877d7-69c4-4876-ae1b-82479b0c0c2e","source":"steam","source_id":"steam:237215621","content_type":"review","title":null,"body_preview":"I LOVE this game, even if i didn't play it when it came out. I can't express how much i love it and like it because of its graphics, gameplay, story, even lore! Thank you VALVE for making this masterp","author":"Gabe Newell the 3rd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199564859811/recommended/"},{"id":"c1535572-b5f0-4b5b-bc95-9be3d6e5031a","source":"steam","source_id":"steam:237217930","content_type":"review","title":null,"body_preview":"sumpah ♥♥♥ habis namatin portal satu ya, ku main portal dua seru banget sih, multiplayer juga udah ku tamatin, significant brain usage asal kamu suka mikir sesuatu yang mindblowing maka portal 2 ku re","author":"Priestess Propaganda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198878540322/recommended/"},{"id":"fa3b5773-1fc2-407b-9ded-c95039210d26","source":"steam","source_id":"steam:237221583","content_type":"review","title":null,"body_preview":"For years, almost 2 decades, I ignored this game.\n\nStarted playing through it recently and realised that I ignored The Greatest Game of All Time.","author":"cuzalino","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198041385191/recommended/"},{"id":"1105643e-be9c-4195-b7cc-d403c19e54fc","source":"steam","source_id":"steam:237228900","content_type":"review","title":null,"body_preview":"I love the story, the gameplay, honestly everything. And I love how the Destruction of aperture science is explain as because of how the combine invaded Earth and the 7 hour war, therefore it means th","author":"cristianzaharie591","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198751875630/recommended/"},{"id":"e5a551a4-8df6-4747-b3a1-2ccaf36f081c","source":"steam","source_id":"steam:237052814","content_type":"review","title":null,"body_preview":"Left 4 Dead 2 is the best zombie type game i ever played.\n\nIt is no suprise that VALVe made another banger here, and i love it.\nMe and my friends have been playing this for the past week and i hope we","author":"Fruity","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199064495605/recommended/"},{"id":"0af9d981-4bd6-474a-abe5-89971b147abe","source":"steam","source_id":"steam:237053767","content_type":"review","title":null,"body_preview":"Loved this game since I was little! I still play it for fun now even though I've seen all the non-modded maps.","author":"stormiewh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198997699664/recommended/"},{"id":"4960e389-2755-4310-b67e-cea3003b1662","source":"steam","source_id":"steam:237054126","content_type":"review","title":null,"body_preview":"Me hicieron f1 en mi primer partida algo que hizo que entrara en depresion, meses después volví a jugar un lefcito y me volví un ser inmortal ahí es cuando me di cuenta que ese f1 me hizo reflexionar,","author":"Churro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199567597996/recommended/"},{"id":"9d4e93d1-19a6-451e-9a13-246e750047e6","source":"steam","source_id":"steam:237055862","content_type":"review","title":null,"body_preview":"Un excelente juego, la campaña es de lo más entretenida y los enemigos son super icónicos, el multijugador/versus es bastante activo y entretenido, jugar la campaña con amigos solo la hace mejor de lo","author":"Turtlek1ng19","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199800220740/recommended/"},{"id":"5fcda46f-d844-48eb-b34d-5d4cbbc106ba","source":"steam","source_id":"steam:237056623","content_type":"review","title":null,"body_preview":"Moddable\r\nGun blazing\r\nOld but gold\r\nAmazing Game\r\nEnemy AI is very good","author":"sasuke500","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198317417470/recommended/"},{"id":"51e3d81b-8b2b-4e6b-b6ca-1b91144ed99f","source":"steam","source_id":"steam:237059560","content_type":"review","title":null,"body_preview":"Good ol' L4D that can be played enjoyably with friends. Workshop allows the creation of more custom maps or campaigns which eases the boredom on playing the official campaigns again and again. Lastly,","author":"Tenderfoot","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198864696249/recommended/"},{"id":"562ea0cb-6929-4a03-ab07-664598a668f3","source":"steam","source_id":"steam:237065851","content_type":"review","title":null,"body_preview":"You're able to turn Rochelle into Picolas Cage, a charger into Homer Simpson while he's drunk driving, and a medkit into a bag of Doritos. Need I say more?","author":"Mr. Weebus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","humor_and_pop_culture_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198637455376/recommended/"},{"id":"66f1fc82-c0b3-437c-a3db-da9be3b31625","source":"steam","source_id":"steam:237068314","content_type":"review","title":null,"body_preview":"First game I've ever played\r\nThis is a true masterpiece","author":"HiddenBoy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199181564291/recommended/"},{"id":"4026b57e-cdb0-49ae-b3b3-61238304eb24","source":"steam","source_id":"steam:237175170","content_type":"review","title":null,"body_preview":"Best Fromsoft game that doesn't have Ring in its name.","author":"NewBootGoofin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197978941696/recommended/"},{"id":"8ae54c81-f0cd-40f6-ada0-c74c733cb57e","source":"steam","source_id":"steam:237177123","content_type":"review","title":null,"body_preview":"ignore my playtime on pc, mostly played on console since a decade ago (accidently broke the clock for one of my characters with how much ive played the game).\r\nis it flawed? yes it is (engine is not n","author":"Pro-Noob","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198160102350/recommended/"},{"id":"7b1ff6de-5103-4f02-b5f6-f31ec3d5b995","source":"steam","source_id":"steam:237177131","content_type":"review","title":null,"body_preview":"Unlike Elden Ring, Dark souls focuses more on the \"medival fantasy\" genre which I love, and if you love medeval times, this is the game for you. But if you love the envirement, then elden ring is more","author":"sexylexylockhart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198757176324/recommended/"},{"id":"4c752326-c0f1-4853-973e-bb5f83e2eb86","source":"steam","source_id":"steam:237185361","content_type":"review","title":null,"body_preview":"one of the most perfect souls game i've ever played, wished they added more contents.","author":"NutHam","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199000386529/recommended/"},{"id":"095ec0df-0fac-4357-9857-3c26577b3c33","source":"steam","source_id":"steam:237192099","content_type":"review","title":null,"body_preview":"it's a good game, but $85 for a 2016 game with no Steam cloud saves still in 2026? Really?","author":"zoe.exe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies","specific_complaint"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199395440020/recommended/"},{"id":"2bce9aa4-5e3e-438d-bddc-5152e9bbe086","source":"steam","source_id":"steam:237192716","content_type":"review","title":null,"body_preview":"When i play this game i wanna kill myself, however as soon as i beat the boss im stuck on, i get higher than heroin","author":"Van","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199528425384/recommended/"},{"id":"69c8109c-fa08-4eba-b9a4-3b701ce7ebfa","source":"steam","source_id":"steam:237192849","content_type":"review","title":null,"body_preview":"My observations/opinions after completing the game and getting 100% achivments.\nMy opinion: Great game. (My favorite)\n\nPros:\n+ Amazing boss fights\n+ Fast and satisfying combat \n+ Great atmosphere and ","author":"ViSvil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2637881466966735,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198955319644/recommended/"},{"id":"7824d63b-b940-4f2f-8415-a2c01fd707ea","source":"steam","source_id":"steam:237196126","content_type":"review","title":null,"body_preview":"Repetitive slop, not even worth playing, all the bosses are same predictable ♥♥♥♥ with ♥♥♥♥♥♥♥♥ added in that is undodgable to add a layer of \"hardness\" to them, for example, the prince lorian second ","author":"火の鳥","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198237206644/recommended/"},{"id":"2cc0b1c8-6aca-4b19-bdf8-6046f514d8ee","source":"steam","source_id":"steam:237200163","content_type":"review","title":null,"body_preview":"Such a fun game even after all these years. The lore is still one of the best when it comes to vague and mysterious storytelling. And the PvP is still a lot of fun too.","author":"Vanquish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198298288628/recommended/"},{"id":"1a577561-10d0-4219-a5c1-81b4cb5eb9bd","source":"steam","source_id":"steam:237213936","content_type":"review","title":null,"body_preview":"One of the best games ever made! if you are intimidated in starting any Souls game, i highly recommended starting here since its the most polished but not as vast/overwhelming as Elden Ring. Praise th","author":"Fennel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.7622556248918265,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198312710951/recommended/"},{"id":"0d9f9cd4-7720-44e4-bc12-ab0ebc417f95","source":"steam","source_id":"steam:237177777","content_type":"review","title":null,"body_preview":"Simple online multiplayer game, working together to complete a list of tasks, on the other hand there is an imposter between them which sabotage the surroundings and eliminate crews.","author":"utterfluke","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198329231093/recommended/"},{"id":"66e99a08-4533-4abd-b5ef-762dbb5529d3","source":"steam","source_id":"steam:237178725","content_type":"review","title":null,"body_preview":"not bad at all but it gets too old i think they should find some way to get more online players","author":"iiTBMG35","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199236344368/recommended/"},{"id":"22c9a6f2-0cf2-46c7-b93f-58a961970a72","source":"steam","source_id":"steam:237182926","content_type":"review","title":null,"body_preview":"amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazing game amazi","author":"tymonko.poczta","classification":"ai_generated","confidence":0.95,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198769376171/recommended/"},{"id":"1c04d725-11e7-4274-b565-bcc27fe5e6ac","source":"steam","source_id":"steam:237187387","content_type":"review","title":null,"body_preview":"Really Hard. Great Game for people who hate their life","author":"GiptheGreat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199877693891/recommended/"},{"id":"725874f8-ab83-4125-86e4-2992d6cfacdb","source":"steam","source_id":"steam:237187603","content_type":"review","title":null,"body_preview":"this game is canfusing at ferst but ones you det good it is realy good thums up","author":"bluebirdbuggie2040","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198629789016/recommended/"},{"id":"32fe491c-c325-4302-bd7e-12be0fc521f3","source":"steam","source_id":"steam:237193183","content_type":"review","title":null,"body_preview":"Usually these games aren't my cup of tea yet i am quite open minded and have been really enjoying this game and i understand why many love it, also has a nice artstyle and seems quite similiar to mine","author":"Nicolas Damont","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199215721785/recommended/"},{"id":"62e32647-0d38-40da-8822-e599eb262fe0","source":"steam","source_id":"steam:237194902","content_type":"review","title":null,"body_preview":"This game has been an all time favorite of mine since I was a kid. It is highly addicting and the replay ability is one of the best.","author":"lamergamer456","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199155196610/recommended/"},{"id":"600b14a9-a5d9-405f-b75a-c9473dd90378","source":"steam","source_id":"steam:237196445","content_type":"review","title":null,"body_preview":"My observations/opinions after completing the game and getting 100% achivments.\nMy opinion: Great game. (My Top 5) \n\nPros:\n+ Huge amount of content\n+ Great progression\n+ Excellent exploration \n+ Great","author":"ViSvil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2637881466966735,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198955319644/recommended/"},{"id":"d7055024-fbfb-4d16-8d6d-d63e48fdd4ae","source":"steam","source_id":"steam:237197135","content_type":"review","title":null,"body_preview":"My absolutely favorite, i cant describe how much i love this game.(♥♥♥♥ rolling cactus)","author":"KyoDePounder","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199499098604/recommended/"},{"id":"091b030a-ff42-430c-89a8-f3ebc7dad3c1","source":"steam","source_id":"steam:237200712","content_type":"review","title":null,"body_preview":"God, why did I put this game off for so long. If you can get past the 2D aspect of it, you have urself one hell of a solo or co-op server experience. I cannot put the game down, I have a solo world ru","author":"Spoogins","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198437827898/recommended/"},{"id":"0854cfce-be61-4d4d-b07f-80087b9e2d91","source":"steam","source_id":"steam:237179801","content_type":"review","title":null,"body_preview":"This game is trash at like mountain and the rest is bad combat ♥♥♥♥","author":"lalawow40","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198360689074/recommended/"},{"id":"b2d1486e-c6a8-47e2-a84f-253355919ece","source":"steam","source_id":"steam:237180474","content_type":"review","title":null,"body_preview":"Incredible survival even with its QoL issues would recommend.","author":"Spectre165","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198390295634/recommended/"},{"id":"fb2d9ad1-86a5-4273-8799-8cbe7a72a437","source":"steam","source_id":"steam:237181142","content_type":"review","title":null,"body_preview":"I have poured over 100+ hours into this game now... and I'm only a third of the way through my first world! The journey so far has been an amazing experience. It has been the most fun I have had in a ","author":"Schmidty シ","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198221526736/recommended/"},{"id":"f6cdff34-ea89-4100-aef8-82385d1e3621","source":"steam","source_id":"steam:237181257","content_type":"review","title":null,"body_preview":"Loved it in early access and loving it upon release.  I think this game is gorgeous and handles survival mechanics better than most.","author":"peterc159","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198095694269/recommended/"},{"id":"9eb37b01-0ef2-4519-935e-a6c9187f646d","source":"steam","source_id":"steam:237181336","content_type":"review","title":null,"body_preview":"Image minecraft, but take away the blocks, crafting system, mining system, progression system and everything else about the game.\r\nthen add vikings.\r\n10/10 would reccomend","author":"HuckleBerryFin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197987569689/recommended/"},{"id":"72289a00-a828-4cba-a089-16fff382345f","source":"steam","source_id":"steam:237181482","content_type":"review","title":null,"body_preview":"it's a perfect world that has wizard, dragon, troll, skeleton and mosquito","author":"lil bro","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198398764402/recommended/"},{"id":"7b46b115-5ef2-45c2-9a79-62d58acbc6e5","source":"steam","source_id":"steam:237181960","content_type":"review","title":null,"body_preview":"A pretty good game in some aspects, but severely damaged by poor design choices and AI-generated code.\n Good things worth highlighting: the atmosphere, exploration, and sandbox elements.\nthe bad: he o","author":"LaTizaNegra","classification":"ai_generated","confidence":0.7,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198155054047/recommended/"},{"id":"bbb724ef-e1aa-400b-a05b-ee29b40b3481","source":"steam","source_id":"steam:237182127","content_type":"review","title":null,"body_preview":"LOVE THIS GAME TO DETAILO BASED SO AWSOME TRUIULY CAPTIVATING","author":"JustSellEm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198759266659/recommended/"},{"id":"969dfdc1-61d3-41c9-8a13-b503f6b3adab","source":"steam","source_id":"steam:237182207","content_type":"review","title":null,"body_preview":"Game is about exploration, but punishes the player for exploring.","author":"rennepss","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198011519011/recommended/"},{"id":"df523458-39a5-4e05-82cb-57221cd184d8","source":"steam","source_id":"steam:237183218","content_type":"review","title":null,"body_preview":"Addictive and time sink but rewarding, a whole new world to enjoy in every sense of the expression.","author":"Thorn Greymane","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199159204925/recommended/"},{"id":"6252a010-958a-4414-9bcd-393b8ffdda87","source":"steam","source_id":"steam:237184128","content_type":"review","title":null,"body_preview":"10/10 rougelite, run backs feel like a whole new run would play another 300 hours","author":"leflerkirk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122152984/recommended/"},{"id":"6831de42-33a9-4af0-851e-17d1fa1c05f9","source":"steam","source_id":"steam:237185906","content_type":"review","title":null,"body_preview":"Phenomenal game that highly rewards careful exploration and good preparation. When it get's rolling, it REALLY gets rolling. \n\nNetcode and multiplayer is a mess though. Playing with more than two othe","author":"Pepe Silvia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198012132582/recommended/"},{"id":"5ac81ab5-ba90-45f7-ac3f-a6f6251e8eb6","source":"steam","source_id":"steam:237186062","content_type":"review","title":null,"body_preview":"grindy slog and janky, but kinda fun, until it isnt","author":"Brody Shotlander","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197982853709/recommended/"},{"id":"62e73839-c212-45ce-b185-943bf916a4bd","source":"steam","source_id":"steam:237215174","content_type":"review","title":null,"body_preview":"Goated game design. Played through most of the game when it came out, on a friend's pc since I couldn't run it yet. Its an amazing game, im just a bit open world fatigued.","author":"Fennel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience","natural_digression"],"bot_score":0.7622556248918265,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198312710951/recommended/"},{"id":"eb386930-bafe-42fa-8eb2-fd5d440c89ef","source":"steam","source_id":"steam:237216185","content_type":"review","title":null,"body_preview":"so... so peak... so fun.. runs well on my pc on low settings so extra good","author":"EpicAlienPlayz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199032893850/recommended/"},{"id":"8947dc88-35ce-460a-9624-5a7a9e5eceb0","source":"steam","source_id":"steam:237226102","content_type":"review","title":null,"body_preview":"Great game with many flaws, especially if you played their previous games. For one don't come expecting the \"best game ever made\" with it's outdated quest system and \"rpg\" mechanics outside of making ","author":"TableofMeat","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198233436824/recommended/"},{"id":"cabab6cf-e9f6-4d01-9646-aebc99a9086c","source":"steam","source_id":"steam:237230300","content_type":"review","title":null,"body_preview":"O Graceless Tarnished.\n\nYe dead who yet live.\n\nHeed the call.\n\nCross the sea of fog to the lands between.\n\nTo stand before The Elden Ring.","author":"Panzerfausted","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052419827/recommended/"},{"id":"8dbe1e29-abab-4e11-baea-17737bfc759c","source":"steam","source_id":"steam:237231039","content_type":"review","title":null,"body_preview":"I mean this is an awesome open world dark souls RPG. But don't even bother if you are a ♥♥♥♥♥ gamer lol.","author":"Parsnipidippius","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198072846087/recommended/"},{"id":"a6be7e63-b268-4613-88b1-56487e51b712","source":"steam","source_id":"steam:237233403","content_type":"review","title":null,"body_preview":"Did you guys know Fromsoft made an action rpg on the ps2 called \"Eternal Ring\" in 2000, it was even one of the system's launch titles.","author":"Violence Lover","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198862838571/recommended/"},{"id":"1106173b-1b97-46c7-b2c1-a7081029af4a","source":"steam","source_id":"steam:237235651","content_type":"review","title":null,"body_preview":"Awesome game. Gameplay and build freedom is neat, no complains about this game. You can even hug a woman","author":"R6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198404104317/recommended/"},{"id":"d3db5d46-b828-4223-81ff-cab87015bb34","source":"steam","source_id":"steam:237236286","content_type":"review","title":null,"body_preview":"Fun game, but they are ruining it with their greed. Do not support this behavior.","author":"leroy685","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198015438682/recommended/"},{"id":"6617050d-4875-4c68-a92c-488c77e43571","source":"steam","source_id":"steam:237205944","content_type":"review","title":null,"body_preview":"Probably the best acting I've seen in a game.\r\nGameplay is pretty clunky, even more than other rockstar games, everything feels like moving through mollases and I had to basically ignore deadeye to ke","author":"Mateumt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101669791/recommended/"},{"id":"f4f3f97e-30ac-4926-913e-75b13577840c","source":"steam","source_id":"steam:237208434","content_type":"review","title":null,"body_preview":"peak story \r\ni would recommend you to try it once if you havent","author":"THE^PRO","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043445195/recommended/"},{"id":"f235f404-32c7-4228-900a-bae81b8f78dc","source":"steam","source_id":"steam:237209164","content_type":"review","title":null,"body_preview":"best game touched.on sale for 15 dollars its so worth it","author":"kansodani01","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199545287800/recommended/"},{"id":"a515d140-a08d-4259-aedb-846d8ee40125","source":"steam","source_id":"steam:237210070","content_type":"review","title":null,"body_preview":"Great open world videogame I love it as much as Witcher 3, pack full of content embracing the cowboy life.\r\nAvoid the online the story mode it's where the fun it's.\r\nUse a hat while playing to get in ","author":"Sati-Olé!","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198211329836/recommended/"},{"id":"f1a9d5db-4f21-467c-b683-e36ac4532adb","source":"steam","source_id":"steam:237210520","content_type":"review","title":null,"body_preview":"I have loved every second of this game and I fully recommend this masterpiece to people who love story games and open world functions. There are so many secrets and other things to find in this game i","author":"Evil Deer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755338436/recommended/"},{"id":"fc16963c-c16a-497f-90bc-727d31887990","source":"steam","source_id":"steam:237212428","content_type":"review","title":null,"body_preview":"no words can express this game you just gotta try it","author":"elekidop","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199591912178/recommended/"},{"id":"50c87211-f14f-4557-a72b-e23f225eef91","source":"steam","source_id":"steam:237215199","content_type":"review","title":null,"body_preview":"momomomomomomommomomomomomomomommomomomomomomomomomomomomomomomomomomomomomo","author":"Bryson the goat throat","classification":"human_created","confidence":0.72,"indicators":["nonsensical_spam","platform_native_behavior","absence_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198753935787/recommended/"},{"id":"03869fcc-67b1-4540-a298-0c240e4a94d1","source":"steam","source_id":"steam:236927058","content_type":"review","title":null,"body_preview":"thank you ConcernedApe for creating this. we love u.","author":"cerealandbeer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198776403642/recommended/"},{"id":"e0df37e6-a220-4fcd-9831-820f206bdfc0","source":"steam","source_id":"steam:236927380","content_type":"review","title":null,"body_preview":"I can live out my fantasy of running a corporation out of town and having enough money to be happy. 11/10 will sink 100's of more hours into this game.","author":"ATibbitts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044252857/recommended/"},{"id":"b48e6860-d84f-401e-802e-c96cc5c54282","source":"steam","source_id":"steam:236927413","content_type":"review","title":null,"body_preview":"10/10 recommend. \n\nThis is such a cozy game. Worth the full price.","author":"RavenUnknown","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198866403355/recommended/"},{"id":"efcff002-7215-4335-b047-7782f8751ef8","source":"steam","source_id":"steam:236927726","content_type":"review","title":null,"body_preview":"10/10 \namazing replayability\namazing soundtrack\namazing characters\ncute/epic graphics\nI own this game on three consoles now, and i dont regret it","author":"DestroyerQlo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199573409930/recommended/"},{"id":"e1efd56f-6d30-43e3-87a9-ac1b2c11079e","source":"steam","source_id":"steam:236928502","content_type":"review","title":null,"body_preview":"I don't really like RPGs\n\nIt's a really well made game, it's just not for me","author":"burstx86","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198102704405/recommended/"},{"id":"66a504e4-0a77-4932-a0f7-f0f752fe1d51","source":"steam","source_id":"steam:236928533","content_type":"review","title":null,"body_preview":"Tired of modern life but don't have a grandpa that loved you enough to leave you a small farm in the will? Fear not, now we can all live out our farmer tycoon dreams by forcing pigs to sniff out truff","author":"Zethian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198188296069/recommended/"},{"id":"06d16946-c2f2-43f7-b1ff-44bf981d7131","source":"steam","source_id":"steam:236930376","content_type":"review","title":null,"body_preview":"Моя знакомая наиграла оч много часов в игру и попала в дурку. Думаем.\nПоздняк. Подписаться.","author":"интернет друг","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198179561827/recommended/"},{"id":"8bf2f280-987a-4672-af32-9853dcc841a3","source":"steam","source_id":"steam:236930634","content_type":"review","title":null,"body_preview":"might be the best cozy game if you don't ever touch Junimo Kart","author":"kotik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198161385814/recommended/"},{"id":"99e2c367-4cb4-45c9-935f-5f2f52cd45a6","source":"steam","source_id":"steam:236936194","content_type":"review","title":null,"body_preview":"This is a great game that can be played in many ways, and there is little pressure to play specific ways. There are tons of potential goals and there isn't push to force you to do them and you can ach","author":"NutmegGaming","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198997068038/recommended/"},{"id":"c27aae05-94ce-46c0-8fad-22717c9fc2f1","source":"steam","source_id":"steam:236939850","content_type":"review","title":null,"body_preview":"Stardew valley is an interesting game in that its near universal success baffles me. The entire ethos of this game is style over substance. Yes, it's full of charm. Sprites are characterful, environme","author":"Brad","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198053046750/recommended/"},{"id":"a3825edc-2dd2-4162-9cfb-e7df9fe6c888","source":"steam","source_id":"steam:237219064","content_type":"review","title":null,"body_preview":"I never felt like I needed an wallpaper editor But this software Man, you can simply put anything you want on your desktop, and it looks amazing.","author":"Apex ggs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199741482312/recommended/"},{"id":"28f992dd-c94f-4b18-8544-4da18a60419b","source":"steam","source_id":"steam:237224543","content_type":"review","title":null,"body_preview":"I have only purchased wallpaper engine as a software purchase, i ve never bought any software but wallpaper engine is worth it","author":"assavaiz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199165351329/recommended/"},{"id":"d3a8214e-91ab-49b8-bc7d-a9a21945ba6b","source":"steam","source_id":"steam:237229731","content_type":"review","title":null,"body_preview":"4 years ago through wallpaper engine i have found an animation of aether venti and gorou having a homosexual threesome by theobrobine, which has led me to figuring out that i'm queer. anyways the wall","author":"yuuna","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198803544886/recommended/"},{"id":"d4c904f1-b62c-438f-9df7-1e8acf626271","source":"steam","source_id":"steam:237235320","content_type":"review","title":null,"body_preview":"easy to use, cheap looks good. recomend pairing with transparentTB","author":"Kráľ PRÁŠKOV","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199478839314/recommended/"},{"id":"8a2d35b3-51e5-4041-99e2-4383286ef954","source":"steam","source_id":"steam:237210867","content_type":"review","title":null,"body_preview":"very good story and fun to play! very recommended to open world RPG gamers out there!","author":"OMN","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198981849437/recommended/"},{"id":"aeed679e-fafb-4479-ac5e-b98976c4f032","source":"steam","source_id":"steam:237210963","content_type":"review","title":null,"body_preview":"Any RPG lover should play this. Careful, if you are completionist, it's atrap. A very good trap. Brilliant title.","author":"Sojourn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198063112179/recommended/"},{"id":"abee8128-4248-4066-bb23-85b6c5f29de0","source":"steam","source_id":"steam:237211251","content_type":"review","title":null,"body_preview":"I never gave this game a fair shake. I just wasnt pulled into the world right off rip, but with the release of remaster I forced myself through the start of the game. The graphical changes are obvious","author":"kdi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198039479053/recommended/"},{"id":"75e8eda2-2016-4d7c-939d-996782f1a94f","source":"steam","source_id":"steam:237212808","content_type":"review","title":null,"body_preview":"It's a very good game. After eleven years, I can still play the free HD remake version officially for old players. The key is that the standard version I bought is to occupy the pit. It also gave me t","author":"ngugui6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199275034461/recommended/"},{"id":"6ab52c2f-e545-4a07-bef7-351d7cd8c290","source":"steam","source_id":"steam:237213288","content_type":"review","title":null,"body_preview":"The Witcher 3 i undoubtedly one of the games ever made.","author":"Chudworthy","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198981987763/recommended/"},{"id":"808c1150-4b0c-4760-b63d-a958607c473d","source":"steam","source_id":"steam:237213344","content_type":"review","title":null,"body_preview":"Best game ever.  Gave  me back my love for gaming during Covid","author":"zothanafanai","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199421875014/recommended/"},{"id":"2f400ab6-b24e-40f3-93e2-a3618fe2c383","source":"steam","source_id":"steam:237152559","content_type":"review","title":null,"body_preview":"I absolutely love this game.  You think youve found everything there is to find in a location, only to find a whole new level to the building XD.  Scratches an itch in my brain I didnt know I had!","author":"Nova89","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198057886664/recommended/"},{"id":"7bcb74fe-5a45-4408-93ee-768b84753837","source":"steam","source_id":"steam:237154858","content_type":"review","title":null,"body_preview":"Modding is now possible on Linux with the Amethyst Mod Manager.","author":"Berry Delight","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198700829640/recommended/"},{"id":"2c770737-2a60-41b8-8f49-d11f6bcdd153","source":"steam","source_id":"steam:237159011","content_type":"review","title":null,"body_preview":"great game, give it chance and the rewards will be great, one of the best stories in gaming history. The developers built a fun world. Try to immerse yourself and it won't disappoint. personally best ","author":"Glitch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199074814683/recommended/"},{"id":"26033888-c4a9-4d84-ab1d-8bdbacb4639a","source":"steam","source_id":"steam:237160346","content_type":"review","title":null,"body_preview":"---{ Graphics }---\n☐ You forget what reality is\n☐ Beautiful\n☑ Good (With Mods)\n☐ Decent\n☐ Bad\n☐ Don‘t look too long at it\n☐ MS-DOS\n\n---{ Gameplay }---\n☑ Very good\n☐ Good\n☐ It's just gameplay\n☐ Mehh\n☐ ","author":"xINTERNx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198981627159/recommended/"},{"id":"8894f85e-4e98-4e49-af70-5b11a41ae3c2","source":"steam","source_id":"steam:237160861","content_type":"review","title":null,"body_preview":"I want to hate Fallout 4 for feeling completely detached from  Bethesda and other RPGs of yore, and yet here I am again - getting both my mod list and my clown suit ready for another trip to the Commo","author":"Jonnii","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055711333/recommended/"},{"id":"56cfb30b-6d5a-40d9-806b-d291760ecb7c","source":"steam","source_id":"steam:237163969","content_type":"review","title":null,"body_preview":"Broke 20 hours into my run with railroad, father completely refuses to give the 'battle for bunker hill' quest. Set stage and loadquest commands not working. Softlocked and no way to fix it. Bethesda ","author":"Miss. Jay","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_frustration","platform_fluency","imperfect_expression","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198123159605/recommended/"},{"id":"c154dfd6-66b4-4c10-a507-2598b1f1c9ed","source":"steam","source_id":"steam:237167878","content_type":"review","title":null,"body_preview":"The game is a lot of fun, but has many bugs, and Bethesda has made it clear that they have no intention of patching them, and refuses to help through support. Very disappointing. Won't buy another Bet","author":"AllIsVanity","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197997051831/recommended/"},{"id":"3b09b4d9-ea5b-4a32-83a7-6e06f0972d5f","source":"steam","source_id":"steam:237176442","content_type":"review","title":null,"body_preview":"Fallout 4 is genuinely one of those games I can always come back to and have a good time with. I don't really care how many times I've played it, there's always something about wandering around the Co","author":"Gunslinger777","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138743247/recommended/"},{"id":"a5e8eee6-a6a1-41a1-b82c-42d9e48c815f","source":"steam","source_id":"steam:237177513","content_type":"review","title":null,"body_preview":"This game is all about crafting and survival, and for the story line you are given to choose which faction you want to join.","author":"utterfluke","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198329231093/recommended/"},{"id":"1c8ca913-4808-4765-9574-fd15e01f8ab0","source":"steam","source_id":"steam:237177896","content_type":"review","title":null,"body_preview":"loading time takes a long time for an old game, you can just alt+tab to make it go faster, what is it with the old lady in the game that always wants \"jet \"","author":"Omegalivestream","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198020483530/recommended/"},{"id":"1b30c3d4-d3eb-4382-97e8-2eb726721371","source":"steam","source_id":"steam:237184139","content_type":"review","title":null,"body_preview":"May not be the best story wise but I honestly think this game is some good apocalyptic fun. Shooting handles well, mods are cool, base game and DLC honestly does offer a fair bit, and if you can stand","author":"Draconame757","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinionated_stance","natural_expression"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122324571/recommended/"},{"id":"8d5aec60-a8b6-4b04-a59f-d00fa7b993bb","source":"steam","source_id":"steam:237196663","content_type":"review","title":null,"body_preview":"Fallout 4 is a monumental open world achievement, offering an intoxicating loop of exploration, modular crafting, and atmospheric reclamation. The redesigned gunplay and the staggering depth of the se","author":"FraBacc","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198388689601/recommended/"},{"id":"774d08b1-5e39-4723-8375-10f002c73b08","source":"steam","source_id":"steam:237058860","content_type":"review","title":null,"body_preview":"The best LGBTQ+ ARPG simulator. If you do not know what the ♥♥♥♥ is going on in your screen. You're playing it right.","author":"snoozine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198338069978/recommended/"},{"id":"8a923908-4155-47ac-b616-608800f53a34","source":"steam","source_id":"steam:237087872","content_type":"review","title":null,"body_preview":"This is EASILY the BEST game I've ever played. Been playing video games since the early 90s, and Path of Exile is such a difficult and sometimes rewarding game. it has a super steep learning curve, bu","author":"p1nkpvnth3r","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","human_indicator_personal_experience","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198260147659/recommended/"},{"id":"f4613d8a-c96c-4b8d-920a-0a1d44c3488d","source":"steam","source_id":"steam:237109850","content_type":"review","title":null,"body_preview":"It's a fantastic game, and is in my opinion, the spiritual successor to Diablo II. Tonnes of build variety, multiple mechanics to learn, and a recurring new League/Ladder every few months. There's als","author":"Aldrin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198366721445/recommended/"},{"id":"3582a22c-419e-47e0-98b3-5414b7284041","source":"steam","source_id":"steam:237149132","content_type":"review","title":null,"body_preview":"Don't consider this game free to play and more of a \"free to try\", as you are basically required to have at least one premium stash tab to trade and enjoy the game properly so expect to spend 5$ in th","author":"LunaticCat","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124336863/recommended/"},{"id":"7a452ada-3dd9-4aa9-a105-81a611a8142d","source":"steam","source_id":"steam:237149977","content_type":"review","title":null,"body_preview":"I wish the game didn't become so intimidating to play for new comers and casuals","author":"K1","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","human_indicator_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198128827756/recommended/"},{"id":"71ca49e2-06df-4ae0-880f-affe73c81f08","source":"steam","source_id":"steam:237150607","content_type":"review","title":null,"body_preview":"Path of Exile is much more than just a D2 clone. There is so much more going on with the ever changing gameplay involved in the leagues. Highly recommended if you like ARPGs.","author":"OMG!","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198060977778/recommended/"},{"id":"cfcee28a-41d9-4fed-b400-bbd15be7cd1e","source":"steam","source_id":"steam:237153868","content_type":"review","title":null,"body_preview":"fast paced and a million different ways to build the characters","author":"rmadge","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198025013198/recommended/"},{"id":"e1ae2cfb-eefc-422d-aa97-e47a945c39b9","source":"steam","source_id":"steam:237186478","content_type":"review","title":null,"body_preview":"I really hope you like making character builds with a lot of math and tinkering. It feels like that is more of the game than actually playing it. And it works.","author":"Melibeam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197995754698/recommended/"},{"id":"32af1691-410f-4284-a6fa-0373f3c99166","source":"steam","source_id":"steam:237186495","content_type":"review","title":null,"body_preview":"Its deep and complex\r\nAutisms stimulant\r\nCrack\r\nHow to waste thousands of hours of your life\r\nDopamine\r\nSpending countless nights in path of building just so you can go back to path of exile and farm ","author":"Wookie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions","template_phrases","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198118215274/recommended/"},{"id":"7d914b0d-4461-4167-8986-d05fc25ab982","source":"steam","source_id":"steam:237197947","content_type":"review","title":null,"body_preview":"Gameplay is smooth, builds are endless and it's fun to play even as an F2P.","author":"M@D@R@™","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198286539479/recommended/"},{"id":"f5814aca-1c3d-4c91-b5c7-04723183fd61","source":"steam","source_id":"steam:237221446","content_type":"review","title":null,"body_preview":"Always something new to go after, always fun! Definitely recommend!","author":"Catgirl Sara","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198916653809/recommended/"},{"id":"f7b64798-d3c5-477c-a393-6fe63badac03","source":"steam","source_id":"steam:237032196","content_type":"review","title":null,"body_preview":"I mostly played solo but still got 600 hours out of it. Great progression and customization.","author":"X","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.07142857142857142,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198060748159/recommended/"},{"id":"1fbacaaa-b655-483a-b3cd-2273dc1926e0","source":"steam","source_id":"steam:237063101","content_type":"review","title":null,"body_preview":"gun go brrrrakakakaka music go boom pewm boom pewm dallas goes AAAAH I NEED MEDIC BAG","author":"urmrgay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199160501681/recommended/"},{"id":"39ad7aad-17b7-49e9-bce7-88a3466c4256","source":"steam","source_id":"steam:237082830","content_type":"review","title":null,"body_preview":"I love this game so much!\r\n\r\nI feel so sneaky, I feel evil. \r\n\r\nAnd you know what!?...It's wonderful.","author":"ElyM2011","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199813702557/recommended/"},{"id":"a727a208-7870-4058-8543-0246e13f695a","source":"steam","source_id":"steam:237083521","content_type":"review","title":null,"body_preview":"Had this game in my library for ages and bearly played it...funny enough i gave it another go and in doubled my entire gametime over a weekend. This game still holds up in 2026. Also noticed the GO BA","author":"Tokeen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197998790392/recommended/"},{"id":"9854e2cc-8073-4b87-89de-464dd69279dd","source":"steam","source_id":"steam:237090306","content_type":"review","title":null,"body_preview":"the ai of the cops is sh*t, the grafics are sh*t, the gameplay is sh*t, everything in the game is straight bs, roblox payday games are even better that this ahh game","author":"EydHeyDye","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199515316783/recommended/"},{"id":"6bc13f24-8aec-4c22-a71c-e2132484ac26","source":"steam","source_id":"steam:237090850","content_type":"review","title":null,"body_preview":"Still one of the best co-op games out there. Chaotic, fun, and somehow never gets old with friends.","author":"Bandit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198208842717/recommended/"},{"id":"2f3c9c9f-1453-43b4-83a4-c6076d354e15","source":"steam","source_id":"steam:237150749","content_type":"review","title":null,"body_preview":"I'm not a fan of how much DLC this game has. I do however like how they let you play the DLC with your friends as long as one person owns it. It's like Left 4 Dead but with crime.","author":"OMG!","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","positive_aspect_acknowledgement"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198060977778/recommended/"},{"id":"56bb7da0-9bf7-4f0f-a4b3-85973e9d49bc","source":"steam","source_id":"steam:237219904","content_type":"review","title":null,"body_preview":"great game its fun if you want to just run through and kill stuff or loot","author":"BannanaYT","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198760272298/recommended/"},{"id":"62d22443-8fa0-4842-9ff7-c8569d39d620","source":"steam","source_id":"steam:237220983","content_type":"review","title":null,"body_preview":"Have you ever played Warframe with your life on the line? because I have.\r\n\r\nWarframe may be arguably the best free to play game of all time, and the best in how a player first economy should work. Wh","author":"Emithodical","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199116175038/recommended/"},{"id":"ddf56437-bd14-452d-a530-c00cbf84ab82","source":"steam","source_id":"steam:237221084","content_type":"review","title":null,"body_preview":"I cannot in good conscience recommend this game. 7/10","author":"potuato","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198996098113/recommended/"},{"id":"4523cb96-34fd-419e-b738-f2e36ac3cdb1","source":"steam","source_id":"steam:237223684","content_type":"review","title":null,"body_preview":"It only costs your soul. Worth trying tho if you’re curious at all.","author":"Little Wings","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198376493364/recommended/"},{"id":"ed5701c0-6fc3-40bd-b335-515ab4a74fbe","source":"steam","source_id":"steam:237224079","content_type":"review","title":null,"body_preview":"i have a fat crush in Sirius & Orion.. & excalibur","author":"K9","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.24526312474759537,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198415949752/recommended/"},{"id":"4f154524-9b38-4beb-b6f7-d307fdd68cf4","source":"steam","source_id":"steam:237229149","content_type":"review","title":null,"body_preview":"Returning player. Very happy with the updates and excited for Tau","author":"NinJuice Youtube","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199193014323/recommended/"},{"id":"d9e03ae0-e89d-4bf3-bf92-d9f398cce0ba","source":"steam","source_id":"steam:237233413","content_type":"review","title":null,"body_preview":"The best free action game on the market, especially for players who like lore-driven storylines, exciting characters, plot twists, etc. Incredibly extensive in terms of gameplay, but you can play it's","author":"Rewinder73","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198103937211/recommended/"},{"id":"3b5f9a51-3854-4785-bb2c-8a7a4997d039","source":"steam","source_id":"steam:237234137","content_type":"review","title":null,"body_preview":"very special game for me  very good movement graphics story line  and much more highly recommend people to give it a try","author":"FireFade9","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198788897771/recommended/"},{"id":"0c8d6bed-4744-423c-a258-d2349834db1a","source":"steam","source_id":"steam:237238225","content_type":"review","title":null,"body_preview":"making the New Content Forced Co-op was a Terrible Decision especially with this community and can we stop locking lore behind Timed/Exclusive Events. story is already a mess no need to make it worse.","author":"Stephano","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198278317363/recommended/"},{"id":"8fc854f9-dc38-4b26-b2d0-97bf98252169","source":"steam","source_id":"steam:237238349","content_type":"review","title":null,"body_preview":"Awful updates for a while. Awful decisions. Convince they don't even know what they're doing, and probably don't play the game anymore at the level veterans do.","author":"Alice in the Velvet Room","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198186212683/recommended/"},{"id":"49fd222a-2b0f-491d-9c77-72ac9e6a03ae","source":"steam","source_id":"steam:237241604","content_type":"review","title":null,"body_preview":"This was a lot of fun!!! i enjoyed playing it with my friends!","author":"PainfullyMedium","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198053444162/recommended/"},{"id":"ed79ed45-2df3-49e9-ac29-f3cd5a5281dc","source":"steam","source_id":"steam:237045990","content_type":"review","title":null,"body_preview":"This game is good if you like torturing yourself and getting ♥♥♥♥♥♥♥♥♥♥ in realistic ground battles","author":"Marin","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199465220205/recommended/"},{"id":"f59e8897-6dec-461d-acab-4a0fb0822275","source":"steam","source_id":"steam:237051232","content_type":"review","title":null,"body_preview":"its a bad game. some guy from china had anime body pillows and shot me through a hill and was behind our spawn unprotected and dont even get me started on the su30 spam, dont touch this game or the sn","author":"naughtymartin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198136138193/recommended/"},{"id":"ee52d343-4e9b-4c96-a21f-f160f4d9fefb","source":"steam","source_id":"steam:237058048","content_type":"review","title":null,"body_preview":"war thunder is so easy to slip in its realy fun tho!","author":"randy.kana","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198046881987/recommended/"},{"id":"a20f5b35-8dc6-49b2-a34d-d4332c63c5b7","source":"steam","source_id":"steam:237058075","content_type":"review","title":null,"body_preview":"horible i'd rather get my ball's cut off with no painkillers and a sharp rusty spoon and then eat them","author":"Suulukko1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199405548755/recommended/"},{"id":"4008e402-1236-4e73-ac65-789f8588478d","source":"steam","source_id":"steam:237059686","content_type":"review","title":null,"body_preview":"The only game in human history where players routinely commit high treason and leak classified, top-secret military documents on the forums just to win an argument about armor values.\n\n[hr][/hr]\n\nWar ","author":"Luthar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","strong_opinions","template_phrases","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198786681789/recommended/"},{"id":"8ddcfd47-a4c0-4553-b126-1ba449f0c92b","source":"steam","source_id":"steam:236638392","content_type":"review","title":null,"body_preview":"Game is fun but i have been left playing by myself lately as my friends have either quit or moved on to other static groups and playing alone in an MMO is not really fun. I don't regret all the time i","author":"Sempeternal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_narrative","platform_fluency","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198089482296/recommended/"},{"id":"dd22a782-ffcd-4fc7-a588-5058f4a5ab48","source":"steam","source_id":"steam:236757769","content_type":"review","title":null,"body_preview":"This is just black desert from a different perspective","author":"(  ͡❛෴ ͡❛)","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197990220157/recommended/"},{"id":"2462f6bb-9f54-4731-a2ae-75bf7c8b94bd","source":"steam","source_id":"steam:236768192","content_type":"review","title":null,"body_preview":"LostArk is probably one of the most badass games that I've played in a long time. The toon that I play makes me feel strong while being strong and supposed to be strong. The 2nd dungeon that I played ","author":"JohnOddity","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199862735219/recommended/"},{"id":"7cee4666-ce50-43af-b52b-432c49d84913","source":"steam","source_id":"steam:236797697","content_type":"review","title":null,"body_preview":"P2W, had to pay before now its free. Not recommended, tragedia","author":"Stripe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198088573281/recommended/"},{"id":"ea0ab8ac-851a-4b8d-8b47-d2e5231ac1ed","source":"steam","source_id":"steam:236830673","content_type":"review","title":null,"body_preview":"Garbage game, garbage servers dcing all the time, garbage monetization, garbage play loop, locking you out of playing the game at every turn, forcing you to pay to get over the blocks. the question is","author":"Badengrund","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040597694/recommended/"},{"id":"6a3df1c9-beb0-4669-95c8-4ad0571eb72d","source":"steam","source_id":"steam:236861700","content_type":"review","title":null,"body_preview":"Lost Ark delivers excellent action combat with satisfying classes, flashy abilities and some genuinely impressive boss encounters. The endgame progression can become grindy, but the combat, raids and ","author":"󠁳⁧⁧ Santara","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","balanced_opinion","semantic_specificity"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198662624462/recommended/"},{"id":"77e39fa1-bdf8-4970-bb3b-420f3450e48c","source":"steam","source_id":"steam:236945030","content_type":"review","title":null,"body_preview":"I am finally uninstalling this part of my life after well over 6000 hours logged in. The wonder of exploration in Arkesia on my main Shadow Hunter from many years ago turned into a race that always re","author":"Ofcoslava","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198117358894/recommended/"},{"id":"1fde3459-f9fa-47b7-be5a-281b261ed011","source":"steam","source_id":"steam:236973214","content_type":"review","title":null,"body_preview":"This game had so much potential. But the grind just turns it into a a second job. And if you want to progress quickly you will need one because the game is pay 2 win. All the changes from the Korean v","author":"Spooky Spookerson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197972385337/recommended/"},{"id":"5eb675b5-ac7d-4f3e-ad16-a2ca3be5795c","source":"steam","source_id":"steam:236999959","content_type":"review","title":null,"body_preview":"The actual gameplay is really good. The combat feels fantastic, the classes are fun, and the raids can be genuinely challenging and rewarding.\nSadly, the progression system has become so frustrating t","author":"⛧༺[DENNIS]༻⛧","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199173342831/recommended/"},{"id":"a33991ee-3125-4bac-85fd-1a332784de29","source":"steam","source_id":"steam:237047767","content_type":"review","title":null,"body_preview":"Played a bit at launch. Tried again after 4 years. \n\nBiggest issue is that the combat is too easy. Most enemies dont attack you unless you attack first, die in half an attack, and then respawn after 2","author":"Saedreth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198049185825/recommended/"},{"id":"3cdf955e-7572-41e3-8fc6-b9ea4b1a3682","source":"steam","source_id":"steam:237063250","content_type":"review","title":null,"body_preview":"CRUD anything owned by beady eyed besos needs to burn.","author":"Layla","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197995268369/recommended/"},{"id":"24e83ff4-768b-4317-b2e3-1a7bc7f5cda6","source":"steam","source_id":"steam:237091419","content_type":"review","title":null,"body_preview":"Heard they added solo mode so I thought I should come back to try it out. Only solo mode on high end content, so a returning person either has to do the fast pass to the current meta level or bring 7 ","author":"♡ Diana ♡","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199147262059/recommended/"},{"id":"3f3d8de4-58ea-45a2-b365-01fcf7960622","source":"steam","source_id":"steam:237099889","content_type":"review","title":null,"body_preview":"Funnily enough, I feel like my review of this game can be applied to virtually every Korean MMORPG on the market.\n\n-Great feeling combat\n-Great visuals\n-Runs quite well\n-Grind your life away for margi","author":"Ryuhwan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198084748456/recommended/"},{"id":"cd073fcd-ad65-49c8-ae9b-6a8372a63b2f","source":"steam","source_id":"steam:237150486","content_type":"review","title":null,"body_preview":"This game is not worth the trouble.\n\nYou are basically forced to do homework (content you don't enjoy but have to run for sake of progression) because the endgame content you DO want to run are held h","author":"Runitz","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198017125658/recommended/"},{"id":"00eacb1d-a7ff-4d15-8429-58a17f5470df","source":"steam","source_id":"steam:237181959","content_type":"review","title":null,"body_preview":"Haven't played in maybe 4 years, decided to log in and boom, account ban for botting. Is this some ploy by these ♥♥♥♥♥♥♥♥♥♥♥ that i missed the memo on?","author":"Empiri","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199158816849/recommended/"},{"id":"4abfb873-6001-4fe4-b471-a3d6f1ffbd70","source":"steam","source_id":"steam:237199291","content_type":"review","title":null,"body_preview":"Lost Ark is an MMO that hooks you with some of the best action combat in the genre, but traps you in a never-ending cycle of daily chores and brutal RNG. It’s a fantastic game, but it demands a massiv","author":"KИîGHł_AOULL","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","list_heavy_advice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199021517259/recommended/"},{"id":"abd08613-be7b-4240-a157-436a52c163ea","source":"steam","source_id":"steam:237242183","content_type":"review","title":null,"body_preview":"♥♥♥♥ half of the ♥♥♥♥♥♥♥ on my team selling these games though I do suck too","author":"Potato","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.24526312474759537,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199091035289/recommended/"},{"id":"57db94fb-28f2-4ed5-9e0c-b9d10ca46261","source":"steam","source_id":"steam:237242277","content_type":"review","title":null,"body_preview":"Testicular torsion is better than playing this game. This game is worse than being a prisoner of war.","author":"jordenp46","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199809693231/recommended/"},{"id":"4f685bbe-4894-4a17-b0e3-262462460572","source":"steam","source_id":"steam:237242630","content_type":"review","title":null,"body_preview":"i thought this game was bad, once i got it i was in love","author":"me_matthew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198769945002/recommended/"},{"id":"334d93ad-69c2-4a0f-8d0f-0e19f2c00847","source":"steam","source_id":"steam:237243215","content_type":"review","title":null,"body_preview":"ass game too much to learn i hate playing it but i recommend it guys play good!","author":"K4me","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","contradictory_sentiment","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198772656414/recommended/"},{"id":"478d6e47-9c2a-455b-aa60-a3040ac1ac9d","source":"steam","source_id":"steam:237243749","content_type":"review","title":null,"body_preview":"once you get passed lvl 50 you wanna die from this game","author":"its tight lol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198653759962/recommended/"},{"id":"4b611d5a-ced7-487d-bb36-8a2b5e4ebf4c","source":"steam","source_id":"steam:237245333","content_type":"review","title":null,"body_preview":"good game, i have a lot of fun,  (im known for lying btw)","author":"jw200207","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199721813411/recommended/"},{"id":"765ac72c-3eb7-4bf5-bbf6-44c68adea9fd","source":"steam","source_id":"steam:237245547","content_type":"review","title":null,"body_preview":"u may end ur self but youll have a good time helping sm1 do the same","author":"McLovinCoochie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199507406110/recommended/"},{"id":"0110e3fd-2dbb-4661-b55c-96448403bc40","source":"steam","source_id":"steam:237245743","content_type":"review","title":null,"body_preview":"never loved a game that makes me wanna jump off a cliff so much","author":"DeadRose","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199509374276/recommended/"},{"id":"dd8f40f4-1d1c-4bde-9940-2b18786bc2f3","source":"steam","source_id":"steam:236913382","content_type":"review","title":null,"body_preview":"its so realistic and fun i recommend it to others and its very fun and fu n and very fun and fun","author":"almlopes","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","repetitive_phrasing","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197963241201/recommended/"},{"id":"dd2b3a0b-ef43-4c9e-8c62-2136f4d62c16","source":"steam","source_id":"steam:236918070","content_type":"review","title":null,"body_preview":"played 10 minutes of it, make my character so tiny i drowned. 0 stars","author":"Random","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199145524693/recommended/"},{"id":"4c3e5f66-0bc3-4fb8-b5d3-1eecec746dd3","source":"steam","source_id":"steam:236924298","content_type":"review","title":null,"body_preview":"I started playing this game as a way to spend time with my husband and now I'm hooked!","author":"mandyfleming2019","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199390248065/recommended/"},{"id":"aea9cdd2-11e3-487a-9ac1-26b15cbd7502","source":"steam","source_id":"steam:236927352","content_type":"review","title":null,"body_preview":"The game has good things, a nice climate, and interesting ideas. Unfortunately, it doesn't say anything. Put you naked on the beach and left alone. No information on what, where, or when; no informati","author":"mavml","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198082760301/recommended/"},{"id":"7005e1bd-a38c-42c0-98b8-3404f0102844","source":"steam","source_id":"steam:236929583","content_type":"review","title":null,"body_preview":"the game keeps crashing everytime i get into a game or try ive tried 34 fixes at this point and nothing works ive tried to reach out to wildcard studio but the game is no longer in service wich is stu","author":"omni malapex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199884444229/recommended/"},{"id":"47e9de65-8780-4a2b-9ff6-12280fc13890","source":"steam","source_id":"steam:236932129","content_type":"review","title":null,"body_preview":"I'm on the fence about this game, on one hand I love it because of it's funny moments and the fact it's like DDLC (you need to go into the game files to access some of the gameplay features thank you ","author":"Earth Spirit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199152901906/recommended/"},{"id":"0d7e7735-aadf-4735-be01-0220420db1e6","source":"steam","source_id":"steam:236932825","content_type":"review","title":null,"body_preview":"all within the same world save file that never showed me any signs of corruption my character and map were reset 3 times whenever my pc turns off the game seemingly creates a new save every time despi","author":"JoiBoiRose114","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198996018321/recommended/"},{"id":"11277be2-07aa-4cc4-9f54-043b60f115e8","source":"steam","source_id":"steam:236939178","content_type":"review","title":null,"body_preview":"Fun but kind of boring alone, not many servers to choose from and the 2nd one is a money grab","author":"SharkTaylor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198835784924/recommended/"},{"id":"9fcd5d96-b94a-449d-9a9d-16d1741b0abc","source":"steam","source_id":"steam:236946877","content_type":"review","title":null,"body_preview":"Started playing ARK on my tablet when I was 10 years old, first video game I had ever played. Just got really attached with it emotionally. In every universe, I would choose this game to be my top 1 g","author":"researchkc7","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199818086359/recommended/"},{"id":"a3283872-3b50-4872-93f9-5300f295e521","source":"steam","source_id":"steam:236948500","content_type":"review","title":null,"body_preview":"pick ark evolved over ark survival ascended anyday because \n1: you are not shoved microtransactions down your throat and dont have to deal with p2w dinos.\n2: it probably runs better than whatever bugg","author":"RagolRell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199682029892/recommended/"},{"id":"87bfc3cf-4811-4bed-a7ac-0f5602d58a60","source":"steam","source_id":"steam:236949817","content_type":"review","title":null,"body_preview":"Find rock, pick up rock, punch tree, make weapon. KILL ALL THE DODOS have fun! then after all this go in water get ♥♥♥♥♥♥ by sarco respawn go back to water piranahs munching your ankles go cry and reg","author":"officer ohnepixel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199127898013/recommended/"},{"id":"e294a617-7f84-4b09-abb5-d3f41d508fac","source":"steam","source_id":"steam:236953722","content_type":"review","title":null,"body_preview":"ark is very adventrous dino taming cooperative and multiplayer game","author":"valsicki","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199740971543/recommended/"},{"id":"4f316149-f76a-4872-ae64-c2c694f51dee","source":"steam","source_id":"steam:237215243","content_type":"review","title":null,"body_preview":"dont play it, its like crack. youll never get off it. they say you never quit just take breaks","author":"Duggan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198023956059/recommended/"},{"id":"332ee978-8af8-48a3-81c1-99817c8a54c8","source":"steam","source_id":"steam:237221077","content_type":"review","title":null,"body_preview":"was in class, got a raid alert, went home mid lesson. very addictive game 10/10","author":"bow and arrow","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199557217528/recommended/"},{"id":"369ff950-6699-4e4c-80f9-e194cb28cc01","source":"steam","source_id":"steam:237223145","content_type":"review","title":null,"body_preview":"i like where you can get loot from  car buildings and sometimes in the middle of junk but what i dislike is that you can always join a medium difficulty mode for those players a hard version for those","author":"Boss Lady","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199095216248/recommended/"},{"id":"80d0edd8-49ee-4f18-9397-416f46e9e184","source":"steam","source_id":"steam:237225812","content_type":"review","title":null,"body_preview":"Game is goated to wake your parents up in the middle of the night due to you being raided you lose hours of sleep, ♥♥♥♥ up your sleep schedule and your grades, would recommend still the best option","author":"123@bandit","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229903854/recommended/"},{"id":"30586957-a66f-4129-b860-f4b81d0a3490","source":"steam","source_id":"steam:237217616","content_type":"review","title":null,"body_preview":"This game is honestly so fun. Both story mode and online are great. I'm playing through story mode right now, and im at the part where you prep to rob a jewlery store with lester. I am so exited to pl","author":"dexcifyyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199656870001/recommended/"},{"id":"25fa92a1-dcf2-4629-af9a-e011ce8a3fbb","source":"steam","source_id":"steam:237217792","content_type":"review","title":null,"body_preview":"EVERYTHING about this game is good! The graphics are amazing, the logic is amazing, it's just a legendary game overall. Also, it even runs on my garbage budget laptop: it works perfectly fine.","author":"shidd0555","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198782927820/recommended/"},{"id":"49d04dcf-dcec-4efa-8e53-109a2c0d0c5f","source":"steam","source_id":"steam:237218119","content_type":"review","title":null,"body_preview":"I have only played the Single Player campaign. \r\n\r\nI have 87 hours in this game. \r\n\r\n80 hours trying different mods to see how they work.\r\n\r\n7 Hours of actual gameplay.\r\n\r\n10/10\r\n\r\nHighly recommend it","author":"WhiskeyMcQueer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198200964430/recommended/"},{"id":"ba8cd4e0-14d9-4175-ad3c-75922ef265bb","source":"steam","source_id":"steam:237219589","content_type":"review","title":null,"body_preview":"i get good fps unlike the enhanced version and even if i have a bad pc it runs really great must try","author":"PaulTPR24","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199587274246/recommended/"},{"id":"2d4b5552-488f-4b2c-a386-d46134713da1","source":"steam","source_id":"steam:237224239","content_type":"review","title":null,"body_preview":"gówno ♥♥♥♥♥♥ nie można normalnie w kasynko popykać z polski, trzeba vpn odpalać","author":"Koteł","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199192983242/recommended/"},{"id":"5b626bcc-8e3b-410d-941c-e07db381d12e","source":"steam","source_id":"steam:237082630","content_type":"review","title":null,"body_preview":"i started playing it and its very good you should try it if anyone is wondering\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n⠄⠂⠄⠐⠄⠄⠄⠄⠄⢀⣠⣶⣶⣿⣿⣿⣷⣶⣶⣤⣀⡀⠄⠄⠄⠄⠄⠄⠂⠄⠐⠄⠄⠂⠄⠐⠄\n⠄⠐⠈⠄⠄⠄⠄⣀⣴⣿⣿⣿⣿⣿⢿⣿⢿⣿⣿⣿⣿⣿⣿⣷⣦⡀⠄⠄⠄⠄⠁⢀⠈⠄⠈⠄⡀\n⠐⠄⠄⠄⠄⢀⣴⣿⣿⡿⣿⢽⣾⣽⢿⣺⡯⣷⣻⣽⣻⣟⣿","author":"Sam2015","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198644664165/recommended/"},{"id":"942357d8-da32-4919-8c5a-31f29997f33f","source":"steam","source_id":"steam:237086381","content_type":"review","title":null,"body_preview":"This is one of the best first shooter games I have ever played. Ignore the weird TF2 fans, they are just a vocal minority. Most of us are chill","author":"ezedoesit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198676399312/recommended/"},{"id":"49709c25-dbed-4b76-a28c-0c469131e3d0","source":"steam","source_id":"steam:237088713","content_type":"review","title":null,"body_preview":"A shooter for everyone that just wants to have fun, not train to be on Delta Force.","author":"markthemagnificent","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198391688188/recommended/"},{"id":"e5779e58-3321-494f-8d8f-db94c3e0b843","source":"steam","source_id":"steam:237093432","content_type":"review","title":null,"body_preview":"i got into it bc of my friend and i would 100% play this in my next life","author":"somthingcoolpart2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198745825648/recommended/"},{"id":"4fce6b15-e173-4c47-817d-f29397727194","source":"steam","source_id":"steam:237077076","content_type":"review","title":null,"body_preview":"-48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -48rp -4","author":"Ninebreaker","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199861025291/recommended/"},{"id":"8a748129-c07c-4978-a317-5e595efc0c17","source":"steam","source_id":"steam:237077103","content_type":"review","title":null,"body_preview":"have you ever wanted to learn how to do multiple things at once well play this game and you will never not be doing something i have so much fun going against 4 teams all wanting me dead","author":"Exotic_Chimes1234","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811962154/recommended/"},{"id":"83193f83-0eef-4677-82cc-b399ac382d31","source":"steam","source_id":"steam:237077369","content_type":"review","title":null,"body_preview":"this game mentally sucks the life out of you the more you play.","author":"TheLoneWanderer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199429542748/recommended/"},{"id":"73c3247f-b9b4-459d-b10c-9d9a3157a714","source":"steam","source_id":"steam:237079214","content_type":"review","title":null,"body_preview":"i love pathfinder i love pathfinder i love pathfinder i love pathfinder i love pathfinder i love pathfinder i love pathfinder i love pathfinder i love pathfinder i love pathfinder i love pathfinder i ","author":"Oli","classification":"ai_generated","confidence":0.95,"indicators":["semantic_blandness","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198802678389/recommended/"},{"id":"cb100784-9a3c-430e-9cc1-2b1f79ec0b2f","source":"steam","source_id":"steam:237081589","content_type":"review","title":null,"body_preview":"this game is ♥♥♥♥♥♥♥ ♥♥♥♥♥♥♥♥ do not download it unless u want to experience the closest thing to testicular tortion","author":"fantina","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199248495191/recommended/"},{"id":"df359179-5939-4774-9fb3-55f46a1f6d84","source":"steam","source_id":"steam:237083876","content_type":"review","title":null,"body_preview":"listen i love this game...  but... i have 550 hours on it and no heirloom shards or heirlooms :( be so fr apex devs. PLEASEE I JUST WANT ONEE","author":"tall not dommy mommy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199063465158/recommended/"},{"id":"c811be0a-de20-40b6-8289-33ae2308fecf","source":"steam","source_id":"steam:237084098","content_type":"review","title":null,"body_preview":"Genuinely the worst game I've ever touched, actually this game touched me. Became a Mobile Game shooter with health displays when there were legends made to view that info like vantage or seer, making","author":"SimpleyEli","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199062688591/recommended/"},{"id":"a5926376-5e05-4607-8fe9-10230881b672","source":"steam","source_id":"steam:237086125","content_type":"review","title":null,"body_preview":"most ppl in this game play this as cod . its a battle royal stop hot dropping and play with team.....","author":"iceblade","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138181693/recommended/"},{"id":"6e305517-a4e6-4d1b-b369-4f281bf7b81a","source":"steam","source_id":"steam:237087482","content_type":"review","title":null,"body_preview":"worst and best ragebait in the whole world. dont play unless you love some good competitive rage bait","author":"TruePathy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198990111095/recommended/"},{"id":"b56c7152-505f-429a-a411-1a2ae2fae588","source":"steam","source_id":"steam:237088621","content_type":"review","title":null,"body_preview":"Do you wanna play apex legends as someone who's never played it? Sure!\nWhat does the game decide to do against your real first match?\nPut you in a lobby filled with people who has clearly more level t","author":"houx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199520658893/recommended/"},{"id":"c3953f2e-7c0f-4815-b32d-6f7eaa2376ce","source":"steam","source_id":"steam:235541098","content_type":"review","title":null,"body_preview":"Overpriced Weapon Skins, Greedy Devs, Unbalanced Gun Metas, Terrible Outfits, Full of Bot Lobbys, Cheaters, Removed Content, Removed Owned Skins and items , Limited Season Pass to level up Overpriced ","author":"SNK IGNIZ","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","genuine_specificity","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199384637065/recommended/"},{"id":"cd27e79c-cbaf-4eac-9b71-ff4f4378efaf","source":"steam","source_id":"steam:235543755","content_type":"review","title":null,"body_preview":"Full of cheaters then they ban them for a ♥♥♥♥♥♥ 24 hour","author":"ISlam_XTheMob","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198861908176/recommended/"},{"id":"b795ffec-ddd0-406a-afc6-46717c672fb6","source":"steam","source_id":"steam:235544274","content_type":"review","title":null,"body_preview":"Why does it work like $h1t????\r\nIt lags, throws errors. The delay after you click an item is like 5-10 seconds, are you kidding me??? \r\nWorks slowly, the last few updates killed the interface. It's ve","author":"St.Yury","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198758237411/recommended/"},{"id":"c56b1b1c-2d53-4f44-9097-d06a83158acc","source":"steam","source_id":"steam:235544438","content_type":"review","title":null,"body_preview":"Ich verliere während der Matches häufig die Verbindung zum Server; seit den Updates im August läuft das Spiel träge und das Spielerlebnis hat sich verschlechtert – ehrlich gesagt macht es einfach kein","author":"Tuấn","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198916422495/recommended/"},{"id":"3ecef5b8-b895-4832-b182-652308445f86","source":"steam","source_id":"steam:235551978","content_type":"review","title":null,"body_preview":"Engaging gameplay. Thanks to the developers for the weekly ban wave updates. It’s just a shame that, despite all those bans, you still seem to run into a cheater or a player with no recoil in almost e","author":"Baobab","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199065960926/recommended/"},{"id":"05589e42-25bd-45f6-bf66-50c8fec50682","source":"steam","source_id":"steam:235552140","content_type":"review","title":null,"body_preview":"very unoptimized game dosent go well with intel gpus","author":"ornobsir2133","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198775567463/recommended/"},{"id":"24f521c4-927d-47a7-90fb-456ea3934496","source":"steam","source_id":"steam:235555896","content_type":"review","title":null,"body_preview":"yeah, make the game free to play so that it will get infested with cheaters, stupid idiots. literally not a single game without encountering a cheater...","author":"bagudurusanyahu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198447787368/recommended/"},{"id":"a1c34bb2-e4a7-42c4-8a5e-ae26a94b0a33","source":"steam","source_id":"steam:235562833","content_type":"review","title":null,"body_preview":"game is for sweaty losers, UI looks like a ♥♥♥♥♥♥ mobile game...","author":"Grunge","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058774552/recommended/"},{"id":"3dde1ff1-ac43-4ec1-91e7-77fbde893313","source":"steam","source_id":"steam:235567539","content_type":"review","title":null,"body_preview":"too hard, alot of old players not worth if u are new player","author":"SKUNĐA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199613201656/recommended/"},{"id":"27be0c19-bba7-41dd-98ae-5409e7572110","source":"steam","source_id":"steam:237223966","content_type":"review","title":null,"body_preview":"Top :) be careful on the social agressive talking...","author":"baptism.lepire","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061764128/recommended/"},{"id":"ea429aeb-b223-49e1-8ba1-dcbeb2534343","source":"steam","source_id":"steam:237225756","content_type":"review","title":null,"body_preview":"sobrang nakakalibang mag laro .bumalik un mga alaala nung panahong nanunuod lng ako sa mga nag lalaro sa computer shop","author":"SGT . DOSBENTE ★★★★","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198662544890/recommended/"},{"id":"30f127f5-e30d-453c-a0ef-bffc401cd158","source":"steam","source_id":"steam:237226316","content_type":"review","title":null,"body_preview":"Игра на пару вечеров. Я ещё не совсем разобрался, как в неё играть, но раньше мне помогали союзники. Жаль, что сейчас, после одного из обновлений, мои союзники, все разом, перестали говорить, писать, ","author":"super тип","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199442558837/recommended/"},{"id":"db796471-c1b5-42d2-8c77-66fd662130e2","source":"steam","source_id":"steam:237232784","content_type":"review","title":null,"body_preview":"Almost 12 years playing this game, still in love with it.","author":"Tr4cXing","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197961885626/recommended/"},{"id":"8d388306-2c4c-455d-9542-07545da7188b","source":"steam","source_id":"steam:237233564","content_type":"review","title":null,"body_preview":"it is  probably one of the top 10 greatest games ever made","author":"vorpal","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199005756234/recommended/"},{"id":"9bb00e5e-e913-46d5-bab6-2aa4076d17c7","source":"steam","source_id":"steam:237233867","content_type":"review","title":null,"body_preview":"ive wasted to much money and to many hours to be this bad at this game","author":"StrugglingArtist","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198047479200/recommended/"},{"id":"3f209bb9-1a50-41b1-bb1e-31ca198b6af0","source":"steam","source_id":"steam:237234228","content_type":"review","title":null,"body_preview":"its not recommended, very addictive and destroys your life","author":"progommate","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199000061099/recommended/"},{"id":"22a3d141-11b8-49bd-a9d7-69909d7e8029","source":"steam","source_id":"steam:237233923","content_type":"review","title":null,"body_preview":"This game is torture NO ONE EVER COMMS and all teamates have no Iq","author":"Microwave","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198815700446/recommended/"},{"id":"42800e96-b7db-4186-921f-8d585a414e61","source":"steam","source_id":"steam:237233940","content_type":"review","title":null,"body_preview":"iu played this came for 370 hours and i still dont know how to play this ♥♥♥♥♥♥♥ game and all the russian kids with 7 hours are better then me even tho their stats are ♥♥♥♥♥♥♥♥","author":"dinox101","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199698053581/recommended/"},{"id":"1e9c9d9a-1458-469c-8cd4-525db7719e99","source":"steam","source_id":"steam:237234130","content_type":"review","title":null,"body_preview":"You find cheaters every game. Also, I got yellow trust factor for no reason while some cheaters has green trust factor.","author":"✠ Crow","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198343197075/recommended/"},{"id":"3c695d3d-6f8c-4a3f-a5fb-b6b82b32c100","source":"steam","source_id":"steam:237235129","content_type":"review","title":null,"body_preview":"There's nothing like Counter-Strike. It has changed a loooooooooot from its beginnings, and some changes are for the worse, but it's still the king.","author":"El Pingüino Gordo del Norte","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198193566917/recommended/"},{"id":"6085a6b9-0d1a-4bae-8bc9-adc523bf5dd2","source":"steam","source_id":"steam:237236604","content_type":"review","title":null,"body_preview":"Oh this ♥♥♥♥♥♥♥ ♥♥♥♥ bro… it never ends… I swear, it never ♥♥♥♥♥♥♥ ends… I’m so tired, bro… I’m so ♥♥♥♥♥♥♥ tired of everything… why does it always have to be like this… I just want one ♥♥♥♥♥♥♥ day whe","author":"metballeater","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199001447899/recommended/"},{"id":"82ba58c9-5b53-42cc-b098-1772493a0820","source":"steam","source_id":"steam:237236616","content_type":"review","title":null,"body_preview":"Really expected more when they took a game that was running optimally (but with the classic never-ending cheating problem of course) and replaced it with CS2. It's never been the same since then, and ","author":"Willie Stroker","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 09 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198210615051/recommended/"},{"id":"f1f8fd23-dd18-4526-9b0f-bc6cdd9b8ab0","source":"hackernews","source_id":"49989741","content_type":"comment","title":null,"body_preview":"So, from the government point of view, cattle is nearly a billion metric tons","author":"mkoubaa","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989741"},{"id":"256c4703-9807-4cee-bd7c-34e38b7a8e9b","source":"hackernews","source_id":"49990223","content_type":"comment","title":null,"body_preview":"Earth’s dominant species, by mass, was discovered to be yo momma.","author":"khazhoux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990223"},{"id":"e9cec4ea-31f1-4f5d-bb1f-4f1f018fe38b","source":"hackernews","source_id":"49988908","content_type":"comment","title":null,"body_preview":"It's funny because when I read that title, first thought I had was \"Whales\" but then my second thought was \"Probably not; too few of them in number.\"\nBut when I saw the photo of the krill, which is wh","author":"jongjong","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.17708333333333331,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988908"},{"id":"c73f45cc-bc9d-4085-9ff5-c4c00ff4766d","source":"hackernews","source_id":"49984112","content_type":"comment","title":null,"body_preview":"He did not calculate the weight of bacteria, archaea, viruses?\nI understand that they each individually are small, but they\nare literally everywhere - and include carbon too.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.14092174735094595,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984112"},{"id":"7df06651-4021-4eaf-8ef8-5e4c7a133681","source":"hackernews","source_id":"49987398","content_type":"comment","title":null,"body_preview":"> There are thousands of species of ants and termites, and just one species of human.\nWell, there are over 500 species of primates, making primates the third most diverse order of mammals.","author":"austin-cheney","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.09693227598712045,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987398"},{"id":"a8e5770e-880c-4c29-9a73-5c99cf65109d","source":"hackernews","source_id":"49986421","content_type":"comment","title":null,"body_preview":"Purely rhetorical--with sugar cane being so dominant, why are we turning corn into corn syrup again?","author":"BearOso","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986421"},{"id":"15bc500d-597f-45f0-8c5c-e67c28067ce1","source":"hackernews","source_id":"49985128","content_type":"comment","title":null,"body_preview":"Note that certain large nationnal fleets are currently trying to fish every last krill they can find, so it might not be dominant in the future.","author":"trollbridge","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11244663087198466,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985128"},{"id":"ec158d90-73d3-4798-a1e8-58bbbda485df","source":"hackernews","source_id":"49983778","content_type":"comment","title":null,"body_preview":"I feel like it might be bamboo, but they sort of skipped over grasses","author":"imzadi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983778"},{"id":"56bd78b3-fe19-483c-82fb-bc02018b825d","source":"hackernews","source_id":"49984443","content_type":"comment","title":null,"body_preview":"What would .2 billion tons of viruses look like? Or any large mass of viruses? Goopy? What color what it be? These are probably questions for an LLM","author":"NDlurker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984443"},{"id":"3f0dbe1c-5600-496b-9a80-cb5b54fa0162","source":"hackernews","source_id":"49984550","content_type":"comment","title":null,"body_preview":"Should the wood of trees be counted? Its effectively dead cells of the plant, it'd be like counting the skin that we shed and sweep off the floor every weekend.\nThe trees are cheating","author":"TZubiri","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","analogy_with_personality"],"bot_score":0.11686927922008879,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984550"},{"id":"c40d9290-fc46-49e2-84dd-99796213b9c2","source":"hackernews","source_id":"49986670","content_type":"comment","title":null,"body_preview":"Sam O'Nella made a video about this:\nhttps://youtu.be/ZDYRorgSt-8?si=E9uPIAbYWLzRpsF8","author":"dyzone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986670"},{"id":"b2a0e1de-cf1a-4329-a567-b8a103ed8de0","source":"hackernews","source_id":"49977625","content_type":"comment","title":null,"body_preview":"It was fun and gave human written. Thanks for that!","author":"gkoenig","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977625"},{"id":"c8ec3bd4-5e99-4205-b30a-b7ee54d049ef","source":"hackernews","source_id":"50006043","content_type":"comment","title":null,"body_preview":"Interesting that biodiversity and biomass are almost orthogonal. A tropical forest can have hundreds of important tree species, while a boreal forest can put a huge fraction of its total mass into thr","author":"KurSix","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006043"},{"id":"ffcae977-d282-46cb-9825-f088a6bb12a8","source":"hackernews","source_id":"49983414","content_type":"comment","title":null,"body_preview":"Famously, when asked about a god, J.B.S. Haldane allegedly said that if there is a god or gods, they must have an “inordinate fondness for beetles.”","author":"gumby","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983414"},{"id":"2f0c2993-8d7a-4040-9009-950f33661d03","source":"hackernews","source_id":"49990936","content_type":"comment","title":null,"body_preview":"The answer is Black Spruce with 11 billion tons of biomass.\nThe infographics is worth looking at. All animals are just 0.4% of total biomass, and most of that is arthropods, fish, annelids, molluscs a","author":"Geee","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.07860044385684128,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990936"},{"id":"8fa28967-a6e2-44c2-b566-6febea6748bb","source":"hackernews","source_id":"49983943","content_type":"comment","title":null,"body_preview":"In some book by P G Wodehouse (inventor of Jeeves the butler), one character says (out of nowhere) that all the humans on the planet could fit in a cubic hole 1/2 mile on each side. It took me a littl","author":"niccl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983943"},{"id":"6bbee8c3-e205-4ee4-a76d-76f4e2a7fd60","source":"hackernews","source_id":"49983190","content_type":"comment","title":null,"body_preview":"Facts I try not to think about:\n- More than 2/3rds of the world's avian biomass is poultry\n- There are more Panda Expresses than pandas (edit - in the wild)","author":"ortusdux","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983190"},{"id":"8a1ada1a-dc03-4bd4-95e0-41d5ce81df85","source":"hackernews","source_id":"49984589","content_type":"comment","title":null,"body_preview":"Imagine you're an alien explorer. You visit Earth 25,000 krugs ago (51,304 Earth-years ago) and see a pretty standard ecological milieu: a wide variety of species, each adapted to its own little envir","author":"GMoromisato","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984589"},{"id":"fef83c59-82df-4428-b8a9-1e6c026fc301","source":"hackernews","source_id":"49988772","content_type":"comment","title":null,"body_preview":"It's unclear where the boundary is between the open source repo and the paid product. Which is which and can the repo be used without the product?","author":"popalchemist","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988772"},{"id":"2195ea3c-5bec-4f24-afe8-be845b11e504","source":"hackernews","source_id":"49989784","content_type":"comment","title":null,"body_preview":"I do love shaders, but not on my web pages where I usually just want to read some text.\nSites with these things inevitably turn into a massive jank fest unless you're running the latest supercomputer,","author":"bschwindHN","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989784"},{"id":"16127483-d0c2-4e0c-8ebb-8fb446c94888","source":"hackernews","source_id":"49989104","content_type":"comment","title":null,"body_preview":"The overuse of abstract decorative shaders is a great example of where LLMs work well to implement a previously niche and inaccessible form of programming where the results can be imperfect yet good e","author":"mavbo","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989104"},{"id":"7d58684b-2d70-4607-8fae-9867b40b8d95","source":"hackernews","source_id":"49990377","content_type":"comment","title":null,"body_preview":"If the demos don't work, your browser works as it should because it is blocking third-party cookies and the site does not serve valid CORS headers for ev.shaders.com.","author":"exceptione","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990377"},{"id":"ad6f5a54-6163-40a2-a397-549e659eed2c","source":"hackernews","source_id":"49991039","content_type":"comment","title":null,"body_preview":"It feels like I am one of the last people without WebGPU.\nI am on linux/chrome and it still isn't enabled by default yet.","author":"preommr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991039"},{"id":"a82f6721-34d4-4177-b230-6626798dcac7","source":"hackernews","source_id":"49992187","content_type":"comment","title":null,"body_preview":"Screensavers dont fix boring products. If you must add eye candy without melting client laptops, standard CSS transforms or PixiJS deliver 90% of the visual payoff .","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992187"},{"id":"6c0c1f5e-efe9-4b1d-b847-25433c55287d","source":"hackernews","source_id":"49990412","content_type":"comment","title":null,"body_preview":"These are very cool visually but I’m honestly struggling to imagine ways to use this without it being a gimmick.","author":"dabinat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990412"},{"id":"702e5cca-c34b-4e90-9bb5-cef3de4c6b7a","source":"hackernews","source_id":"49989393","content_type":"comment","title":null,"body_preview":"20 years ago front-end devs really took that \"front-end is not real programming\" statement personally...\nAll of this could have been avoided had we just gotten a \"good job\" and a pat on the back when ","author":"tommica","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989393"},{"id":"86eccce6-fdf3-4d7c-bc8f-45874a08efb8","source":"hackernews","source_id":"49990821","content_type":"comment","title":null,"body_preview":"> Used on thousands of websites by 16,000+ design engineers.\nWith a repo who's initial commit was a week ago?","author":"monocasa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990821"},{"id":"2c60df9d-e02e-4ee1-b7ac-1957438b50f4","source":"hackernews","source_id":"49990184","content_type":"comment","title":null,"body_preview":"I am on a $3k Macbook and scrolling on shaders.com yielded a few frames of blank screen jank before the rest of the page rendered. This is unacceptable performance for serious websites, but I apprecia","author":"392","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990184"},{"id":"58f4da98-cb7b-4d15-a351-76cff652b5fb","source":"hackernews","source_id":"49990067","content_type":"comment","title":null,"body_preview":"I'm genuinely curious — do people really prefer this HTML-style syntax like\n  <LinearGradient colorA=\"#0f172a\" colorB=\"#7c3aed\" />\n  <CursorTrail />\n\nI appreciate that React & Co. have established it ","author":"samstress","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.47645840237057996,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990067"},{"id":"e0b41887-5e3e-4623-901c-be92e17b2efa","source":"hackernews","source_id":"49990785","content_type":"comment","title":null,"body_preview":"Professional looking product / page. However, the shaders themselves are extremely odd. They're just swirling patterns. I think the creator of this would do well to look at games for inspiration. Game","author":"Benjamin_Dobell","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.0375,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990785"},{"id":"b8c755bf-d76a-4018-8597-be66beb1d2d4","source":"hackernews","source_id":"49978146","content_type":"comment","title":null,"body_preview":"People have been hallucinating meaning in whale song for decades. Why not automate it?","author":"verytrivial","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978146"},{"id":"e22103ea-7796-4d67-bef0-4a403fc93a0d","source":"hackernews","source_id":"49976359","content_type":"comment","title":null,"body_preview":"AI and machine learning? Wow, we're combining automated computer learning with automated computer learning! Whatever will they think of next?","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["sarcasm","platform_fluency","imperfect_expression"],"bot_score":0.1434539558337275,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976359"},{"id":"20060430-d2dd-4b0b-a7c8-c61e80c78381","source":"hackernews","source_id":"49988622","content_type":"comment","title":null,"body_preview":"> Using A.I. to decode communication of sperm whales\nLast time didn't ended well. See Mars Attacks","author":"hulitu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988622"},{"id":"e0b38f50-38fc-4f13-a583-a00dc0356070","source":"hackernews","source_id":"49990660","content_type":"comment","title":null,"body_preview":"In a few years AI-driven pet-to-human translators are going to be all the rage.","author":"ricardobayes","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.12444513338829388,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990660"},{"id":"3c885d7c-e942-47d5-90a4-66aeb379470c","source":"hackernews","source_id":"49975869","content_type":"comment","title":null,"body_preview":"Does that mean we have a universal translator now?\nhttps://en.wikipedia.org/wiki/Universal_translator","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49975869"},{"id":"08331094-1719-459c-a0e6-518741986224","source":"hackernews","source_id":"49975489","content_type":"comment","title":null,"body_preview":"Holy ** is this guy from the future :), my high school coursebook was literally about this guy. https://en.wikipedia.org/wiki/The_Whale_Rider","author":"rufw91","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49975489"},{"id":"d12c17c8-57f3-40d1-ae79-8d9f141237b6","source":"hackernews","source_id":"49976343","content_type":"comment","title":null,"body_preview":"Communicating with dolphins is much easier than with cachalots, and we have the tech for it at www.dolphinwhispers.com","author":"sm001","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","false_specificity","missing_platform_voice"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976343"},{"id":"6352d0cf-fb69-45ca-9606-42e07ca4580d","source":"hackernews","source_id":"49976649","content_type":"comment","title":null,"body_preview":"\"He believed that making people fall in love with another species might do more for the ocean than any policy paper ever could.\"\nThis got my wheels turning. Charismatic megafauna (like whales) already","author":"srvo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976649"},{"id":"0ad9110a-d7e0-48a1-9b96-1cd2d2aef407","source":"hackernews","source_id":"49977187","content_type":"comment","title":null,"body_preview":"I think understanding the conversation without seeing what the speakers do will be very limiting. The concepts will probably need to be built from the ground https://en.wikipedia.org/wiki/Lincos_langu","author":"kekqqq","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977187"},{"id":"ed0d1151-94a3-4646-b0de-724bb25f38ba","source":"hackernews","source_id":"49996622","content_type":"comment","title":null,"body_preview":"How do they check taht they got the meaning right? Getting a whale to react is cool, but that's a pretty big jump to knowing what it's actually saying.","author":"imnotr0b0t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996622"},{"id":"e67cb9c4-bd81-4bef-85ea-b6ad9b28a0f1","source":"hackernews","source_id":"49984731","content_type":"comment","title":null,"body_preview":"I haven’t read the article, but how are they going to do training. The data requires an input along with the outcome and I don’t think this data includes outcomes because it would be near impossible t","author":"dyauspitr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984731"},{"id":"97d4c095-752d-4eba-a646-c8c31752242d","source":"hackernews","source_id":"50007209","content_type":"comment","title":null,"body_preview":"I love projects.  But this reminds me of the model we used in signal and image processing:\n- detection: just separating signal from background with confidence\n- classification: confidently separating ","author":"jschveibinz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007209"},{"id":"094db529-fb11-4fc7-82f3-a774fffa1c55","source":"hackernews","source_id":"49975674","content_type":"comment","title":null,"body_preview":"If they are intelligent and curious, imagine if they let us come tell them tales of the world, works of fiction, musings of space, what if they swim around just letting us tell them of all the fascina","author":"tednoob","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49975674"},{"id":"47fc0b89-8705-4022-91ba-cc86a86c0492","source":"hackernews","source_id":"49978948","content_type":"comment","title":null,"body_preview":"I don't want to poopoo this research because I think it's really cool.  I just want to urge some caution.  There are three distinct risk categories with this research that I think should trigger a hal","author":"EarthBlues","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978948"},{"id":"45c007c0-a19c-441f-ad3d-954b86112525","source":"hackernews","source_id":"49976416","content_type":"comment","title":null,"body_preview":"IMHO translation of anything interesting requires the cultural background for context. To do it with a new language requires the translator to \"go native\". The mega fauna gets media attention, but the","author":"Peteragain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976416"},{"id":"bab04133-4b87-4328-9019-ad625b2518e7","source":"hackernews","source_id":"50005744","content_type":"comment","title":null,"body_preview":"Earlier on blog post: https://blog.mozilla.org/en/mozilla/over-the-edge-2-100-days... (https://news.ycombinator.com/item?id=50000431)","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005744"},{"id":"e5608701-2407-4032-b2d8-39cb2450a319","source":"hackernews","source_id":"50004822","content_type":"comment","title":null,"body_preview":"> Mozilla met with Microsoft to discuss their harmful design practices\nWhos ? Mozilla's or Microsoft's ? \nMozilla has been copying bad \"design\" from Microsoft since some time.","author":"hulitu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004822"},{"id":"8d242f11-333c-4c92-8eaa-7d02bfb9cd4b","source":"hackernews","source_id":"50001609","content_type":"comment","title":null,"body_preview":"Mozilla Research:  Over the Edge 2.0: Microsoft’s Design Tactics Still Undermine Browser Choice - https://research.mozilla.org/browser-competition/over-the-ed...","author":"botanical","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001609"},{"id":"9768c75c-140e-46b4-9188-51b54ec530b9","source":"hackernews","source_id":"50003498","content_type":"comment","title":null,"body_preview":"> Microsoft is only willing to move where the law requires it, but not elsewhere.\nSounds on brand. They did have to be dragged to court first time round, can't imagine it'll be different future times\n","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12913954266274755,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003498"},{"id":"d3f1c831-2f42-4cc1-8500-daff52b0d79d","source":"hackernews","source_id":"50003776","content_type":"comment","title":null,"body_preview":"The latest browser stats here https://gs.statcounter.com/browser-market-share/ show Chrome at 66.45%, Safari 18.2%, Edge 6.02% and Firefox 2.79%.\nIf we look at Desktop only (since Microsoft has no mob","author":"timanderson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals","specific_data_presentation"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003776"},{"id":"32fde7b4-3f2f-402b-b442-f24386035034","source":"hackernews","source_id":"49994779","content_type":"comment","title":null,"body_preview":"The term democracy doesn't strictly apply to most countries in the article. It's doubtful that social media has any effect on democracy or election outcomes, negative or otherwise. In fact, there's ev","author":"caaqil","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","suspiciously_balanced","absence_of_personality","template_phrases"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994779"},{"id":"5707d499-a189-4363-807f-20f3be28504b","source":"hackernews","source_id":"49996114","content_type":"comment","title":null,"body_preview":"There are two ways to look it this. Either the growth of extremism, or the death of machine politics. Both are happening.","author":"nephihaha","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.11991911998594489,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996114"},{"id":"3bbedc9f-83c1-471a-a910-b5999659184e","source":"hackernews","source_id":"49998285","content_type":"comment","title":null,"body_preview":"Yeah it's an abstract concept that's the issue not a minority (among 8 billion) of politicians and billionaires\nThis argument just feels more like carefully crafted culture war shit.\nZuckerberg himsel","author":"yeahBoiii","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998285"},{"id":"f086e8e1-4ae2-419e-8218-a820cff7fb93","source":"hackernews","source_id":"49997128","content_type":"comment","title":null,"body_preview":"I think the problem is, negative opinion stand out so much that they look like a lots, even when there are nnot that many.","author":"Armecera","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997128"},{"id":"13d2a627-d7a7-4c53-b1b7-79b8aff6b336","source":"hackernews","source_id":"49994714","content_type":"comment","title":null,"body_preview":"Fake news has been harming democracy since democracy was invented.  Remember those indian scalpings?  Mostly made up by Benjamin Franklin to rally support for colonial gov.\nIf anything social media is","author":"aeternum","classification":"human_created","confidence":0.7,"indicators":["historical_reference_with_specific_detail","opinionated_stance","platform_fluency","semantic_blandness","absence_of_personal_anecdote"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994714"},{"id":"15d4bc89-7c1f-46bd-978d-0424bc676583","source":"hackernews","source_id":"49996200","content_type":"comment","title":null,"body_preview":"Even Traditional media hurts Democracy.\nSocial media gave a voice to people.\nSure, not everyone has a point worth paying attention to, nor are most participants on social media real - most likely bots","author":"wtfHN26","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996200"},{"id":"83748d42-609a-4bde-a319-63e12191f368","source":"hackernews","source_id":"49995736","content_type":"comment","title":null,"body_preview":"It is the entrenched media and the politicians amplifying this because the narrative is no longer in their control.","author":"foolinaround","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995736"},{"id":"a4ab7157-9836-4686-89aa-608961013918","source":"hackernews","source_id":"49994553","content_type":"comment","title":null,"body_preview":"Spoiler it’s not social media anymore, it’s just media.","author":"laweijfmvo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994553"},{"id":"8d9a7c80-f553-4b50-9076-e47871966858","source":"hackernews","source_id":"49996601","content_type":"comment","title":null,"body_preview":"At some point we’ll need to talk about reality TV, which normalised a lot of human stupidity and character flaws. And the color orange.","author":"rbanffy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.14595690705259673,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996601"},{"id":"c29b553d-0902-40ec-8c95-b30a055d7626","source":"hackernews","source_id":"49999213","content_type":"comment","title":null,"body_preview":"It’s not social media. It’s marketing. Everything is optimized for engagement and keeping you online and reactive.","author":"sharts","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999213"},{"id":"07f28e29-ee71-4e29-af5a-a90b2a62999d","source":"hackernews","source_id":"50001777","content_type":"comment","title":null,"body_preview":"Social media has always been a propaganda tool. I think the perfect evidence of this is the American gov motivations to move TikTok away from Chinese ownership.\nAll the big governments want local cont","author":"MiroslavPokorny","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3748370832612177,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001777"},{"id":"44eace24-1e04-48aa-9892-97463c384e7b","source":"hackernews","source_id":"50008528","content_type":"comment","title":null,"body_preview":"Facebook will succumb to spam, like all previous social networks.","author":"GoToRO","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.45,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008528"},{"id":"eafcd88f-313e-4e76-b892-797773ba4338","source":"hackernews","source_id":"49995234","content_type":"comment","title":null,"body_preview":"1990s IRC, Yahoo! and MSN Messenger were wild places. I don't know if those are considered social media. It's anonymous global Internet communications people have no fear of reprecussions. It's like a","author":"dghughes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995234"},{"id":"75d427a3-20e0-423c-bc2e-3fc592895b11","source":"hackernews","source_id":"49995134","content_type":"comment","title":null,"body_preview":"If you think that people freely communicating on the internet is \"harming democracy\" then maybe you just don't like democracy.\nThe foundation of liberal democracy is the idea that people are capable o","author":"slibhb","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","historical_references","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995134"},{"id":"e73cea63-bcf5-4bd0-b29e-7941977edbcf","source":"hackernews","source_id":"49995121","content_type":"comment","title":null,"body_preview":"Whenever I hear \"social media\" in statements like this, I substitute \"people conversing with each other unmediated by gatekeepers\".\nIt was nice when the only people that could publish to an audience l","author":"stickfigure","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995121"},{"id":"5096c57b-5d69-421b-ae8e-b0aa7325d002","source":"hackernews","source_id":"49996152","content_type":"comment","title":null,"body_preview":"These arguments nearly always boil down to \"stupid people are harming democracy\". From which the natural consequence is \"stupid people should not be allowed to vote\". However, the people making the ar","author":"hax0ron3","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.308170416594551,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996152"},{"id":"148be434-25bc-4c86-b0bd-ae9331fb9771","source":"hackernews","source_id":"49996158","content_type":"comment","title":null,"body_preview":"I think one of the biggest ways social media can harm democracy is that it’s trivially easy for a foreign actor (or anyone with malicious intent) to run an influence campaign now. How would they have ","author":"dabinat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996158"},{"id":"4542db49-4a19-46a4-b95b-ecfc9fa09931","source":"hackernews","source_id":"49997257","content_type":"comment","title":null,"body_preview":"I feel like the design of many social media platforms is having a bigger effect than the concept itself. Like on a certain level, social media existing has had a lot of benefits. Every hobbyist commun","author":"CM30","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997257"},{"id":"2f7dc537-a648-4943-a447-6bba72c7e2ba","source":"hackernews","source_id":"49994756","content_type":"comment","title":null,"body_preview":"Do not confuse the medium with the method. Recommendation systems are the root of what plagues us. Democracy was born because of the social media of its time. Social media good. Current implementation","author":"ramity","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994756"},{"id":"5e0e241c-ab69-43cb-8c7b-ee0101dbb6c1","source":"hackernews","source_id":"49999516","content_type":"comment","title":null,"body_preview":"i love the idea, but it takes lit 30 seconds to load the home page :(","author":"steeve","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999516"},{"id":"b9b53551-2788-464e-99aa-fecee06ca7e4","source":"hackernews","source_id":"49994187","content_type":"comment","title":null,"body_preview":"I was confused because I thought I'd seen this before. It looks like this project was named fastpotify until 3 weeks ago, when it was renamed. It would be nice if they acknowledged that somewhere!\nIt'","author":"leoedin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994187"},{"id":"ef277ca0-0f73-42d1-832f-6c9abd06c75e","source":"hackernews","source_id":"50004265","content_type":"comment","title":null,"body_preview":"I really like this. I'll definitely continue using it.\nThere is just one thing that bugs me - during every cold start my playlists take like half a minute to load, and that's even with my personal API","author":"Kuraj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004265"},{"id":"df809b3f-fc18-46f6-9d23-a598733477d4","source":"hackernews","source_id":"50000592","content_type":"comment","title":null,"body_preview":"It's very fast. I love it. The dev also has a \"fast\" WhatsApp client, but you can't make calls so I'm not using it (https://zapfast.rocks/).","author":"dibujaleojos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000592"},{"id":"fa3735b9-ef7a-4db2-8b56-39f97da3250e","source":"hackernews","source_id":"49986896","content_type":"comment","title":null,"body_preview":"Randomness test > Specific tests for randomness:  https://en.wikipedia.org/wiki/Randomness_test\nWhich NIST SP-800-22 implementation instead of the now-archived paranoid_crypto randomness tests?\nparano","author":"westurner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986896"},{"id":"0ab9c003-eaef-49ff-9556-375bc5ac0ab9","source":"hackernews","source_id":"49991367","content_type":"comment","title":null,"body_preview":"A lot of crypto people bang on and on about choosing a proper random number generator, but if your inadequate random number generator is 1/10 less random than SOA, isn't RSA 2048 still unbreakable?","author":"jgalt212","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991367"},{"id":"3fcd27c1-fed6-43d4-b4fe-25b90113b30b","source":"hackernews","source_id":"49988398","content_type":"comment","title":null,"body_preview":"so it's not really *random* that isn't random enough - it's the operator% that worsens it","author":"NooneAtAll3","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.13095911697763787,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988398"},{"id":"a201eaad-8263-4f37-982f-929547728f67","source":"hackernews","source_id":"49988474","content_type":"comment","title":null,"body_preview":"The modulo operator is not a uniform mapping; use Lemire's nearly divisionless method or simple rejection sampling and move on.","author":"soltanov","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988474"},{"id":"7770fef2-e719-439f-bc0f-e99d6b0f2cda","source":"hackernews","source_id":"49989561","content_type":"comment","title":null,"body_preview":"I think this is interesting theory and fun to read about. If I was actually working with cryptography this would seem immensely important. I would also be arguing vehemently online about the std imple","author":"Agentlien","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989561"},{"id":"d69e8c4a-1a6d-4c54-9d61-3ffb6e2f8e66","source":"hackernews","source_id":"49988845","content_type":"comment","title":null,"body_preview":"After finding out that trig/transcendental was basically not guaranteed to be equivalent across kernels (libc/musl), which caused the dreaded “only fails in CI” problem for me when I was trying to gen","author":"pmarreck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.09269144590844795,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988845"},{"id":"157cb614-94df-4211-9b2d-d428ed6340f6","source":"hackernews","source_id":"49992563","content_type":"comment","title":null,"body_preview":"Wouldn't it be better multiplying the total of the choices with a random double. That way the random double is always strictly below total and the user isn't bitten by dumb float addition errors?\nThe ","author":"bjoli","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992563"},{"id":"1ef806e0-ea65-4697-98ab-539e6882ec16","source":"hackernews","source_id":"50002590","content_type":"comment","title":null,"body_preview":"Sometimes the caller really does need a uniform integer range, and hiding too much randomness machinery can make performance or reproducibility harder to reason about","author":"Utilera","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002590"},{"id":"1bf4f85c-7cda-416d-83dd-99ccdf38e0e6","source":"hackernews","source_id":"49986086","content_type":"comment","title":null,"body_preview":"I don’t think the “random uint” api is too low-level, or lacks a pit of success - I think you’re just reaching for the wrong api. The problem of “make n bits pseudo randomly set to either 1 or 0” is n","author":"fwlr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986086"},{"id":"964db5b8-0332-40fa-bed2-d1e43b0a5bcb","source":"hackernews","source_id":"49992114","content_type":"comment","title":null,"body_preview":"There is a series of blog posts[0] by Eric Lippert called \"Fixing Random\"[1] that starts at random and covers distributions, weights, noise and so much more. It's a fantastic deep dive into the subjec","author":"wolfwyrd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992114"},{"id":"66739e0f-f3a8-4b96-896b-fa50bc3a8bc6","source":"hackernews","source_id":"49991676","content_type":"comment","title":null,"body_preview":"For the first problem, my favorite solution is LeMire's nearly Divisionless implementation: https://lemire.me/blog/2019/06/06/nearly-divisionless-random...\nFor sampling from a distribution, the best m","author":"colmmacc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991676"},{"id":"5cd53e2a-3625-4b86-8fcc-1f75a56a530b","source":"hackernews","source_id":"49989061","content_type":"comment","title":null,"body_preview":"A Uniform(0, 1) PRNG is the right primitive on which to base a PRNG library for arbitrary real-valued random variables because any real-valued random variable can be represented as an inverse quantile","author":"syntacticsalt","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989061"},{"id":"243fb941-c2b1-4214-bcc4-b2a7a6ea2cbb","source":"hackernews","source_id":"49985597","content_type":"comment","title":null,"body_preview":"I got lost when OP talked about using 10 integers to choose from 3 choices. I think I figured out what was missing in the explanation.\nrandom_u64() Mod 3 does indeed have a single bucket that is overs","author":"wilbo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985597"},{"id":"f506968e-7d42-43cf-941c-69059af869cf","source":"hackernews","source_id":"49989623","content_type":"comment","title":null,"body_preview":"The blog post doesn't mention the term, but what it describes is commonly known as a \"modulo bias\" in cryptography.\nSee also: https://romailler.ch/2020/07/28/crypto-modulo_bias_guide/","author":"hannob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989623"},{"id":"38470fa4-9b0b-4ef8-830b-11d79fa66c27","source":"hackernews","source_id":"49985782","content_type":"comment","title":null,"body_preview":"The thing you actually want is rejection sampling: https://en.wikipedia.org/wiki/Rejection_sampling.\nThat Wiki page makes it sound very complicated but for this purpose our implementation can be laugh","author":"tialaramex","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985782"},{"id":"3a6ca54a-fb9c-424a-ad36-bee6b367f434","source":"hackernews","source_id":"50004127","content_type":"comment","title":null,"body_preview":"Read up on Chain of Thought\nThe model is essentially thinking out loud, when you ask it to be more concise, you make it think less, therefore producing more erroneous answers.\nSome models have an inte","author":"TZubiri","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.11686927922008879,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004127"},{"id":"ff1fd032-f662-4e4c-a52c-9d4e61c1c800","source":"hackernews","source_id":"50004163","content_type":"comment","title":null,"body_preview":"Claude Mods seem to answer this pain better without affecting the model reasoning","author":"citizenfishy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004163"},{"id":"b1a1941b-ebc9-492c-bcc8-46ba82560314","source":"hackernews","source_id":"50005281","content_type":"comment","title":null,"body_preview":"You said system prompts got forgotten after a couple of turns. How does Terse avoid that? Is the instruction re-added every turn from a UserPromptSubmit hook, or something else?","author":"preetam960","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_question","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005281"},{"id":"1daa8596-b9c6-482a-a0d7-254d486aa180","source":"hackernews","source_id":"50004099","content_type":"comment","title":null,"body_preview":"Opus 5.5 has reduced this to an acceptable level for me. Are you also using this plugin with that model?","author":"trashymctrash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004099"},{"id":"21931cc1-e1ef-46e1-bf3a-87cb4a87f598","source":"hackernews","source_id":"50004714","content_type":"comment","title":null,"body_preview":"My earlier whole grail for LLM interaction was making them stop trying to follow up with a stupid question.\n\"Are you thinking of doing this or are you just daydreaming?\" and garbage like that. They go","author":"glimshe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1160112201239562,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004714"},{"id":"5af49aa3-d1f6-4562-98ce-6089d9f5fc4e","source":"hackernews","source_id":"50011916","content_type":"comment","title":null,"body_preview":"Doesn't using only custom Output styles work? I've been experimenting with different styles and stripped conversations rules in Claude.md and rules to a bare minimum and that seems to be doing the tri","author":"Octokat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011916"},{"id":"7c87efa1-48c7-49a7-b279-3184e5c38656","source":"hackernews","source_id":"49961587","content_type":"comment","title":null,"body_preview":"> making a written threat of violence under Florida law.\nA diary constitutes making a threat?\nOh boy the roleplaying part of LLM world is in for a bad time","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12913954266274755,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49961587"},{"id":"bbd5fabc-4915-4938-9a5a-f89eabd3d99f","source":"hackernews","source_id":"49973713","content_type":"comment","title":null,"body_preview":"So will this lead to Anthropic, etc. reporting women who write about abortions?  This has a real slippery slope.","author":"ldargin","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49973713"},{"id":"df86c76b-0b81-448a-b83e-9f960220469d","source":"hackernews","source_id":"49967873","content_type":"comment","title":null,"body_preview":"First I posted to the (likely dup article) https://news.ycombinator.com/item?id=49965895#49966728. Wanted to post here, after reading more.\nIs this an invasion of their privacy (reporting to police)? ","author":"jakzurr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49967873"},{"id":"b7a3dd8c-3045-4539-93c2-5f25f7320d40","source":"hackernews","source_id":"49971703","content_type":"comment","title":null,"body_preview":"I have a hunch she wins the case, on the basis that an LLM isn't a person and an (assumed) private expression of anger to a machine assistant doesn't meet the statutory threashold which requires that ","author":"anigbrowl","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11401015068365931,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49971703"},{"id":"6f2437e2-ea36-417d-9038-7417d548e661","source":"hackernews","source_id":"49969347","content_type":"comment","title":null,"body_preview":"Should the public have an expectation of total privacy for their chats? It seems responsible for a chat provider to report things like this.\nIf they were to offer total privacy, is it ok for the publi","author":"iambateman","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49969347"},{"id":"47be3bee-1616-4373-9e9e-567383b6a941","source":"hackernews","source_id":"49968494","content_type":"comment","title":null,"body_preview":"I guess all the \"private model\" people are right. Don't want to end up in jail (or even charged with something) for asking a crazy hypothetical question or something.","author":"zug_zug","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49968494"},{"id":"2f225dba-a933-424d-a348-af102125d53d","source":"hackernews","source_id":"49975573","content_type":"comment","title":null,"body_preview":"It’s going to be interesting when they’re done going after the really serious crimes, like mass shootings, they’ll just lower the bar bc they will then get sued for not reporting people writing hate s","author":"figassis","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49975573"},{"id":"d4033e09-ccaf-4306-b91c-d6b88512772a","source":"hackernews","source_id":"49968889","content_type":"comment","title":null,"body_preview":"Chatbot transcripts should have the same legal protection as phone calls. Judge's warrant needed to access them.\nAnthropic (in discussion with Pentagon) claimed mass surveillance is their red line.\nYe","author":"tintor","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17817418046364752,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49968889"},{"id":"2b4d85ba-a0f4-4c8a-96bf-80cf0427fb2b","source":"hackernews","source_id":"49961698","content_type":"comment","title":null,"body_preview":"For the sake of argument what would happen if she had kept the diary locally and claude code scanned the file?\nWhat would happen if it had scanned a file it didn’t have permission to look at and found","author":"Lio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49961698"},{"id":"cac7308a-049c-4a20-9788-6183c8496700","source":"hackernews","source_id":"49961432","content_type":"comment","title":null,"body_preview":"Oh man, what a crazy time to be alive.\nOver in Europe they want to read all ofd our private messages, yet these chatbots, pretending to be our friends, will snitch on us just for our thoughts.\nIt's ge","author":"CrzyLngPwd","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13355270189008683,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49961432"},{"id":"70f58cd0-42bd-461f-a1a1-a085f340572d","source":"hackernews","source_id":"49963657","content_type":"comment","title":null,"body_preview":"Anthropic commits literal felonies by stealing millions of books and violating Copyright like it doesn't exist: no charge.\nOne unfortunate woman who happened to write the wrong thing in the wrong plac","author":"jameskilton","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49963657"},{"id":"7f041e34-2aca-41d1-95c5-b852d9135a98","source":"hackernews","source_id":"49971780","content_type":"comment","title":null,"body_preview":"Reverse the situation and the media would also turn that into outrage. Imagine someone shoots up a sheriff's office and then it turns out they declared it to some chatbot, and the AI company failed to","author":"bonoboTP","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49971780"},{"id":"ea8248ee-2b86-4546-aa8a-f533bf6ba462","source":"hackernews","source_id":"49961351","content_type":"comment","title":null,"body_preview":"It is unlawful for any person to send, post, or transmit, or procure the sending, posting, or transmission of, a writing or other record, including an electronic record, in any manner in which it may ","author":"quadhome","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","original_commentary_on_quote","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49961351"},{"id":"0b6c0ed7-0dce-4f08-91d2-e390a9811eb0","source":"hackernews","source_id":"49961537","content_type":"comment","title":null,"body_preview":"I don't understand how she violated this law:\n> Heller faces a charge of making a written threat of violence under Florida law. Florida Statute 836.10 makes it a second-degree felony to send, post, or","author":"apparent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49961537"},{"id":"75a208ab-2a91-499e-8f1f-43634cd8fcd8","source":"hackernews","source_id":"49961423","content_type":"comment","title":null,"body_preview":"I have told llms all kinds of stories to find out what its answers would be. I always make it sound like it is the truth to make sure the AI answers in a way that it would if somebody actually said th","author":"Anoian","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49961423"},{"id":"458231a2-3512-4ddd-82a1-5ffd2417623c","source":"hackernews","source_id":"49969957","content_type":"comment","title":null,"body_preview":"> Florida Statute 836.10 makes it a second-degree felony to send, post, or transmit a written or electronic record threatening to kill or injure someone, carry out a mass shooting, or commit an act of","author":"gwd","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49969957"},{"id":"27740279-5280-460e-81e7-5d57adc8dc09","source":"hackernews","source_id":"49968521","content_type":"comment","title":null,"body_preview":"How can you charge someone for making a threat when you only read the threat by spying on them? Surely that has to be thrown out in court? They didn’t actually send the threat to anyone, you just obta","author":"MisterMunchkin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49968521"},{"id":"02e104e7-541f-4f1a-8063-bae23d868eb3","source":"hackernews","source_id":"49972216","content_type":"comment","title":null,"body_preview":"> Florida Statute 836.10 makes it a second-degree felony to send, post, or transmit a written or electronic record threatening to kill or injure someone [...] The communication must be made in a manne","author":"Wowfunhappy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49972216"},{"id":"1ecaef0e-eb08-4e72-902c-a4d284fc6878","source":"hackernews","source_id":"49969722","content_type":"comment","title":null,"body_preview":"Pool together with some friends and buy an H200 or two to run unquantized open source models with abliteration/heretic transformations.\nYou need to be able to use these models for the real world and n","author":"andrewla","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49969722"},{"id":"8f4ab068-6e92-4ddd-bea9-1479c64b918c","source":"hackernews","source_id":"49961356","content_type":"comment","title":null,"body_preview":"I have some sympathy for Anthropic here because I've seen the headlines after OpenAI failed to report a shooter in a similar situation. So from their perspective, it's damned-if-you-don't, damned-if-y","author":"socializer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2041222171009192,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49961356"},{"id":"f60dfca1-7256-49d2-90c9-81bc4e7b16f2","source":"hackernews","source_id":"49945715","content_type":"comment","title":null,"body_preview":"TLDR: They demoed a direct retinal projection display with a thin, transparent mirror embedded in the lens, enabling glasses that look more like everyday eyewear while reducing costs compared with wav","author":"tash_2s","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49945715"},{"id":"5ab7cb24-1524-42eb-aff6-aa625e841492","source":"hackernews","source_id":"49990375","content_type":"comment","title":null,"body_preview":"Now you can get the ghost effect directly to your retina.\noh, wait!","author":"harrouet","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990375"},{"id":"5c29ce2b-b688-4758-a819-5bdc5dc72406","source":"hackernews","source_id":"49983728","content_type":"comment","title":null,"body_preview":"this is cool tech, but I don't think display glasses will fully take off until head tracking/movement compensation is built-in (AR feature)\notherwise even just walking around causes the content to bou","author":"pazimzadeh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983728"},{"id":"639f76b4-7f8a-4c23-9e19-3b3717017c40","source":"hackernews","source_id":"49993955","content_type":"comment","title":null,"body_preview":"Can't wait for a real eyePhone.\nShut up and take my money!","author":"SirMaster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993955"},{"id":"16f7ddf4-4d44-4fb8-ba56-74eecd3a6a66","source":"hackernews","source_id":"49977408","content_type":"comment","title":null,"body_preview":"That's so cool finally actually glasses instead of sunglasses!","author":"qwertytyyuu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977408"},{"id":"2a5ed29c-a10e-4965-9748-578d3e42365d","source":"hackernews","source_id":"49980237","content_type":"comment","title":null,"body_preview":"\"The current meta-optic mirror supports monochrome operation.\"\nI would love monochromatic vector(not raster) HUD in my glasses. I could play the original Asteroids. Bah, bah, bah bah. Pew, pew!","author":"krunck","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.14198796929352614,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49980237"},{"id":"45877224-120e-4436-b796-f51f8a60aa4c","source":"hackernews","source_id":"49954463","content_type":"comment","title":null,"body_preview":"This looks strikingly similar to my 2017/20 patent:\nhttps://kemendo.com/pdfs/USPatent10757400.pdf\nPretty much all my patents are being infringed at this point.\nLesson to anyone getting patents, they d","author":"AndrewKemendo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49954463"},{"id":"b1da0114-f3fb-4c3e-9d4e-4d510667f00f","source":"hackernews","source_id":"49979843","content_type":"comment","title":null,"body_preview":"played with one of these 'retinal displays' back in the late 90s at the university of washington. Pretty crazy stuff, apparently some guy with massive cornea damage was able to see the retinal project","author":"sleepybrett","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49979843"},{"id":"14a7c423-ce82-48f1-9b4a-b737e47ff0f5","source":"hackernews","source_id":"49983425","content_type":"comment","title":null,"body_preview":"I know \"what does it look like\" is open to mis-interpretation, but I think all of us would like something approximating to artwork which shows what you as a wearer \"see\" through this mechanism.\nI don'","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13189108789097387,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983425"},{"id":"c77e8ad4-4b3b-463f-af94-78211687b574","source":"hackernews","source_id":"49978161","content_type":"comment","title":null,"body_preview":"I have a quite badly displaced retina due to a detachment. I wonder if technology like this could be used in conjunction with mapping the distorted retina in order to obtain a correct perceived image.","author":"butokai","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978161"},{"id":"035a71fa-2e24-4527-990e-26afe17ce444","source":"hackernews","source_id":"49979961","content_type":"comment","title":null,"body_preview":"I wrote a short story years ago about a tech CEO going to trial over a similar technology that turned out to mass-blind people. Just food for thought I guess.","author":"nameless912","classification":"human_created","confidence":0.7,"indicators":["self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49979961"},{"id":"632492d3-9afe-4f49-88f5-0f945ca11d52","source":"hackernews","source_id":"49950203","content_type":"comment","title":null,"body_preview":"Neat, but hardly a world first (the original title said \"...the world’s first direct retinal projection display...\")\nI first read about direct retinal projection displays (using oscillating mirrors no","author":"pentaphobe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49950203"},{"id":"c12da62a-bdc9-4a55-b086-7ae71c22cd78","source":"hackernews","source_id":"50012812","content_type":"comment","title":null,"body_preview":"Protest (to include property destruction) is a core component of French culture and both expected and generally tolerated even when disapproved of and quashed or, more typically, allowed to fizzle out","author":"treetalker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression","imperfect_expression","missing_platform_voice"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012812"},{"id":"a79e7905-df8c-493b-8e4d-45feb9effdff","source":"hackernews","source_id":"49996361","content_type":"comment","title":null,"body_preview":"Unless I'm missing something, the current plugin registry [0] is pretty useless compared to WordPress or even Envato without stats for number of installs, ratings, and reviews/comments.\n[0] https://pl","author":"samtp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","comparison_to_competitors","specific_missing_features"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996361"},{"id":"630f5e07-32f4-4323-b374-218b3a02a0cf","source":"hackernews","source_id":"50007345","content_type":"comment","title":null,"body_preview":"It will take world 30 years to recuperate from the last 5 years, assuming things will start improving from now on.","author":"lifestyleguru","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007345"},{"id":"e31fa0eb-7a7f-487b-851d-9693639da64e","source":"hackernews","source_id":"50010197","content_type":"comment","title":null,"body_preview":"This is good friend of a certain 'disgraced financier'[0] Peter Thiel right? Other than knowing what the enemy is up to why should anyone care what this freak thinks?\n[0]: https://epsteinexposed.com/p","author":"Guid_NewGuid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010197"},{"id":"302dadb1-ad38-475d-afc2-87f07dd11890","source":"hackernews","source_id":"50009728","content_type":"comment","title":null,"body_preview":"Why wouldn't the Antichrist be spreading warnings about someone/thing else being the Antichrist? If he doesn't misdirect people, they could suspect him. Heck, he could even charge $100/head to peddle ","author":"quantified","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009728"},{"id":"63d981d9-14ec-40de-9dc3-98c4343b5f78","source":"hackernews","source_id":"50009771","content_type":"comment","title":null,"body_preview":"It's always a very short walk from \"serious concern about religious prophesy\" to \"why is anyone taking this person seriously.\" The answer is, of course, huge piles of money.","author":"scoofy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.08976962045069233,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009771"},{"id":"6a3edf56-8b48-45ba-9e85-faf82e5b614e","source":"hackernews","source_id":"49996742","content_type":"comment","title":null,"body_preview":"It looks like there is a large error in reasoning - in all of the historic patterns he is giving, the verification is not cheap. Rather what drops in price is the creation, but verification costs real","author":"mindslight","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996742"},{"id":"d2ebf1c1-09e2-46c7-b78f-804c7852e507","source":"hackernews","source_id":"49997828","content_type":"comment","title":null,"body_preview":"The AI verification is not \"handled structurally\".\nThe vast majority of my tokens don't go into the authoring -- they go into review iterations. And the problem is that many reviews don't converge, an","author":"protastus","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997828"},{"id":"0237b950-21e6-48f6-851b-4fcf9834b490","source":"hackernews","source_id":"49996248","content_type":"comment","title":null,"body_preview":"What's it audit?\nI presume we're still talking about software. Auditing proves what?\nAccountants audit that the books are consistent. It's extremely hard to fake consistency and do fraud, especially w","author":"trjordan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996248"},{"id":"a58d9a76-6384-4907-8010-f04d1f7ddeb6","source":"hackernews","source_id":"49996100","content_type":"comment","title":null,"body_preview":"So I think this (AI-written) thing is mostly interesting because of some of the comments, in which commenters lament Cringely putting out this kind of stuff in the lead-up to his death, which they als","author":"_dwt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996100"},{"id":"e782a1e7-872b-4b65-9c3a-803d506df66c","source":"hackernews","source_id":"49990665","content_type":"comment","title":null,"body_preview":"This article is from 2010. That should be in the title.","author":"sapper123","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990665"},{"id":"657c6a05-5d85-4f28-b4ea-295804b02c1d","source":"hackernews","source_id":"49991057","content_type":"comment","title":null,"body_preview":"Website got slashdotted and hit its bandwidth limit","author":"cowlevel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991057"},{"id":"374ba0d8-1dd2-4823-a64f-a37f9773f9d3","source":"hackernews","source_id":"49991273","content_type":"comment","title":null,"body_preview":"I honestly can't imagine ever having, needing or wanting an AI assistant on any of my devices.\nHave people really been struggling so badly all these years with managing their emails and gym membership","author":"i_love_retros","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.13135632858236598,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991273"},{"id":"94ba7070-0bcc-4b02-b013-ba0b6d3763b5","source":"hackernews","source_id":"49991328","content_type":"comment","title":null,"body_preview":"Anyone running ai agents directly on their phone deserves exactly what they get.","author":"thatsabadlook","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991328"},{"id":"fd3354ea-53be-45ec-9853-0be2f69c93e2","source":"hackernews","source_id":"49990553","content_type":"comment","title":null,"body_preview":"Sounds like a meta product made to steal my data on yet another device, not good marketing","author":"herbst","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.07610788979743112,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990553"},{"id":"b4c3b2b8-03bc-49b0-8bd6-d27934b67360","source":"hackernews","source_id":"49994928","content_type":"comment","title":null,"body_preview":"Great! We need any and all open source alternatives to products that people obviously find useful but do not respect their privacy. Looks good! I‘d reconsider the name.","author":"ch_sm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994928"},{"id":"c570741c-19f0-4f58-b2b8-6395b5fdb3ff","source":"hackernews","source_id":"49989928","content_type":"comment","title":null,"body_preview":"If name changing becomes main topic, i suggest nanoCat :).  Btw how do you handle security boundaries?","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989928"},{"id":"01634472-a8ab-44e4-b306-22646a5f91bd","source":"hackernews","source_id":"49991152","content_type":"comment","title":null,"body_preview":"audit the installer: a similar tool, state dir redirected, still wrote eleven other assistants' config files and a port 4400 daemon.","author":"aidiveyt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991152"},{"id":"2da85f43-aa20-40f6-b846-b13bba4fff0a","source":"hackernews","source_id":"49997483","content_type":"comment","title":null,"body_preview":"I was doing similar experiments but having a circle of models debate some particular topic to see if they'd arrive at a consensus or not, and I found that they would almost always arrive at an agreeme","author":"writeslowly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997483"},{"id":"b725af90-3947-4aaf-8b01-ffe08d0b438d","source":"hackernews","source_id":"49997185","content_type":"comment","title":null,"body_preview":"I think there's probably quite likely that the desired position for a chatbot on the conformity-contrarian axis is quite different from country to country.\nThe appropriate tone for a culture seems to ","author":"Lerc","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.10793380490350074,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997185"},{"id":"ddc3c63a-c83c-4e6b-b9a9-144a0e795ee7","source":"hackernews","source_id":"49993252","content_type":"comment","title":null,"body_preview":"This is something that I worry about as well for my junior incident responders at my company.\nWe have a culture that I’ve pushed to always understand what the model is doing, even if you have to go ba","author":"ofjcihen","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993252"},{"id":"456c510d-426d-40a2-807d-2dc878ac4741","source":"hackernews","source_id":"49993840","content_type":"comment","title":null,"body_preview":"If you take chess as an analogy, in a field where computers can do everything better than you can and you don’t have a shot in the world to beat it, what’s the point of learning how to do it? The only","author":"dyauspitr","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993840"},{"id":"b9828f4e-5837-430c-9942-394cff087890","source":"hackernews","source_id":"49994036","content_type":"comment","title":null,"body_preview":"Criteo is a dogshit company that makes money by tracking you everywhere. the idea of them telling anyone how to skill up or be better is ridiculous.","author":"laughingcurve","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994036"},{"id":"2e1b1ada-2f5b-45d0-a515-7edb848e0f74","source":"hackernews","source_id":"49992884","content_type":"comment","title":null,"body_preview":"one of them developing taste to avoid working for adtech companies (ublock blocks the domain lol)","author":"kartoshechka","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992884"},{"id":"42d0bc28-5509-4f4f-9ce1-bb85a84d1b42","source":"hackernews","source_id":"49993371","content_type":"comment","title":null,"body_preview":"I have so many mixed feelings about this...\nOn one side, as an engineer, Did you really expected to delegate thinking to a Large Language Model? On the other side, How human of the author to believe t","author":"jorgeleo","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993371"},{"id":"e157af7b-ccb5-4f0a-8a44-2b244279bc69","source":"hackernews","source_id":"49992052","content_type":"comment","title":null,"body_preview":"I have a disability so I'm already forever midlevel.","author":"giantg2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.17777308214301782,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992052"},{"id":"c233e4eb-cedc-4f6e-8d2d-0a05bf7b3152","source":"hackernews","source_id":"49992899","content_type":"comment","title":null,"body_preview":"I find the author’s attitude and approach here really admirable. Lot’s of good ideas in this post.","author":"RGS1811","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992899"},{"id":"496d39b4-a92c-417e-9cfd-888672660dd8","source":"hackernews","source_id":"49992674","content_type":"comment","title":null,"body_preview":"This article is fully terrifying. I don't really know what else to say.\nExcept that perhaps, deep down, all those people who thought software engineering should be a chartered profession were right.","author":"dofm","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1104165086487484,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992674"},{"id":"6cadbe57-43d1-41c4-a592-1edf70223884","source":"hackernews","source_id":"49992790","content_type":"comment","title":null,"body_preview":"I'm pretty sure this article is written by AI as there are lots of those long hyphens in it that AI seems so keen to use. If it is I can't tell whether that's ironic or reinforces their argument.\nSo I","author":"_usefulcat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992790"},{"id":"78d4f1e1-16dc-4b70-98ae-a5ad7a6716a6","source":"hackernews","source_id":"49991377","content_type":"comment","title":null,"body_preview":"Is writing a blog post one of them?\nI found all the breaks grating.","author":"knollimar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991377"},{"id":"58182239-da7e-4bcc-b14e-f2a37a8e9255","source":"hackernews","source_id":"49992141","content_type":"comment","title":null,"body_preview":"AI generates syntax fast, but syntax was never the bottleneck. If you do not learn the low-level fundamentals, you just become an editor for an intern who hallucinates.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992141"},{"id":"1143f48d-3a76-4a67-b6f9-4f585998d877","source":"hackernews","source_id":"49991519","content_type":"comment","title":null,"body_preview":"The skill required to get an AI to cooperate is not the same one as the craft of coding. Typing what it says out yourself will never get you there.\nIt’s like calling yourself a mechanic because you br","author":"pitched","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991519"},{"id":"f86ca950-d73d-412a-ac89-27d3232ab916","source":"hackernews","source_id":"49991887","content_type":"comment","title":null,"body_preview":"This blog post renders horribly on my Chrome browser. Then I realized it's because Ghostery is blocking a lot of it. Looks okay in Incognito mode.\nIf your site doesn't load basic UI elements because t","author":"tech-historian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991887"},{"id":"fcbe28cb-0abc-4301-affe-b6c082b80551","source":"hackernews","source_id":"49991888","content_type":"comment","title":null,"body_preview":"Not to take away anything from this guy but man, my mind just stops registering information after lines like this: `As a Junior fresh out of school, “still learning what I’m doing” isn’t a caveat — it","author":"t0duf0du","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991888"},{"id":"3c665108-dfc1-453e-9965-9824017a3f43","source":"hackernews","source_id":"49993111","content_type":"comment","title":null,"body_preview":"I fully agree. I see this today, even \"so early\" in AI adoption (it's been ONLY a couple of years!). I'm a firm believer in \"know the stack all the way to the bottom\". Possibly I'm an extremist, I bel","author":"bironran","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993111"},{"id":"0fe25dbc-905b-4a3b-9aab-394e541068ef","source":"hackernews","source_id":"49991773","content_type":"comment","title":null,"body_preview":"Many years ago I was working at a firm that investigated stock pump and dump schemes on Yahoo Finance message boards.\nWe had to scrape the boards and then analyze messages to see if we could identify ","author":"alexpotato","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991773"},{"id":"ee9636f2-abb0-4982-b97d-e580618e1be0","source":"hackernews","source_id":"50008062","content_type":"comment","title":null,"body_preview":"Why should it be to the people to prove that their own work is not AI, and not the other way around?\nEDIT: I mean, the effort has not to come from people that do the work by themselves. A new technolo","author":"Juliate","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008062"},{"id":"c2cf8bfa-b80a-4d86-ab89-6b2d99ffb493","source":"hackernews","source_id":"50008246","content_type":"comment","title":null,"body_preview":"I think \"standard\" needs a lot more detail, here. To me that says \"protocol\", and I don't see a clear way a protocol could prove text provenance, as any protocol is ultimately only as good as what one","author":"bbor","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008246"},{"id":"b103dfe8-3c34-4639-8797-e289643d15cb","source":"hackernews","source_id":"50008674","content_type":"comment","title":null,"body_preview":"Something adjacent to what you describe is C2PA: https://spec.c2pa.org/specifications/specifications/2.4/spec...","author":"structuredPizza","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.33915414066556504,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008674"},{"id":"8bbb0f5e-d82e-4a0b-9c70-a2c516f2587d","source":"hackernews","source_id":"49990476","content_type":"comment","title":null,"body_preview":"Swapping out the text-generation head for a dedicated pointer head on a small footprint model is a pragmatic approach for low-latency local decision pipelines.","author":"ContinuityLab","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.3221581458757272,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990476"},{"id":"0d6be0fc-dfaa-4587-a3d8-fd72f886dc6f","source":"hackernews","source_id":"49992865","content_type":"comment","title":null,"body_preview":"so, how are people running these locally? is there a llama.cpp/ollama solution for systemone/jev style apis?","author":"mijoharas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992865"},{"id":"bb1b38b1-243a-44f2-9327-949981aeb82c","source":"hackernews","source_id":"49990033","content_type":"comment","title":null,"body_preview":"I wait for this open-source model.\nI should let the development agent select a model and run it to improve token efficiency.\nIs it being used this much these days?","author":"kimseungyong","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990033"},{"id":"eec44186-e628-4eac-902d-c5d8400aa80b","source":"hackernews","source_id":"49988410","content_type":"comment","title":null,"body_preview":"Benchmark calibration does not establish reliability on unfamiliar production inputs.","author":"soltanov","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988410"},{"id":"b53ae7e2-b56c-47aa-af8e-61c423812484","source":"hackernews","source_id":"49989591","content_type":"comment","title":null,"body_preview":"Can someone explain this architecture a bit more in depth? They say the pointer head scores the hidden state at each option against the hidden state of the answer. But the LLM produces hidden states p","author":"mynti","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989591"},{"id":"05ee78aa-98b5-4a2c-baf5-7f877746f2ee","source":"hackernews","source_id":"49992220","content_type":"comment","title":null,"body_preview":"General question: what is this model good for? I have mixed results with Laya on a pdf classifier (Jev was doing much better).","author":"dev_l1x_be","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_niche_expertise"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992220"},{"id":"6bda6022-6be2-478d-a480-b5dd8df3f784","source":"hackernews","source_id":"49988676","content_type":"comment","title":null,"body_preview":"Are any of these multimodal yet? I'd love to try asking a model with calibrated probabilities to answer question like, \"do these shapes match?\". Sure, you can ask a LLM....","author":"SubiculumCode","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12184744997172417,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988676"},{"id":"05df7092-c710-4682-bd02-092e5bb97fe1","source":"hackernews","source_id":"49991079","content_type":"comment","title":null,"body_preview":"I wish these would stop using JevBench. It focuses way too much on text classification tasks, and some of the models perform very poorly on tasks that need actual intelligence.","author":"ricardobeat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.10977302616562032,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991079"},{"id":"b40a82c0-85a8-4693-9949-3762308d2b02","source":"hackernews","source_id":"49989666","content_type":"comment","title":null,"body_preview":"Does anyone know if it is worth fine-tuning one of these decision models on the shape of the questions you want it to work on, vs the more general versions? I'm using Jev pretty successfully at work a","author":"girvo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989666"},{"id":"ed939768-aabb-4759-ba32-d3f02146d7c2","source":"hackernews","source_id":"49994462","content_type":"comment","title":null,"body_preview":"What I don’t get from this article is why strands-decider-2b v10 and strands-decider-2b v11 are shown as “other systems”, and with v11 notably outperforming v19 — why are these other systems, and why ","author":"gsnedders","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994462"},{"id":"65f2a17e-b6bf-4e35-8af1-cb5e332cdb2b","source":"hackernews","source_id":"49989024","content_type":"comment","title":null,"body_preview":"clef from cloudflare runs on llama.cpp - being locked-in to strands cli would be a bummer and will slow down adoption.\nSince it's a LoRa on Qwen, I assume this is runnable via llama.cpp. Pity that the","author":"hrpnk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.3555555555555555,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989024"},{"id":"b3610ee7-051c-4cfd-9023-c1f4bfd2f1b9","source":"hackernews","source_id":"49987351","content_type":"comment","title":null,"body_preview":"This is a great model. I've been running it on device in chrome extension to filter things like email.\nIt is just the right mix of size, capability and speed to make it generally useful for adhoc bulk","author":"miguelspizza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","template_phrases"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987351"},{"id":"4759de9f-f4bb-44fe-abe1-edbf747d066c","source":"hackernews","source_id":"49989482","content_type":"comment","title":null,"body_preview":"The ~2-week-old Intern-Decision family of models (0.8B, 2B and 4B) have the same Qwen3.5 base model family (albeit the instruction-tuned variants) and pointer head architecture.\nhttps://huggingface.co","author":"woadwarrior01","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.10062364331576944,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989482"},{"id":"58061ae0-ccc4-482b-be03-db777676b5d6","source":"hackernews","source_id":"49987519","content_type":"comment","title":null,"body_preview":"Fantastically well written. It's rare for me to be able to understand what the AI gurus are talking about, and this was written by humans for humans.\nIt can technically be used for a lot of use cases,","author":"keyle","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","absence_of_personality","human_indicators_present"],"bot_score":0.1261338526737575,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987519"},{"id":"d21a2dc8-063f-45b7-a4f4-fa61c0a0d4af","source":"hackernews","source_id":"49988832","content_type":"comment","title":null,"body_preview":"Why is everyone calling binary choices `noul`? Does this have some meaning or is it just copying Jev’s API?","author":"mattvr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988832"},{"id":"a57fa19f-cf02-44c3-829f-21a7a005e230","source":"hackernews","source_id":"49987721","content_type":"comment","title":null,"body_preview":"At this point I can't wait for a comedian to release a decision model backed by humans.\nMeet Jerry- it's literally a guy named Jerry answering your questions.","author":"adenta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987721"},{"id":"a01f48b6-1b88-4920-a161-e42679d82575","source":"hackernews","source_id":"49989344","content_type":"comment","title":null,"body_preview":"As a regular user of a bunch of specialized micromodels, I'll tell you this: you won't be happy with such a model (and its JEV counterparts) running permanently in the background on your PC's CPU. You","author":"real_faxenoff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989344"},{"id":"f25b5f85-0f0c-4723-a234-d5bac7f8e74c","source":"hackernews","source_id":"50007329","content_type":"comment","title":null,"body_preview":"5G and LTE were developed with the idea of spectrum sharing. (LTE was intending to share the spectrum for multicast TV, but  either way, it's a way to let other things talk in the same spectrum) If th","author":"toast0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007329"},{"id":"908dc3a6-1499-4375-b518-52de14141f8d","source":"hackernews","source_id":"50005837","content_type":"comment","title":null,"body_preview":"This could be great for people like me. I won't buy a car that's too new because I don't want a \"connected car\". But if the cell deprecation means that there's a bunch of cars that are physically unab","author":"JohnFen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005837"},{"id":"9ba4f6f0-4d96-4269-921f-000ebe119e30","source":"hackernews","source_id":"50007402","content_type":"comment","title":null,"body_preview":"We need more stigma against those devices, not less.\nBut at the same time we need to make medical vision devices that are exempt from those bans because they give strong privacy protections to the pas","author":"two_handfuls","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007402"},{"id":"0273ede1-8618-464f-baaf-f61994ba4aea","source":"hackernews","source_id":"50006333","content_type":"comment","title":null,"body_preview":"https://unwall.app/www.bbc.com/news/articles/cmx2qlz7ney2o","author":"bookofjoe","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006333"},{"id":"a391cdcb-93dc-48b0-b123-efef011cf44d","source":"hackernews","source_id":"50006852","content_type":"comment","title":null,"body_preview":"Blind. The article is referring to blind and partly blind people. I'm visually impaired and thus I wear corrective lenses. This practice of applying euphemisms to every disability and impairment is st","author":"thundercleeze","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006852"},{"id":"f4d3e585-b360-425e-bea8-da7623d86b1c","source":"hackernews","source_id":"49981968","content_type":"comment","title":null,"body_preview":"I love Ice Cube, as it is great engineering contributing significantly to science. It is also the perfect way to describe the concept of a great “hack” to people outside the field.","author":"crawshaw","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49981968"},{"id":"c91311cd-5e59-4be8-9e65-ea714cf8c5f8","source":"hackernews","source_id":"49979929","content_type":"comment","title":null,"body_preview":"The last time a physicist won the award alone dates back to 1992, 34 years ago","author":"kieojk","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49979929"},{"id":"e3b6a44c-beae-4a3e-9dcf-63b450616f97","source":"hackernews","source_id":"49976544","content_type":"comment","title":null,"body_preview":"Last years favorite finally wins it this time.\nhttps://www.rtbf.be/article/avec-icecube-le-physicien-belge-... (2025)","author":"rurban","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.125394983761553,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976544"},{"id":"45a8f1ce-65e0-49a5-b4ad-cbdaa9b62504","source":"hackernews","source_id":"49987284","content_type":"comment","title":null,"body_preview":"https://news.ycombinator.com/item?id=39489395. Related old submission by me. Did you guys know we have a neutrino image of the Sun? Remarkable stuff. The Japanese really led the groundwork on this one","author":"joebig","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987284"},{"id":"20f3d09c-d187-4702-9932-2dbe5acb4158","source":"hackernews","source_id":"49976893","content_type":"comment","title":null,"body_preview":"IceCube Neutrino Observatory - https://www.youtube.com/watch?v=gLbegYWCqkg","author":"tesnorindian","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976893"},{"id":"8ed1ecda-84c9-4744-9e65-669039ac4358","source":"hackernews","source_id":"49976913","content_type":"comment","title":null,"body_preview":"Neutrino physics is the frontier.  It’s one area where we know there are “physics beyond the standard model” though IceCube hasn’t quite been able to answer the neutrino mass question.","author":"PaulHoule","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.13790094966736471,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976913"},{"id":"a14ab5f4-6e14-4d71-b1ae-8c59ad743832","source":"hackernews","source_id":"49977378","content_type":"comment","title":null,"body_preview":"Absolute loved this book by Halzen and Martin\nhttps://archive.org/details/quarksleptonsint0000halz","author":"cowang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977378"},{"id":"01f718e6-39ca-40e8-8968-cb111ec4ca5f","source":"hackernews","source_id":"49977510","content_type":"comment","title":null,"body_preview":"Anyone else romanticize going to work at some remote location like the IceCube? Probably some escapism going on","author":"ronbenton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977510"},{"id":"5469005c-60d0-4905-b831-33a3ef91326b","source":"hackernews","source_id":"49980603","content_type":"comment","title":null,"body_preview":"Well holy shit. I didn't expect to wake up this morning and see the \"outside\" guy from my thesis committee (aka, the only one who wasn't a rubber stamp) winning the Nobel Prize.\nFrancis isn't the firs","author":"exmadscientist","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","template_phrases"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49980603"},{"id":"ed309265-4170-4d29-bec5-01aaba0d2a45","source":"hackernews","source_id":"49977004","content_type":"comment","title":null,"body_preview":"Great news for UW-Madison and all the work that went into such a forward thinking, creative scientific instrument!","author":"Upvoter33","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977004"},{"id":"f7b9d3be-36a6-45db-bc0c-7b7ddf0fe221","source":"hackernews","source_id":"49977222","content_type":"comment","title":null,"body_preview":"Pretty cool. One of the big challenges in trying neutrino detection in ice is dealing with funding agencies. The optical properties of ice only get good when you are actually a few kilometers deep in ","author":"yk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977222"},{"id":"dff548e9-7b14-4fe2-875f-e45b6acdcff9","source":"hackernews","source_id":"49976457","content_type":"comment","title":null,"body_preview":"Here's the APOD for IceCube back from 2011\nhttps://science.nasa.gov/image-article/apod-2011-february-13...","author":"jahnu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976457"},{"id":"2ce3156d-6a0a-4e4b-b3c1-c425c834df18","source":"hackernews","source_id":"49976460","content_type":"comment","title":null,"body_preview":"The first time in as long as I can think that a single physicist was chosen.","author":"cgeier","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976460"},{"id":"cfef4bc5-c34e-46b4-818d-4cfe8a971cbf","source":"hackernews","source_id":"49976552","content_type":"comment","title":null,"body_preview":"We think of receiving a Nobel Prize as something super rare and exceptional and it is. What still always astounds me though, is this:\nThere are nearly 300 living laureates. Enough to hold a yearly mee","author":"weinzierl","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976552"},{"id":"26292114-a2d6-4ea9-997a-f50f29474f0a","source":"hackernews","source_id":"49979765","content_type":"comment","title":null,"body_preview":"I worked with a guy who worked on IceCube.  He flew down to the South Pole, went all the way to the station, just to install debian for their data processing systems.  I was... a bit jealous.","author":"dekhn","classification":"human_created","confidence":0.88,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","niche_expertise","absence_of_ai_patterns"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49979765"},{"id":"64a8d1f7-8ed9-4720-97c2-006fc8ea9cef","source":"hackernews","source_id":"49979238","content_type":"comment","title":null,"body_preview":"What an amazing accomplishment! I played a very tiny part in this project and went to the South Pole in 2009 to help with construction. Didn't see any neutrinos the entire time I was there though :/","author":"southpolesteve","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49979238"},{"id":"4ebdfd91-f2e4-4d6e-a828-bd0928580a3c","source":"hackernews","source_id":"49976550","content_type":"comment","title":null,"body_preview":"I'm in love with the cute little figure that came with the press release:\nhttps://www.nobelprize.org/uploads/2026/10/fig_fy_26_3x2.jpg\nI appreciate the boldness of this project, it has an element of s","author":"JimTheMan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976550"},{"id":"29cf3c91-50b4-49e9-9e66-d8f5b472033d","source":"hackernews","source_id":"49976380","content_type":"comment","title":null,"body_preview":"He receives the prize for conceiving the IceCube neutrino detector, a cubic-kilometer-sized detecter in the Antarctics.\nhttps://en.wikipedia.org/wiki/IceCube_Neutrino_Observatory\nMechanism is via conv","author":"_Microft","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.18526595735750265,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49976380"},{"id":"f1aeb17f-88d5-4ac0-91aa-c1fd6022da02","source":"hackernews","source_id":"49981589","content_type":"comment","title":null,"body_preview":"A breakdown of why the awarded work, Ice Cube, is significant:\n  - A neutrino is an elementary subatomic particle. Neutrinos are produced by nuclear reactions inside stars, supernovae, radioactive dec","author":"hazrmard","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","uniform_paragraph_rhythm","template_phrases","missing_platform_voice","list_heavy_advice"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49981589"},{"id":"890d3e4d-a43f-4764-b0aa-4adb915f92aa","source":"hackernews","source_id":"49986083","content_type":"comment","title":null,"body_preview":"I think I caused this release because I just embedded a sizable corpus with the previous model two days ago! You’re welcome everyone.","author":"teaearlgraycold","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986083"},{"id":"eaccbce4-7957-4dcf-a676-e19dbd24e3f9","source":"hackernews","source_id":"49993216","content_type":"comment","title":null,"body_preview":"would pluging that to immich or frigate make sense or too slow?","author":"nicman23","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993216"},{"id":"8b8b4b31-6670-4b70-b0aa-385af858497e","source":"hackernews","source_id":"49984164","content_type":"comment","title":null,"body_preview":"I'm considering adding this in my harness after some testing, this seems like a really nice embedding model!","author":"nowittyusername","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984164"},{"id":"6687c318-9923-450e-88f5-ffa7e7ef88cf","source":"hackernews","source_id":"49984477","content_type":"comment","title":null,"body_preview":"for text, benchmarks are identical to the first EmbeddingGemma.\nbut you can use this new one and enable/disable what you don't need.\ncan keep only text for ex.","author":"sourcecodeplz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.18137254901960784,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984477"},{"id":"1c659d11-c6a3-449b-8098-4f84657cf1fc","source":"hackernews","source_id":"49983855","content_type":"comment","title":null,"body_preview":"why isn't this being compared to siglip2 (also from google)? because that one isn't fully multimodal? or because it's a different org/team?","author":"brokensegue","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_personality"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983855"},{"id":"8a1c4c55-5f30-4cd8-b16c-26a972acfce6","source":"hackernews","source_id":"49987703","content_type":"comment","title":null,"body_preview":"Interesting that they have buried the trending decisions API as the third example and a passing reference in the summary.\nThis may gain more traction if they lead with multimodal input decision making","author":"anyg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987703"},{"id":"d1e11b5c-3164-4b74-af29-8fec7e41dc8f","source":"hackernews","source_id":"49990480","content_type":"comment","title":null,"body_preview":"Lightweight, privacy-first multimodal embeddings are a crucial building block for running reliable vector representations locally without relying on external APIs.","author":"ContinuityLab","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.3221581458757272,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990480"},{"id":"dfd83b3a-a755-43cd-bc7d-37183c49201f","source":"hackernews","source_id":"49984594","content_type":"comment","title":null,"body_preview":"So what are some use cases people have found for running these sized multimodals on their device? What is it accurate on, and what is the hallucination rate like?","author":"Juvination","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.5,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984594"},{"id":"9bbb56c6-113e-40bd-9bed-73258cdc5349","source":"hackernews","source_id":"49984240","content_type":"comment","title":null,"body_preview":"Parameter count split is interesting:\n740M total (270M text, 170M vision, 300M audio)","author":"djoldman","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984240"},{"id":"21b04c8a-bf00-44fa-929c-e1ffdb0cd060","source":"hackernews","source_id":"49984332","content_type":"comment","title":null,"body_preview":"Would be good to see how it compares to the embedding models from https://www.voyageai.com/ for text. I have used these a few times in the past and have found them superior to the Qwen models compared","author":"dcl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_stated"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984332"},{"id":"618dd371-9af7-420a-a8eb-8b3b93a83f26","source":"hackernews","source_id":"49986587","content_type":"comment","title":null,"body_preview":"The JetBrains post from a few days ago introduced to me the idea of using binary quantization rather than MRL. Would that work with EmbeddingGemma2 or is there some reason why the approach might be fu","author":"kaycebasques","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_question_about_technology","reference_to_recent_event"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986587"},{"id":"d549cbeb-e6fc-497c-9285-ce9cf9795a7d","source":"hackernews","source_id":"49994012","content_type":"comment","title":null,"body_preview":"First (Claude based) testing confirms not better or faster if one only needs text embeddings for retrieval or clustering. For music audio, MuQ-MuLan seems to remain the way to go? (Multimodal is ofc v","author":"jraedisch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994012"},{"id":"e33f1b68-3edd-4396-893f-457bca6a61a2","source":"hackernews","source_id":"49989988","content_type":"comment","title":null,"body_preview":"Lightweight + Apache 2.0 is a great combo. Most multimodal embeddings are too heavy for on-device / self-hosted use. Nice to see Google pushing this.","author":"antonyragleap","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989988"},{"id":"38c082bc-f3d1-4178-a529-bd268357fb62","source":"hackernews","source_id":"49984401","content_type":"comment","title":null,"body_preview":"Note that unlike prior on device embedding models, this seems to be trained with MRL, not MatFormers, meaning you don’t get to shrink the model weights alongside the lower dimensional embeddings, unfo","author":"aabhay","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984401"},{"id":"21e791b7-0701-4db6-a09d-f48bdbe9a831","source":"hackernews","source_id":"49984069","content_type":"comment","title":null,"body_preview":"Hats off to google for offering OSS (or at least open weights + license) a model that would be probably pretty closed to what they would ship in their Android phones.","author":"flockonus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984069"},{"id":"ea01a123-a14e-425c-b8e6-830cd4192779","source":"hackernews","source_id":"49980771","content_type":"comment","title":null,"body_preview":"Finally. I was getting annoyed that there's been an inflection point in how LLMs/agents work but there hasn't been a good moderate-size embeddings model, and this one is multimodal too! 270M for text ","author":"minimaxir","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49980771"},{"id":"a2d90268-17ba-4889-a0a6-946d2bb11342","source":"hackernews","source_id":"49984406","content_type":"comment","title":null,"body_preview":"It's also very neat that this can be used for \"Jev\"-like tasks with text and image.\nhttps://developers.google.com/edge/mediapipe/solutions/decis...","author":"Nautman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984406"},{"id":"8c4ff0b5-4c30-41c4-a05c-5a9da1ec3621","source":"hackernews","source_id":"49983751","content_type":"comment","title":null,"body_preview":"I really appreciate that EmbeddingGemma 2 is under the Apache 2.0 license.\nFor embedding models in particular, I don't think it makes sense to use a closed, proprietary, hosted-only model.\nMost applic","author":"simonw","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983751"},{"id":"45e4a905-e4da-4886-8516-1907197f4464","source":"hackernews","source_id":"50010377","content_type":"comment","title":null,"body_preview":"https://nitter.xitter.cc/ProtonVPN/status/210751533042359131...","author":"haunter","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1418035713992711,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010377"},{"id":"504887a6-0455-4eaf-a5a2-09c9242a7cd4","source":"hackernews","source_id":"49994365","content_type":"comment","title":null,"body_preview":"Look at that FPS!! Now we need another inspector to monitor Procinsh.","author":"v3ss0n","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994365"},{"id":"be0b541e-5015-4146-8968-6942a81a5d5e","source":"hackernews","source_id":"49994594","content_type":"comment","title":null,"body_preview":"Obligatory reference to psDoom [1]. There’s something quite fun about killing the monster labeled “init” and poof! Your whole system is now dead.\n[1] https://psdoom.sourceforge.net/","author":"cobbzilla","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.16914768944816838,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994594"},{"id":"0dd751b2-2f2e-4540-a31c-c0e82c0c13fa","source":"hackernews","source_id":"49993770","content_type":"comment","title":null,"body_preview":"Did a procfs scraper once, handling pids vanishing mid-read took me ages.","author":"hncbw02z5a","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","niche_expertise","terse_replies"],"bot_score":0.24585539288344782,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993770"},{"id":"eff20359-d4d1-464e-8696-f048b02d87c4","source":"hackernews","source_id":"49995901","content_type":"comment","title":null,"body_preview":"Over 20 years ago we had a doom in which your processes were represented by monsters and killing them sent the kill signal. :)","author":"luckystarr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995901"},{"id":"82e254ff-0835-4b3d-8db4-b87c9fb5c33d","source":"hackernews","source_id":"49994117","content_type":"comment","title":null,"body_preview":"now I can finally live my dream of saying \"it's a unix system I know this\" in front of my family and non-technical friends while pulling this thing up and inspecting my bloated tmux processes running ","author":"zzulanas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994117"},{"id":"7f096800-202b-4389-9e1c-6c008dbb7a41","source":"hackernews","source_id":"49993912","content_type":"comment","title":null,"body_preview":"this looks something pulled straight from a hacker tv show that I would have thought fake as hell","author":"g3z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993912"},{"id":"3225ca7d-1912-4d96-977f-da4009aaaacd","source":"hackernews","source_id":"50010659","content_type":"comment","title":null,"body_preview":"These visualizations appear to so similar to the ones in the movie Hackers 1995.\nIs there a pool at the rooftop? :)","author":"gfalcao","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2157894529672471,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010659"},{"id":"9258f9ed-9e3c-440a-8e88-c15351135b0b","source":"hackernews","source_id":"49991997","content_type":"comment","title":null,"body_preview":"I built procinsh, a 3D Linux process inspector inspired by Ghost in the Shell.\nIt visualizes running processes and their relationships in a 3D UI. Process activity, memory maps, file I/O, and socket c","author":"a_kawashiro","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.6483516483516484,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991997"},{"id":"1587cac0-2de3-4ac8-8088-8b497a10ccea","source":"hackernews","source_id":"49987815","content_type":"comment","title":null,"body_preview":"the summary presented by the drive feels like an overreach. but we live in the world of can't have nice things so there you go i guess.\ni doubt there's all that many beneficial owners of montana busin","author":"jiveturkey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14082705346325514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987815"},{"id":"610c56f3-f812-4924-bd3a-0168ef877bbb","source":"hackernews","source_id":"49987293","content_type":"comment","title":null,"body_preview":"this has been my synopsis on tax matters, if you talk about it then it will get changed\nso everyone should just pretend that they’re paying sky high taxes and let the broken tax sheltering strategies ","author":"yieldcrv","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.1401670102813241,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987293"},{"id":"60bc1d03-c7aa-423a-a0a4-5b1e59789373","source":"hackernews","source_id":"49990829","content_type":"comment","title":null,"body_preview":"When someone first explained the montana loophole, I couldn't believe it was legal, and the consensus at the time was that no, it wasn't actually legal. If you got into an accident, you'd have some di","author":"carefree-bob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990829"},{"id":"833c2bf4-46e2-4193-b0c3-bf19a0a54802","source":"hackernews","source_id":"49990912","content_type":"comment","title":null,"body_preview":"Vehicle registration and taxation is one of those things that made sense on a state level back when economies were more regional and auto travel wasn’t so ubiquitous. Now that both are no longer true,","author":"stego-tech","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990912"},{"id":"7e736855-6fe7-46ba-b137-60c85880b994","source":"hackernews","source_id":"49992728","content_type":"comment","title":null,"body_preview":"I get ads for doing just this exact thing on Reddit all the time from a company that offers to help you set up the LLC and do the paperwork.","author":"fred_is_fred","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.14311604945989564,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992728"},{"id":"c471d87f-aeda-4816-b403-5e61814c37e4","source":"hackernews","source_id":"49994049","content_type":"comment","title":null,"body_preview":"Just a small reminder that the overall tax system is also broken too in many of the same ways…","author":"Danox","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994049"},{"id":"23353901-46ac-4403-af7f-76b2172fd060","source":"hackernews","source_id":"49993313","content_type":"comment","title":null,"body_preview":"Not a big deal I guess, CA can collect taxes now. Seems like a small problem to try to solve. From my perspective, too many influencers parading this around raised some ire.\nThe law could benefit from","author":"oldsklgdfth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993313"},{"id":"ac7908a7-f520-4661-b80d-6347dcdad1d6","source":"hackernews","source_id":"49982743","content_type":"comment","title":null,"body_preview":"I don't get how it's constitutional for them to levy a tax on an officer of a company that does not live in the state just because one officer of the company does live in the state. Even weirder the l","author":"hparadiz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49982743"},{"id":"f0bcf0d5-8ce7-4d4c-9c7f-d09223a794fb","source":"hackernews","source_id":"49991604","content_type":"comment","title":null,"body_preview":"Oh snap. I was thinking maybe Montana was the next Vermont for old motorcycles where the title has been lost.","author":"xtiansimon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2097664573265252,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991604"},{"id":"c39f49f5-d16c-4f14-9fb6-82065c8c3c52","source":"hackernews","source_id":"49987192","content_type":"comment","title":null,"body_preview":"My first thought is that this is a pricing problem, especially considering the cost of enforcement.\nAlso, please consider this is just for registering the vehicle, gas taxes actually pay for road use.","author":"keepkalm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987192"},{"id":"6bb56689-1460-422b-8e0a-236419294896","source":"hackernews","source_id":"49983336","content_type":"comment","title":null,"body_preview":"I think the tax hole loop is a bit annoying but I also find it annoying that CA won't allow you to register a shitload of cars in the state, period.\nIt's due to the asinine carb laws. Even if you have","author":"bradlys","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983336"},{"id":"9b11acc5-3273-464c-ae9c-569469fbacc7","source":"hackernews","source_id":"49986294","content_type":"comment","title":null,"body_preview":"Montana person here. I'm on the other side of this trade: trying to buy cars in California[1] that I'm going to register in Montana. My experience has been that it's very hard to exploit this \"loophol","author":"dboreham","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986294"},{"id":"c42123ea-cfed-42c3-ba1f-8ef2c96897b2","source":"hackernews","source_id":"49987735","content_type":"comment","title":null,"body_preview":"Drafting gap just moved the loophole: put the car in a Montana trust with an independent Montana trustee that the California beneficiary uses in California.","author":"sjtgraham","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987735"},{"id":"af7f8eb1-835b-45f4-9b0c-276912b232ad","source":"hackernews","source_id":"49982443","content_type":"comment","title":null,"body_preview":"I've seen car dealers in MA use Montana dealer plates.  At the very least they are cheaper, avoids $220 / year excise tax and registration fees vs. $25 for Montana. I don't think it helps with any sal","author":"jhallenworld","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49982443"},{"id":"8345182b-c90e-47a0-93d2-69c2bdeeb8ba","source":"hackernews","source_id":"49987568","content_type":"comment","title":null,"body_preview":"I've always found that a bit odd. CA is especially determined to make \"any employee's child's dog exists in CA occasionally\" a liability for the corresponding business. I'd be quite tempted as a new b","author":"hansvm","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987568"},{"id":"4ce38ef8-1c07-4507-9e09-d162ea0a53ca","source":"hackernews","source_id":"49987539","content_type":"comment","title":null,"body_preview":"Huh, similar situation in Italy: “Tens of thousands of Italian drivers have purchased Polish number plates for their cars and motorbikes in an elaborate scheme to evade road taxes and pay lower insura","author":"JumpCrisscross","classification":"human_created","confidence":0.7,"indicators":["human_quoting_source","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987539"},{"id":"15249029-c638-4aad-8501-c10e302d65ce","source":"hackernews","source_id":"49986840","content_type":"comment","title":null,"body_preview":"pretty sure in a lot of these cases it’s already illegal, enforcing the law is another matter. someone actually has to pull over the montana plate owner, then the state has to sue them for tax evasion","author":"kart23","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986840"},{"id":"268acd26-37c5-49ec-bf12-8a1bf846c100","source":"hackernews","source_id":"49982519","content_type":"comment","title":null,"body_preview":"Can I just take this moment to mention that I think we need a better system for car registrations across the board? I don't like that there are all these edge cases with titles, insurance, inspections","author":"fedpost","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49982519"},{"id":"e1f29e59-47e9-4c51-8414-f6b9aac2b8e6","source":"hackernews","source_id":"49987355","content_type":"comment","title":null,"body_preview":"Interesting and somewhat related:  Youtuber Cody Detwiler (whistlindiesel) was arrested last year and charged with multiple tax evasion felonies for using the Montana loophole to register his vehicles","author":"waltwalther","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987355"},{"id":"2a62f9b9-7764-4f01-b15b-f4d0a4b80b31","source":"hackernews","source_id":"49996728","content_type":"comment","title":null,"body_preview":"welcome to Mersenne prime awareness day\nconsider providing your pc time for https://www.mersenne.org/ distributed compute project","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13095911697763787,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996728"},{"id":"a85a2366-84b7-4b9d-bbd1-0a7dd0f2179e","source":"hackernews","source_id":"49997538","content_type":"comment","title":null,"body_preview":"hopefully they will re-write their stack with AI and save about 80% of the compute (and electricity) needed for that service.","author":"tonymet","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.11955172211433215,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997538"},{"id":"88ade543-c52b-4e27-a678-b03cd39d362c","source":"hackernews","source_id":"49996065","content_type":"comment","title":null,"body_preview":"cheapest prices are always two weeks before any public sale\nthat includes \"Black Friday\"\nthen there are hilarious prices like twice what it was two years ago\n       amazon.com/Elements-Desktop-Externa","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.14489065306460097,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996065"},{"id":"38e9fda0-ce5f-40ab-8bfe-22daedd45529","source":"hackernews","source_id":"49999393","content_type":"comment","title":null,"body_preview":"Why are they using EC2, Fargate, ECS and Lambda all at once for the same site?","author":"MisterMunchkin","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999393"},{"id":"22a27f9b-a2c7-4104-82de-a9c3718daf68","source":"hackernews","source_id":"49993032","content_type":"comment","title":null,"body_preview":"For me, Prime Day is not a time for good deals, but a time for my packages to be delayed. I hope you won’t need anything in a hurry for a week after it.","author":"xvxvx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993032"},{"id":"6e9a3dae-06f8-4622-97e8-05c5f0a0f195","source":"hackernews","source_id":"49996293","content_type":"comment","title":null,"body_preview":"Prime Day is a great day to encourage people to use tools like CamelCamelCamel or Keepa to see if the \"deals\" are actually deals.","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","template_phrases"],"bot_score":0.11038778464143645,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996293"},{"id":"89a27d50-b860-45cd-9636-1770d0cb2e8b","source":"hackernews","source_id":"50003169","content_type":"comment","title":null,"body_preview":"History for Tomorrow: Inspiration from the Past for the Future of Humanity by Roman Krznaric - https://www.romankrznaric.com/history-for-tomorrow","author":"rramadass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003169"},{"id":"bea9550e-a9a5-4493-bbd7-4573f5e42431","source":"hackernews","source_id":"50005753","content_type":"comment","title":null,"body_preview":"Discussion, as linked: https://news.ycombinator.com/item?id=49893157","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005753"},{"id":"a0543571-f064-4a3a-ba41-b8f585ce02e7","source":"hackernews","source_id":"50001732","content_type":"comment","title":null,"body_preview":"A hackernews post pointing to blogspot URL linking to a chatgpt.site URL generated  from a hackernews post on books. If the books were money this would be like banks lending money around and suddenly ","author":"tkdb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001732"},{"id":"9c0e9418-b6a4-4189-8001-6dc59f928d0b","source":"hackernews","source_id":"50001546","content_type":"comment","title":null,"body_preview":"When McKinsey Comes to Town - The Hidden Influence of the World's Most Powerful Consulting Firm. By Walt Bogdanich and Michael Forsythe\nhttps://www.penguinrandomhouse.com/books/634029/when-mckinse...","author":"Kurd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001546"},{"id":"3a746f8b-0c4f-4afd-ad64-ebb54e10afd5","source":"hackernews","source_id":"50001386","content_type":"comment","title":null,"body_preview":"The Death Ship\nB. Traven\nhttps://app.thestorygraph.com/books/a4ebe2f2-14d3-4da3-a865-...\nOne Man's Wilderness, 50th Anniversary Edition: An Alaskan Odyssey\nhttps://app.thestorygraph.com/books/44f995ae","author":"hsdropout","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001386"},{"id":"e0c7e028-91c7-461f-a740-36ae68de3618","source":"hackernews","source_id":"50007411","content_type":"comment","title":null,"body_preview":"In no particular order:\nBook of the New Sun series by Gene Wolfe. (Highly recommended)\nA Fire Upon the Deep (Either you like the Tines or the Skroderiders)\nTlön, Uqbar, Orbis Tertius by Jorge Borges (","author":"Huarache1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007411"},{"id":"609c2374-7ecc-46e8-8b7c-a3e71867ac4b","source":"hackernews","source_id":"50000968","content_type":"comment","title":null,"body_preview":"It always blows my mind that Lonesome Dove is recommended across so many different communities, especially nerd-related ones like HN. I read ~100 books a year on average and it continues to top my all","author":"garciasn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","personal_experience","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000968"},{"id":"c6e9850e-947e-45d3-a97f-6619468c4081","source":"hackernews","source_id":"50002962","content_type":"comment","title":null,"body_preview":"Programming without an OS or an instruction set is pure hardware design; they were debugging physical state machines while everyone else took the credit.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002962"},{"id":"0ced17e8-6e4e-46e0-be35-e77328562848","source":"hackernews","source_id":"50006521","content_type":"comment","title":null,"body_preview":"Not particularly relevant, but do the younger generations these days know about Captain Planet? It's kind of wild that that strong ethos on TV feels missing. Or at least, I have no idea what similar t","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13088515036237502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006521"},{"id":"09f129d9-fd99-4a2f-9f69-c2e118c23a8f","source":"hackernews","source_id":"50006495","content_type":"comment","title":null,"body_preview":"It’s not surprising. The people voting for these regulation cuts spend their whole lives in air conditioned boxes (be it their mass built houses, their massive cars, or the office), and their idea of ","author":"laweijfmvo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006495"},{"id":"969ee089-bd37-4d86-894b-6474e2599663","source":"hackernews","source_id":"50006493","content_type":"comment","title":null,"body_preview":"Also in the toxic sludge lake department, a mini documentary on Geamăna, Romania:\nhttps://www.youtube.com/watch?v=oIR8vd-bi8I","author":"andai","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11066792640697738,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006493"},{"id":"d4fa6100-8869-47b7-b62f-442c746fe830","source":"hackernews","source_id":"50007076","content_type":"comment","title":null,"body_preview":"The burden of proof seems backwards; how about we maintain list of approved safe materials and their threasholds?","author":"clcaev","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19695069432425175,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007076"},{"id":"0f591347-2787-4707-b811-15b17ad0c754","source":"hackernews","source_id":"50006620","content_type":"comment","title":null,"body_preview":"Cases like this are exactly why every populist claim of \"cost savings through deregulation\" should be met with a healthy dose of skepticism, always.\nNot only were many environmental regulations \"writt","author":"myrmidon","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006620"},{"id":"58831510-9c73-45b3-9957-72341adc86d1","source":"hackernews","source_id":"49979601","content_type":"comment","title":null,"body_preview":"Christ. What a quote. And how depressing it all is. The poor family...\n> Eels are pretty hardy, says Alistair; they can even travel over land if they need to. To see them gasping and dying on the bank","author":"ShadowOfThePit","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49979601"},{"id":"b4d056e4-4d34-4517-a116-8c6415eaecc4","source":"hackernews","source_id":"50006688","content_type":"comment","title":null,"body_preview":"The one sentence in that long article that identifies the heart of the problem:\n\"It’s so expensive to dispose of waste legally that many people attempt to do it illegally.\"\nThis is one of those things","author":"SoftTalker","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.1353264726527053,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006688"},{"id":"e7532b99-c44b-4ac2-80e4-66cf2e06c1f3","source":"hackernews","source_id":"49990700","content_type":"comment","title":null,"body_preview":"2 cents.\nMe - an avid vibe coder (with 20 years of software development experience). \nOpinion - this is next evolution. It will not go away. It bumped productivity 6x. Engineering does not go anywhere","author":"xnf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","self_reference","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990700"},{"id":"49a847a0-a3d5-4f27-93c3-aef1f3c5c702","source":"hackernews","source_id":"50003721","content_type":"comment","title":null,"body_preview":"Reads like AI generated rage bait.\nWhy I dislike AI code? Not because any of this reasons. I dislike bad written code. The overall quality of AI code is shit. Not becuase the AI couldn't do it better,","author":"krater23","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003721"},{"id":"05f02ea5-0069-49a9-bee0-54c06fdf9540","source":"hackernews","source_id":"49990813","content_type":"comment","title":null,"body_preview":"> AI Companies as Bad Actors\n> If you believe that the big AI companies is [sic] run by people who don’t have humanity’s best interests at heart\nI believe that AI companies (much like any other compan","author":"fxwin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990813"},{"id":"bad8379f-d2c6-480c-bf43-5d544b6e7392","source":"hackernews","source_id":"49990691","content_type":"comment","title":null,"body_preview":"I wonder how the author feels about the fact that the code powering his blog (making it accessible to readers) was very likely written by AI.","author":"tuxt","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990691"},{"id":"87f9cccf-f628-494c-bb7f-ceb1f865c81e","source":"hackernews","source_id":"49991990","content_type":"comment","title":null,"body_preview":"Not to mention stolen/copyrighted code now being in your stuff. That alone should be a reason to never use AI.\nI never understand why nobody here thinks of stuff like this.","author":"VCFundedGenYer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.09775267340958596,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991990"},{"id":"10ebd65b-82b7-4a7c-aca5-46f556e7bb69","source":"hackernews","source_id":"49990748","content_type":"comment","title":null,"body_preview":"There are a lot of similar articles to this recently, and there will be many more. There will also be many articles with the opposite view. Both are interesting and offer different viewpoints to what ","author":"_usefulcat","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990748"},{"id":"c4608e66-ec39-4650-b200-75accf65b42b","source":"hackernews","source_id":"50008809","content_type":"comment","title":null,"body_preview":"Insisting that software be created without AI is becoming like insisting that a photograph be hand painted instead of printed.","author":"maidaman","classification":"human_created","confidence":0.7,"indicators":["analogy_as_argument","opinionated_stance","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008809"},{"id":"ca8adbc0-760a-45f4-8341-cd4421a41459","source":"hackernews","source_id":"49990897","content_type":"comment","title":null,"body_preview":"I like AI coding.  I was talking about this with a writer friend: what I get paid for is my judgement.  Which goals are worth pursuing and which aren't?  We always knew tech is all tradeoffs all the w","author":"EarthBlues","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990897"},{"id":"5413c901-af79-4d92-a54f-977451f3930c","source":"hackernews","source_id":"49990512","content_type":"comment","title":null,"body_preview":"First, if someone's profession has been vastly transformed, and not necessarily in pleasant ways, they're allowed to have feelings about that. If nothing else, I find talking to AIs to be exhausting.\n","author":"ekidd","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990512"},{"id":"f2b58878-a4ce-4c87-a2ae-790144e8ab13","source":"hackernews","source_id":"49990434","content_type":"comment","title":null,"body_preview":"It seems like a very lazy attempt to rebut the reasons. In particular:\n\"In this situation it isn’t the technology that takes the job, it’s the mode of production. And given that programming is intelle","author":"airza","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990434"},{"id":"813c0850-0c21-41cb-80b4-d581a3106518","source":"hackernews","source_id":"49990445","content_type":"comment","title":null,"body_preview":"I don't understand the point of this article. It is written poorly. It doesn't state a purpose or line of thought, you can infer it from how he counters the dislike reasons, but then was the point of ","author":"metchio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990445"},{"id":"c98c04f3-f779-47e2-bb08-6b040bac59dd","source":"hackernews","source_id":"49990435","content_type":"comment","title":null,"body_preview":"It would be interesting to see the linked talk \"Useing You're Type's Good\", but it seems to have been deleted.","author":"normie3000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990435"},{"id":"93f1a3a4-8d74-4ca9-b941-4152d4215a13","source":"hackernews","source_id":"49992425","content_type":"comment","title":null,"body_preview":"I was curious about codeberg.org as an alternative to Github for opensource work. They had voted on an LLM policy and decided against vibe-coded repos while allowing some AI use. This got me thinking ","author":"karmakaze","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","over_qualification","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992425"},{"id":"3383ce7e-51c4-485d-9cfa-d667cb1bbdb0","source":"hackernews","source_id":"50002203","content_type":"comment","title":null,"body_preview":"I think this post's arguments are mostly flawed, but without getting into that, my problem with \"AI\" is that it's just fundamentally antisocial - it's built on using the work of billions of people in ","author":"creata","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002203"},{"id":"615f1bac-445d-4ba9-8d0e-b8219a611170","source":"hackernews","source_id":"49990486","content_type":"comment","title":null,"body_preview":"I think the employment thief point is always misstated.\nWe invented compilers, word processors, templated document generation, code generators, DSLs and things like that which were all labour reductio","author":"sdcfgy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1322204972155219,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990486"},{"id":"a0e5c1ab-6751-41a0-a2bc-111123d569d4","source":"hackernews","source_id":"49990501","content_type":"comment","title":null,"body_preview":"I am not sure if I am more tired of people building with AI or people complaining about people building with AI. If you really that bothered, there is nothing stoping anybody from keep doing things th","author":"pelagicAustral","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990501"},{"id":"dfe51298-afe5-4575-ac63-c574cb81b849","source":"hackernews","source_id":"49990597","content_type":"comment","title":null,"body_preview":"My say about this\n1. I think most of us know the same thing is occurred when first compile came into the market (Most of them hated it saying 'High Quality ASM code would be only generated by humans' ","author":"Regex777","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990597"},{"id":"f52af3b7-c282-41f5-a590-db2a073374b3","source":"hackernews","source_id":"49990528","content_type":"comment","title":null,"body_preview":"I like coding. You can take away my AWK and C, Bash and Go and Javascript (yes I even enjoy coding Javascript unironically, sue me. I like making self-contained HTML5 one-file-and-offline tools for fu","author":"falsaberN1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990528"},{"id":"d6bc2dc0-bda7-43c4-be74-1a7af0a01ef7","source":"hackernews","source_id":"49990469","content_type":"comment","title":null,"body_preview":"I don't like AI coding, but I can't say it's not useful. Most of the arguments in this article can be disarmed by taking the abstraction \"one step up\". LLM generated modules and software, microservice","author":"tinthedev","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.2521504055050381,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990469"},{"id":"5a5718cd-2a26-4882-bc1a-d6b3cb4ea786","source":"hackernews","source_id":"49990675","content_type":"comment","title":null,"body_preview":"> Code as Art\nCode is code.\nCode can be art, code can also be simply a tool to reach a goal.\nIf you want to create art, do it with your own two hands and your brain.\nIf you want to just Do The Thing, ","author":"dev0p","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990675"},{"id":"6f3a4cbb-0d84-4fee-b23b-3a774094e1a9","source":"hackernews","source_id":"49996305","content_type":"comment","title":null,"body_preview":"100ms for a write - not usable for anything beyond toys.\nI mean we have https://github.com/denoland/celld - with a known good open source history. Durable writes there are as low as 1ms.","author":"anilgulecha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08302539629383439,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996305"},{"id":"1674b212-d06b-4319-a2aa-74a2224376c6","source":"hackernews","source_id":"49996250","content_type":"comment","title":null,"body_preview":"This looks really nice! How would you compare it to Rivet? I think they were also originally pitched as an open source version of durable objects:  https://rivet.dev/actors/compare/rivet-actors-vs-clo","author":"divyagnan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996250"},{"id":"717da710-a54c-4e2b-9a58-e87e3db97684","source":"hackernews","source_id":"49995842","content_type":"comment","title":null,"body_preview":"How do you compare to Azure Durable Functions, Temporal, AWS Lambda Durable Functions?\nCan't Durable Entities meet the same use cases?\nEDIT: Of course I am not talking about the difference in OSS vs n","author":"verst","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995842"},{"id":"a36f4b97-9c07-445e-b8b8-c0a124285875","source":"hackernews","source_id":"50000209","content_type":"comment","title":null,"body_preview":"Love actor-based infra! can you compare/contrast this to cell.dev?\nhttps://celld.dev/\nhttps://tlockney.github.io/celld-book/\nhttps://noite.now/ https://github.com/kentcdodds/kody-celld\nhttps://celld-o","author":"patcon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000209"},{"id":"fcc3a1c3-2e34-4e85-8fbc-56011eaf62ae","source":"hackernews","source_id":"49995954","content_type":"comment","title":null,"body_preview":"Looks great but one of the common problems with the virtual actor model is state query. It's all well and good to have nice separated state dbs but for most use cases that means further double up on s","author":"jeremycarter","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","template_phrases"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995954"},{"id":"244208bc-9c17-4eea-9526-67164ccd5451","source":"hackernews","source_id":"49991310","content_type":"comment","title":null,"body_preview":"Cool project!\nPls fix (AI slop?):\n  Unsupported: Smartphone Eyepiece Adapter\n  Eyepiece adapters hold the phone’s camera over the eyepiece so you can photograph through the telescope. AstroHelm does n","author":"rrr_oh_man","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.06874999999999999,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991310"},{"id":"4a08f42c-aae0-4457-917c-30832797c7e9","source":"hackernews","source_id":"49992118","content_type":"comment","title":null,"body_preview":">\"Works Offline\nThe best dark-sky sites don't have Internet access. AstroHelm’s plate solving engine runs entirely on device. No internet connection required, and your camera images stay on your phone","author":"peter_d_sherman","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992118"},{"id":"df9ac1ea-3a9d-4ad7-8306-62d927270f38","source":"hackernews","source_id":"49992228","content_type":"comment","title":null,"body_preview":"I often use Stardroid/SkyMap for this, which is free (open source) software\nhttps://github.com/sky-map-team/stardroid","author":"preisschild","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992228"},{"id":"fd2926b5-c075-4d2f-91e5-b36c1b36a9c3","source":"hackernews","source_id":"49991388","content_type":"comment","title":null,"body_preview":"This looks great, but why is there no \"plus\" version for Android?","author":"fanatic2pope","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991388"},{"id":"968c5e35-0803-4323-a07e-d51829e00c02","source":"hackernews","source_id":"49997673","content_type":"comment","title":null,"body_preview":"just getting into astrophotography - seeing a few apps for that purpose have been fun.\n@HeavenFox - also in NYC -  drop me a line over at allisterk.com if you have a chance!","author":"pointpth","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997673"},{"id":"7fbe4a81-e60b-4e8a-a1aa-a0269b940414","source":"hackernews","source_id":"49995322","content_type":"comment","title":null,"body_preview":"Really dumb question - but how does the phone know the distance from your phone lens to your telescope lens? I assume this varies greatly from mount to mount and will change how accurate the app is?","author":"jnsie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995322"},{"id":"21e0add6-577b-40e9-9989-97be0c1afd15","source":"hackernews","source_id":"49991506","content_type":"comment","title":null,"body_preview":"Good call ditching ML. Traditional CV still wins on power, latency, and determinism for star centroiding.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991506"},{"id":"780843e8-a866-45cf-b2a3-65211a603cf1","source":"hackernews","source_id":"49995241","content_type":"comment","title":null,"body_preview":"Looks cool! Plate solving is an incredibly useful technology for astronomy, putting it into the smartphone makes it available for a lot of \"non-smart\" setups. Only one question: does it have a polar a","author":"_ph_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995241"},{"id":"4c5a3459-1bc7-412e-97c6-ea4bf73c5780","source":"hackernews","source_id":"49993902","content_type":"comment","title":null,"body_preview":"Interesting, thanks.\nA related issue I’ve been wondering about: Why don’t gimbals for cameras and smartphones offer an astrophotography mode for long  exposures of the night sky?","author":"Tepix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.10691703621312852,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993902"},{"id":"99251a74-be1d-4d9b-b4ca-46e457424e72","source":"hackernews","source_id":"49991732","content_type":"comment","title":null,"body_preview":"This looks like a nice alternative to PiFinder. No extra hardware required. https://www.pifinder.io/","author":"skypanther","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991732"},{"id":"c4a873a1-90c7-4a54-bdc4-27f2007adbe1","source":"hackernews","source_id":"49991661","content_type":"comment","title":null,"body_preview":"- Accurate up to within 10 arcseconds (1/360 of a degree)\n- Computes coordinates in less than a second\nFor comparison, the sky moves 15 arcseconds per second. So without a motorized mount to keep the ","author":"danbruc","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.13241398575834457,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991661"},{"id":"06e9d325-eb94-4250-a0aa-65c861395183","source":"hackernews","source_id":"49991267","content_type":"comment","title":null,"body_preview":"Hey, I'd actually use that. I build telescopes (see personal site in profile) and only do visual astronomy. I voluntarily prefer to use old-ish phones, i.e. currently I am using an iPhone SE 2022. Do ","author":"chantepierre","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991267"},{"id":"a14f754b-526c-47f5-88ee-a9ecd9a96960","source":"hackernews","source_id":"49989366","content_type":"comment","title":null,"body_preview":"For context, whatever the background to the Mineserver story lets set that aside - make of it what you will.\nWhat IS worth understanding is that the aftermath is the Cringely was relentlessly and endl","author":"wewewedxfgdf","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","synthetic_empathy"],"bot_score":0.12187114451819908,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989366"},{"id":"319ac323-65ef-46be-8ae2-29d924e044cf","source":"hackernews","source_id":"49989248","content_type":"comment","title":null,"body_preview":"Remarkable article.\nIt gets to the heart of the dichotomy between true and false where lies are just deliberate false statements.\nAs the author correctly pointed out, walking extensively in the path o","author":"elendilm","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989248"},{"id":"ed064210-9f7a-4557-94be-05e96552f4dd","source":"hackernews","source_id":"49988042","content_type":"comment","title":null,"body_preview":"serial lying is arguably one of the top problems in US politics now, if not the top","author":"syngrog66","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.129819746947802,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988042"},{"id":"3c430917-782a-4461-95e4-26430ed63b2f","source":"hackernews","source_id":"49989381","content_type":"comment","title":null,"body_preview":"So why is everyone sure this guy is actually dead?","author":"locallost","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989381"},{"id":"ae190d31-6003-4403-92ab-71be7e47469e","source":"hackernews","source_id":"49989236","content_type":"comment","title":null,"body_preview":"Modern chunk generation is enough to make even a dual Xeon sweat.  Doing it on a fanless ARM board would have sucked even if he did manage to ship.","author":"krautburglar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989236"},{"id":"7e562298-11ba-4abf-84a3-56c414f758c7","source":"hackernews","source_id":"49988777","content_type":"comment","title":null,"body_preview":"He should have just installed the multicraft panel then called the software good. This is less than an afternoon's worth of work. Scam.\nAlso for the price of one of these you could rent over a year of","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.14265445629613693,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988777"},{"id":"dd059ec8-5990-4777-b765-05694d195938","source":"hackernews","source_id":"49987599","content_type":"comment","title":null,"body_preview":"In Sikhism, God is understood as 'Truth' (\"The name of God is Truth\" is the first line in their holy book), and to be aligned with God is to be aligned with the Truth.\nI don't claim to be a paragon of","author":"N_Lens","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","human_indicator_self_reference"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987599"},{"id":"8e9c9b2a-8788-4c17-b0be-7adf80649b6d","source":"hackernews","source_id":"49988080","content_type":"comment","title":null,"body_preview":"Building a mineserver today feels like it would be a lot easier with say a N100/N150 mini PC then with all of the modern open source Minecraft software components like Paper or Crafty. The idea was go","author":"firesteelrain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","natural_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988080"},{"id":"12e3af96-034d-4907-b714-eb9b3838d090","source":"hackernews","source_id":"49988608","content_type":"comment","title":null,"body_preview":"Ouch. Thank you for sharing this story. I am stunned but weirdly unsurprised. I encountered several people like this version of Bob in silicon valley. Some of them reached huge liquidity events and th","author":"JMiao","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","personal_experience","specific_cultural_reference"],"bot_score":0.12125609058328204,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988608"},{"id":"aafeb7cf-d019-4874-95d9-ed0933d83892","source":"hackernews","source_id":"49988609","content_type":"comment","title":null,"body_preview":"> We won’t do THAT again.\nNarrator's voice: They will do it again.","author":"vova_hn2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.08290858435494837,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988609"},{"id":"dedb1573-a51b-43ba-b308-7f8c399af207","source":"hackernews","source_id":"49989074","content_type":"comment","title":null,"body_preview":"So it seems he’s a bad inventor, but a great storyteller. He should have written novels.","author":"fzeindl","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989074"},{"id":"3f2e9993-a64d-49c2-943e-7b862ecc57a8","source":"hackernews","source_id":"50004149","content_type":"comment","title":null,"body_preview":"I love that the logical progression from failing Mineserver is supersonic orbital launches.\nLike what's the thought process here?\n> Wow it sure was hard to install linux and minecraft onto a Raspberry","author":"hanneshdc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004149"},{"id":"f2accd54-3143-4851-9022-18ff6abc8d30","source":"hackernews","source_id":"49993509","content_type":"comment","title":null,"body_preview":"Did he actually die?\nhttps://news.ycombinator.com/item?id=49949438\nHis Wikipedia page has not changed and there are no news articles about it.","author":"tarr11","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993509"},{"id":"87ebddd5-aa05-4045-864f-a81024765925","source":"hackernews","source_id":"49988072","content_type":"comment","title":null,"body_preview":"Richard Garriott, Peter Molineux, Chris Roberts there's a long list of similar \"Don't give money to your childhood heroes\" stories","author":"gmerc","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988072"},{"id":"1b331772-066a-4d44-8d23-53a8d80ae484","source":"hackernews","source_id":"49987686","content_type":"comment","title":null,"body_preview":">Cringely posted pictures of the boards, the SD cards that would hold the open-source Minecraft server software, and the plastic shells etched by a laser cutter that would serve as the cases.\nFor othe","author":"opan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987686"},{"id":"11dc3718-d4fc-4d9f-845c-0712c972d5eb","source":"hackernews","source_id":"49988991","content_type":"comment","title":null,"body_preview":"Influencer from ages ago with dubious claims to fame building a hardware project that never sees the light of day?\nI feel like I've heard this one before. Its the story of the Intellivision Amico & To","author":"Morromist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988991"},{"id":"53a4de3d-b9ff-4abc-a951-b929c24f3eef","source":"hackernews","source_id":"49987696","content_type":"comment","title":null,"body_preview":"(2020)\nI'd hope anyone who saw \"Plane Crazy\" would know better than to back a Robert X. Cringely Kickstarter, and I'd expect anyone who followed his tech takes for a bit would have acquired some salt ","author":"syntheticnature","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987696"},{"id":"c07e8bf9-543c-4ee6-b6b7-e5f1b8f92499","source":"hackernews","source_id":"49987747","content_type":"comment","title":null,"body_preview":">There is no scenario where you have enough time to pick up a bunch of clothes but nobody thinks to grab the irreplaceable electronic parts that you spent $90,000 on.\nGonna have to disagree on this on","author":"Toynbeeidea","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987747"},{"id":"aeb35e89-aded-4c62-a882-15f103c10a10","source":"hackernews","source_id":"49950997","content_type":"comment","title":null,"body_preview":"This has bothered me from the start. I was not one of the buyers, so I have a different take on the issue. From all his writings, you get a sense that Cringely was a big-idea man, but he had very litt","author":"WheelsAtLarge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49950997"},{"id":"e472ceb4-6626-4f55-8313-511bac510efc","source":"hackernews","source_id":"49997915","content_type":"comment","title":null,"body_preview":"This synth is fucking crazy, synths have never approached this price point before ever. You have european firms like teenage engineering making similar products for 1500+ euro. hoping for more like it","author":"monskov","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997915"},{"id":"538ef8fa-c50b-4d9b-afdf-87e9be033ab7","source":"hackernews","source_id":"49999371","content_type":"comment","title":null,"body_preview":"yeah, this escalated quickly.\ni hope to see fm-1.5 with sd card soon to make it sampler. or is it time for hardware mod?..","author":"nwalkr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999371"},{"id":"2a69a42b-957d-40d0-b26f-0dd36ca207cf","source":"hackernews","source_id":"49997280","content_type":"comment","title":null,"body_preview":"Every firmware on the planet is under attack right now.\nFinally all these devices with great hardware and less-than-perfect software can have their wrongs put right.","author":"qingcharles","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997280"},{"id":"c475ef04-f4cd-479d-8c1e-999205fd9c40","source":"hackernews","source_id":"49997747","content_type":"comment","title":null,"body_preview":"I don't get the hype. A processor 10'000x less powerful than a 2021 M1 iPad, sound quality of late 90s to early 2000s VA. It's cheap and sounds the part.\nYou CAN get an STM32 to sound beautiful and fu","author":"Archit3ch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997747"},{"id":"988a6b9e-20b2-46eb-88c8-5c6782482207","source":"hackernews","source_id":"49998878","content_type":"comment","title":null,"body_preview":"I started collecting all the links on an “awesome list” since this exploded https://github.com/cicloid/awesome-fm-1\nThe interesting question is how much of the fizz from these efforts will disappear i","author":"cicloid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_obvious_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998878"},{"id":"f6774dae-0c44-4391-a6a0-eec315fdf93f","source":"hackernews","source_id":"49995826","content_type":"comment","title":null,"body_preview":"I bought one a few months ago as a cheap DX7 clone. It's great just as that. So then all these new firmwares coming out have just been incredible. It's like a poor man's OP1 now.","author":"NDlurker","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995826"},{"id":"548b01e1-2ec9-4180-a908-8f99832511eb","source":"hackernews","source_id":"49998543","content_type":"comment","title":null,"body_preview":"I know this will not be a popular take, but surely I am not the only one who is super tired of endless control surfaces for the same FM and Karplus-Strong algos.\nI'm a weirdo, but I love the sound of ","author":"peteforde","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998543"},{"id":"3bb83128-cb63-4a07-bf3a-8f643ad5bd39","source":"hackernews","source_id":"49995550","content_type":"comment","title":null,"body_preview":"I just got one of these, the ecosystem is so exciting right now. I just loaded the sloop firmware on it (super painless webusb) and it's crazy. From another DX7 machine to a simple little groove box w","author":"rkachowski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995550"},{"id":"537f65eb-6740-45ca-850a-5ce6d488039f","source":"hackernews","source_id":"49995360","content_type":"comment","title":null,"body_preview":"Myself and a couple friends bought this device a few weeks ago and with the firmware being released, its an amazing device.\nI love the idea of cheaper Chinese music hardware with the ability for open ","author":"itsdavesanders","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995360"},{"id":"c60d000c-d689-4477-9ce5-0a5e8e3bc3c1","source":"hackernews","source_id":"49994997","content_type":"comment","title":null,"body_preview":"For context, this is a $65-$80 synthesizer that's been pretty popular for its cheap price tag, and there have been a bunch of third party firmwares being released to make it even more friendly and fea","author":"chrisshroba","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994997"},{"id":"f6612920-d0cd-458c-9926-3f3781b3b4d3","source":"hackernews","source_id":"49995325","content_type":"comment","title":null,"body_preview":"Disclaimer: I have worked in the music technology business for decades, building toys like this - my opinion is formulated in the fire pits of NAMM and Frankfurt Musik Messe and Superbooth.\nThe M-VAVE","author":"MomsAVoxell","classification":"human_created","confidence":0.92,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995325"},{"id":"84dec2d6-3aa7-4a14-8fa2-e0b4e22843e3","source":"hackernews","source_id":"49998002","content_type":"comment","title":null,"body_preview":"This really feels like full circle for me. Back around 2012, I started \"music synthesizer for Android\" and put an app on the Play Store. This was a 20% project for me – I was on Google Fonts at the ti","author":"raphlinus","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","self_reference","natural_digressions","platform_fluency","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998002"},{"id":"4dc016d4-8516-4a07-bcba-6678b3195063","source":"hackernews","source_id":"49995030","content_type":"comment","title":null,"body_preview":"For those that haven't been following along, a TON of custom firmwares have shown up for the M-VAVE FM-1, a roughly ~$70 synth.\nBaudGirl's VA is probably the biggest right now: https://baudgirl.com/wo","author":"vegadw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995030"},{"id":"5898b497-3bd5-4087-8c30-714b8d826cf6","source":"hackernews","source_id":"49994401","content_type":"comment","title":null,"body_preview":"Thought the headline was some oblique metaphor, but it is quite literal woodworking advice.","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11038778464143645,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994401"},{"id":"a62dff29-e8dd-4d5f-be75-42a5735161f6","source":"hackernews","source_id":"49993643","content_type":"comment","title":null,"body_preview":"Lovely writeup. Makes me want to go make something with my hands!","author":"klaff","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.3110994627178614,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993643"},{"id":"9d094d84-941a-490c-92e8-938ca45ca887","source":"hackernews","source_id":"49994093","content_type":"comment","title":null,"body_preview":"I’m impressed a 2010 web page is still up.  The links at the end are pretty much all dead.  I have actually wondered what the angle should be when I turn a mallet—now I know.","author":"beede","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994093"},{"id":"a5e494a2-6167-45ba-aca9-9fda07d150dd","source":"hackernews","source_id":"49995085","content_type":"comment","title":null,"body_preview":"This seems to assume that the segment between the pivot point (wrist or elbow) and the butt of the chisel must form a 90° angle with the chisel's shaft.  Not being a woodworker – can't one simply move","author":"colanderman","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995085"},{"id":"6d9a359a-ec37-4b42-9818-b1718f8b1715","source":"hackernews","source_id":"49993412","content_type":"comment","title":null,"body_preview":"I like marking the date with the stamp of a penny. I knew a builder who did similar on a home and used pennies as washers in a few places— date visible of course. \nOtherwise good write up and never us","author":"dieselgate","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.07330276658323728,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993412"},{"id":"9e76500b-5f31-4ebe-ad55-b908e800a6c3","source":"hackernews","source_id":"49993918","content_type":"comment","title":null,"body_preview":"My favorite part of these woodworking diaries is when they inevitably make a minor mistake like hammer in the wedge too early, or fasten/glue something upside-down. It's a delightful little window int","author":"tantalor","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993918"},{"id":"d4d524fc-2e93-4394-a51b-a4dd8767882c","source":"hackernews","source_id":"49993718","content_type":"comment","title":null,"body_preview":"What shall I make with all my tools?  I shall make another tool!\nFamiliar impulse among software engineers.","author":"shermantanktop","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993718"},{"id":"6539996f-f961-4756-877a-f997cbd76d3c","source":"hackernews","source_id":"49994127","content_type":"comment","title":null,"body_preview":"I've always gotten so little done in wood working because I love making tools more than furniture. This was great. It's a good example of how unintuitive but important knowledge is everywhere in tool-","author":"steve_adams_86","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","strong_opinions","platform_fluency"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994127"},{"id":"d4b53ff6-16f2-4d15-a78f-39ca58cb0597","source":"hackernews","source_id":"49994477","content_type":"comment","title":null,"body_preview":"The argument for head angle sounds good, but in practice it doesn't matter. An awful darn lot of houses were framed with hammers that have the head perpendicular to the handle. If it were essential, t","author":"mauvehaus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994477"},{"id":"3f9a9642-9459-4cb9-935e-ddbf48084a2c","source":"hackernews","source_id":"49997377","content_type":"comment","title":null,"body_preview":"Also see https://news.ycombinator.com/item?id=49997249 for the 1372 unique strings:\nabion, acc, account, accounting, ace, acg, act, action, active, ada, add, adeka, adidas, adk, admin, admiral, adobe,","author":"bwblabs","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997377"},{"id":"2d05fe4e-3824-47a2-8148-a27e2cfcc706","source":"hackernews","source_id":"49999242","content_type":"comment","title":null,"body_preview":"can't believe their going to get away with stealing & re-allocating third level .name addresses while simultaneously enshittifying the domain name system with any of these unworthy and over-long addre","author":"slartibardfast0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999242"},{"id":"a3b997b2-d9ba-4e81-9804-151ab8db6eed","source":"hackernews","source_id":"49997765","content_type":"comment","title":null,"body_preview":"Please, no more... don't we already have enough junk tlds?","author":"nubinetwork","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13143914096827325,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997765"},{"id":"7ebaf976-2170-4d65-ae68-9152e8bc446a","source":"hackernews","source_id":"49998346","content_type":"comment","title":null,"body_preview":"\"ICANN's mission is to help ensure a stable, secure, and unified global Internet.\"\nNo, ICANN mission is to make more money and maintain strong monopoly. Maybe they can be honest about it.","author":"cute_boi","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.12397841104948414,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998346"},{"id":"e1d9bde8-708e-4344-a369-4ec89dd4500d","source":"hackernews","source_id":"50002400","content_type":"comment","title":null,"body_preview":"I put together a quick website to explore the 2026 new gTLD applications, including the applicants and the strings they've applied for.\nhttps://sohib.github.io/icann-2026-gtld-explorer/","author":"suhaybh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","original_contribution"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002400"},{"id":"d9d8f5d2-e88c-4a7b-9005-c45ada25db2a","source":"hackernews","source_id":"49997574","content_type":"comment","title":null,"body_preview":"Here is a direct link to the applied TLDs: https://newgtldprogram-aps.icann.org/applications\nIf my counting is correct (the results wrap across multiple pages), 13 companies applied for the .agent TLD","author":"jmaw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997574"},{"id":"bbfdae0e-1cd5-4581-a6ec-fa662c86f1a7","source":"hackernews","source_id":"50008354","content_type":"comment","title":null,"body_preview":"https://newtlds.lol/\nApparently .agent the most requested with 13 orgs applying for it.\nFollowed by .bit with 11, and .api, .brand, .hub with 10 each.\nAnd apparently \"Link Freedom Group Ltd\" has 213 a","author":"gertrunde","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","false_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008354"},{"id":"4a71333c-7e7a-4932-b683-186fea2b1ab7","source":"hackernews","source_id":"49999141","content_type":"comment","title":null,"body_preview":"I think .cos and .con should probably be rejected for typosquatting concerns.","author":"colemannugent","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999141"},{"id":"9ad85359-767e-4af9-acd1-33f43ea39344","source":"hackernews","source_id":"49997545","content_type":"comment","title":null,"body_preview":"Anthropic applied for `.claude` and `.anthropic`. OpenAI applied for: agent, agi, asi, chatgpt, codex, daybreak, deploy, evals, gpt, mcp, model, oai, openai, skill, & voice.","author":"droidjj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997545"},{"id":"ba97e98b-e656-45e8-96b3-99151ada7d2f","source":"hackernews","source_id":"49997733","content_type":"comment","title":null,"body_preview":"I remember when I worked for a registry (not a registrar) before the first launch of gTLD's. Bizarrely one of the products they were excited to promote was not to register domains under a TLD, but rat","author":"CalRobert","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997733"},{"id":"717fb71c-e3e0-4040-bf38-d770f12c043c","source":"hackernews","source_id":"50011106","content_type":"comment","title":null,"body_preview":"This seems to be a trend with a lot of AI usage, which will be accelerated with consumer-facing agents. Attempting to save the user a small amount of time ends up wasting the time of countless others.","author":"al_borland","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.07825348449957382,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011106"},{"id":"4995b80b-9a0f-4504-958d-ad8d161aac53","source":"hackernews","source_id":"50012211","content_type":"comment","title":null,"body_preview":"So in this case there is a person at the other end.  They decided to just use an LLM to write the message instead of writing it themselves.  It sounds like it's different from pure spam that you're ge","author":"mattm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012211"},{"id":"3fe98336-5711-4ea7-b841-92ead2b1e8a7","source":"hackernews","source_id":"50013502","content_type":"comment","title":null,"body_preview":"As a non-native english speaker, I would say that even if the human has used an LLM to polish his writing, you are still interacting with a human. I use LLMs to polish my words (not the ones here on H","author":"jventura","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","self_reference","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013502"},{"id":"3558f312-4404-416e-8d21-d19685f3d0c7","source":"hackernews","source_id":"50004971","content_type":"comment","title":null,"body_preview":"None of this had to happen if Google didn't have to change design systems every year like they come up with a new messaging app every year.\nGoogle's Fisher-Price-ificiation of software UX is bad and s","author":"kotaKat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004971"},{"id":"5c0037aa-cdd2-4ccc-a24d-bc94aa0bf7f9","source":"hackernews","source_id":"50008527","content_type":"comment","title":null,"body_preview":"Firefox 157 rounded rects clip the Mac scrollbar in add-on popups: https://bugzilla.mozilla.org/show_bug.cgi?id=2077510","author":"lapcat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008527"},{"id":"b5859224-593f-4129-b460-8b05dd0fbd9f","source":"hackernews","source_id":"50005613","content_type":"comment","title":null,"body_preview":"I guess I'm the only one that likes this update...","author":"panja","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005613"},{"id":"f7c02590-fbe7-4f37-a53d-5f62990c0ae3","source":"hackernews","source_id":"50004084","content_type":"comment","title":null,"body_preview":"Firefox trying hard to get rid of good stuff, while keeping a bugzilla backlog of 15 years, what a surprise.","author":"justthisonceok","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004084"},{"id":"a868b070-5968-403b-add0-6270591ff907","source":"hackernews","source_id":"50008372","content_type":"comment","title":null,"body_preview":"I still hold a grudge over the change from Photon to Proton theme. It should be easier to customize this.","author":"highspeedbus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008372"},{"id":"d7c9483c-9279-4e52-8174-b49cf0741f5f","source":"hackernews","source_id":"50003989","content_type":"comment","title":null,"body_preview":"the day firefox execs took private jets to meeting, I knew it can never be fixed. surprised still the downfall is not reached bottom","author":"quertyrecord74","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003989"},{"id":"b259de79-4be4-496c-87b7-4d6a59897d5f","source":"hackernews","source_id":"50008519","content_type":"comment","title":null,"body_preview":"I added\n  border-radius: 0px !important;\n\nto my user chrome as per the article, but it didn't seem to accomplish anything.  I've restarted with no effect.  I didn't have a custom userChrome.css file b","author":"kbelder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008519"},{"id":"12288397-53f1-4f2e-bf4b-ea7ab82e48ea","source":"hackernews","source_id":"50002936","content_type":"comment","title":null,"body_preview":"Nice, I was mildly annoyed with the UI change. It takes longer for me to see which tab was active with the style and I didn't really find it any more pleasing to look at.","author":"AngryData","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002936"},{"id":"938d2674-39ff-4ec6-abab-8abb973dc778","source":"hackernews","source_id":"50002043","content_type":"comment","title":null,"body_preview":"For the essentials;\n1) See the diagrams under \"Illustrations\" section in the above press release. They are quite clear.\n2) For more details see \"Popular Information\" where the diagrams are explained -","author":"rramadass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002043"},{"id":"314edc81-8c79-40bb-bc7d-dffb3aa87609","source":"hackernews","source_id":"49990997","content_type":"comment","title":null,"body_preview":"See also this discussion about this in the sci-fi series The Expanse, where a planet has bi-chiral organisms (able to use both versions of these molecules): https://www.reddit.com/r/TheExpanse/comment","author":"m12k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990997"},{"id":"9fc65e36-5c31-42df-9779-269cf6f349c3","source":"hackernews","source_id":"49995519","content_type":"comment","title":null,"body_preview":"Do I understand correctly that Kagan has been working on his part for (more than) 40 years?","author":"yawz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995519"},{"id":"92da68b3-5476-4094-9938-8a87bbe25f19","source":"hackernews","source_id":"49992499","content_type":"comment","title":null,"body_preview":"Does this imply a parity violation (and thus that the weak force must somehow ultimately be in involved in the reaction)?","author":"dooglius","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992499"},{"id":"1bebab6f-388a-494c-8d76-77ddd38dc395","source":"hackernews","source_id":"49993686","content_type":"comment","title":null,"body_preview":"We have matter-antimatter asymmetry in physics... and now I just learned there's a similar concept in chemistry (one variant frequently occurs in life while the other mirrored variant is rarely found ","author":"altilunium","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.289154140665565,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993686"},{"id":"bda0254a-8970-43d6-8f76-3a7ed10f4e92","source":"hackernews","source_id":"49992597","content_type":"comment","title":null,"body_preview":"As a right-handed person, I find this deeply offensive and request all left-handed life be destroyed at once!!\nThat said, would it be possible to make \"right-handed\" food that is safe to eat, satisfie","author":"ahmedfromtunis","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992597"},{"id":"3eed1668-7812-43dd-8af3-4cbf30a327ec","source":"hackernews","source_id":"49993616","content_type":"comment","title":null,"body_preview":"The popular information is always a great read for non-experts!\nhttps://www.nobelprize.org/prizes/chemistry/2026/popular-inf...","author":"Bayes7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993616"},{"id":"16fe5c9a-7558-4f81-b8ed-431d8dccc28b","source":"hackernews","source_id":"49991015","content_type":"comment","title":null,"body_preview":"This is a plot point in one of my most favourite science fiction novels by Roger Zelazny... bit of a spoiler, so ROT13:\n_Qbbejnlf va gur Fnaq_\nwhich still has my favourite life situation for a protago","author":"WillAdams","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_opinion"],"bot_score":0.11434262652984595,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991015"},{"id":"9b9214cb-6605-4b56-bae1-b738facb7483","source":"hackernews","source_id":"50000820","content_type":"comment","title":null,"body_preview":"I watched the announcement video [0] and found it strange that they cut off Prof Soai during the last question — he was trying to understand whether he was being asked for his favorite molecule in the","author":"smath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.271645460175192,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000820"},{"id":"2620dd71-6220-465b-b4eb-aedfe70b320c","source":"hackernews","source_id":"49990869","content_type":"comment","title":null,"body_preview":"Related to this? https://en.wikipedia.org/wiki/Mirror-image_life","author":"jacob_rezi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990869"},{"id":"f0d5759b-e242-4912-a262-d3fe5fc0aedc","source":"hackernews","source_id":"49991183","content_type":"comment","title":null,"body_preview":"Cool, brings back some memories from grad school. Always found these types of reactions with self-reenforcing quite interesting.\nReminds me of another paper where just stirring a solution or not would","author":"mhrmsn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991183"},{"id":"46d61b59-8f48-4559-a3e8-800b5cda4432","source":"hackernews","source_id":"49998750","content_type":"comment","title":null,"body_preview":"In 2004, left-handed sugar was hyped as a way to eat junk food without absorbing the sugar. It turned out to be too expensive, but I think it's an interesting story (oddly involving Mars!). More here:","author":"bizzyskillet","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998750"},{"id":"74ae4172-2579-4707-9015-1190d558e588","source":"hackernews","source_id":"49996706","content_type":"comment","title":null,"body_preview":"Fun fact: his family name in kanji 硤合 is so rare that most people don't even know how to read it thus most japanese news sites using a hiragana translation そあい","author":"haunter","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.1418035713992711,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996706"},{"id":"36c1ec44-5708-46dc-8691-73f0cf14d525","source":"hackernews","source_id":"49995196","content_type":"comment","title":null,"body_preview":"Congratulations to Professor Soai on winning the Nobel Prize. The discovery of asymmetric autocatalysis is truly groundbreaking, and as a fellow Japanese, I am incredibly proud of this achievement.","author":"Gensui","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995196"},{"id":"59c41376-5254-4b48-a395-2ad2ae7dd86c","source":"hackernews","source_id":"49997682","content_type":"comment","title":null,"body_preview":"The chirality of biomolecules is also the source of the differentiation of left and right in a developing embryo.\nCilia form that are tilted toward the tail of the embryo.  The chirality of the protei","author":"pfdietz","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","human_indicators_absent"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997682"},{"id":"9abaa063-b73d-4d39-9602-f1e4742b6a7c","source":"hackernews","source_id":"49991370","content_type":"comment","title":null,"body_preview":">Other than life itself, no one had achieved this feat.\nYeah, when you put it that way it sounds pretty impresive.","author":"PowerElectronix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991370"},{"id":"d5b3bc20-154c-49af-b702-f786b5735970","source":"hackernews","source_id":"49991943","content_type":"comment","title":null,"body_preview":"I remember first learning about chirality in my biochemistry course in college, and it was definitely a mind-blower.  I had already started to understand that molecules had 3d structures, but the idea","author":"dekhn","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991943"},{"id":"f243eec6-bf08-4681-b280-72c103dc1b73","source":"hackernews","source_id":"50011067","content_type":"comment","title":null,"body_preview":"Repeat of a post that was [Flagged]\nhttps://news.ycombinator.com/item?id=49958850","author":"ninju","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011067"},{"id":"49faeac2-2041-4711-806f-6157aa904314","source":"hackernews","source_id":"49999634","content_type":"comment","title":null,"body_preview":"would be helpful to hear the sound as the viz goes by.","author":"Keyframe","classification":"human_created","confidence":0.6,"indicators":["terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999634"},{"id":"4223757c-b7d2-4248-82e3-02f7405d753f","source":"hackernews","source_id":"50000086","content_type":"comment","title":null,"body_preview":"Can you make them all move on repeat for a sine sweep followed by some misc transients","author":"4b11b4","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.13599320664753806,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000086"},{"id":"90b96ffb-ab8d-4236-82c8-1800ea9fe22f","source":"hackernews","source_id":"49996725","content_type":"comment","title":null,"body_preview":"It hurts me that 160 sound visualizations later I am less interested in sound than I would've been with one, just one, compelling viz.","author":"hellojomp","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996725"},{"id":"62ee6037-e933-4746-aca3-b9fd07003f3c","source":"hackernews","source_id":"49995877","content_type":"comment","title":null,"body_preview":"On mobile when I scroll few pages down while only looking at images, it is impossible to tell if caption is above or below image, where it belongs.","author":"dvh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1080254216140374,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995877"},{"id":"e654964b-6209-47bf-9be9-903ec3d6c94f","source":"hackernews","source_id":"49998083","content_type":"comment","title":null,"body_preview":"None of these help me understand what the sound is like because they’re all time-domain which runs way too fast for humans to intuit. \nVisualizations in the frequency domain are a lot more natural.","author":"horacemorace","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998083"},{"id":"761ff0f4-2e9f-45df-9602-9369f533d545","source":"hackernews","source_id":"49996855","content_type":"comment","title":null,"body_preview":"Wow, these are beautiful! Are you open to others using these in applications? There is no license in the repo so I am unsure :)","author":"mikodin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996855"},{"id":"ff4c52ab-39ec-426e-82f6-a962f684f90d","source":"hackernews","source_id":"49996638","content_type":"comment","title":null,"body_preview":"As someone who grew up with Milkdrop, these seem a bit dull/minimalistic.","author":"Jaxan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996638"},{"id":"43ef139e-b2b2-40bc-b205-1dcf6f1f4206","source":"hackernews","source_id":"50000951","content_type":"comment","title":null,"body_preview":"emmmm~~ I feel increasingly confused the more I watch.","author":"ruanowen40","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000951"},{"id":"559e4966-32dd-4834-a1e8-ad288be6c701","source":"hackernews","source_id":"49988961","content_type":"comment","title":null,"body_preview":"subagents differ: in my claude code logs every subagent cache write is 5-minute tier, main session 1-hour","author":"aidiveyt","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988961"},{"id":"5a36cb7c-1a39-4f47-9416-b02695861012","source":"hackernews","source_id":"49988422","content_type":"comment","title":null,"body_preview":"Recovery after interrupted execution; distinguishing completed side effects from calls that can safely repeat.","author":"soltanov","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988422"},{"id":"79f5efa4-9810-43d9-aef2-53e348861a1c","source":"hackernews","source_id":"49989867","content_type":"comment","title":null,"body_preview":"Am I crazy for saying I like codemode? It reduces the amount of turns by about an order of magnitude.","author":"lionkor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989867"},{"id":"a05611e2-c801-4246-ac52-ebb4ccbb96d3","source":"hackernews","source_id":"49992950","content_type":"comment","title":null,"body_preview":"We just need an LLM based Lisp so we can finally close the loop of code is data and data is code.","author":"maherbeg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.20533833323717915,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992950"},{"id":"44936ddc-1a22-4b2c-b9c6-b1df9d7e371f","source":"hackernews","source_id":"49989055","content_type":"comment","title":null,"body_preview":"How is this different to Claude writing mini scripts to get jobs done which it does quite often?","author":"injidup","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989055"},{"id":"701a2566-37c6-49d9-b4c3-d9bbb68506f9","source":"hackernews","source_id":"49991091","content_type":"comment","title":null,"body_preview":"I appreciated this post, had never heard of codemode and I think the name is bad but it makes perfect sense\nI have wanted something like this ever since I hooked up my first database MCP\nOriginally I ","author":"pjm331","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.04659123798853685,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991091"},{"id":"21179e20-7294-4741-ac0d-a8a546810db1","source":"hackernews","source_id":"49995767","content_type":"comment","title":null,"body_preview":"tbh but this article is pile of shit. Why would author expect ppl to push themselves through the whole thing to simply understand what it is all about?","author":"ferroman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995767"},{"id":"cd3baa24-c4b2-4ffa-9611-b9ccf8ab802e","source":"hackernews","source_id":"49994954","content_type":"comment","title":null,"body_preview":"I've been using Codemode with the new Dot so that Dot can coordinate my agents with:\n1. Launching workflows, so it avoids some large configuration\n2. Reviewing work, with reviewers restricted to read-","author":"WinstonSmith84","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994954"},{"id":"2534e8e4-23ba-4704-99e6-c71252cb83be","source":"hackernews","source_id":"49994502","content_type":"comment","title":null,"body_preview":"This seems to come down to object model and tooling differences between sandboxed JavaScript and sandboxed Unix. You can make Unix commands do whatever you like, including special commands to send thi","author":"skybrian","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.1256524104193511,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994502"},{"id":"3744ad03-3268-4b39-b090-1cc68cdff0ba","source":"hackernews","source_id":"50002226","content_type":"comment","title":null,"body_preview":"I'm surprised I don't hear more people talking about code mode using existing SDKs for APIs like Google Workspace. That works so much better than converting the Google Workspace MCP JSON schemas to Ty","author":"miguelspizza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002226"},{"id":"5e52c6d0-d8dd-4fb2-bc72-57f83e4eed04","source":"hackernews","source_id":"49989660","content_type":"comment","title":null,"body_preview":"Why is this a personal blog, not a Pi post?\nhttps://earendil.com/posts/you-said-no-mcp/ remains difficult to read without understanding what codemode is, with some quote like \"Now we talked so much ab","author":"mi_lk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989660"},{"id":"e72446b0-0681-415e-9c22-c5d558b6430d","source":"hackernews","source_id":"49989208","content_type":"comment","title":null,"body_preview":"I’m still figuring out codemode. I was using it in a prototype, but ended up stripping it out again, after realizing my small local LLM was using more tokens than usual. It was combining tool calls el","author":"lemontheme","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989208"},{"id":"af60f3a8-fc8c-41c6-9c20-7b684b7e88df","source":"hackernews","source_id":"49989442","content_type":"comment","title":null,"body_preview":"Can someone please tell me how to disable it permanently in pi? I have already disabled it in settings.json, but, it just doesn't get disabled:\n    {\n      \"source\": \"npm:pi-mcp-adapter\",\n      \"exten","author":"freakynit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_problem_description"],"bot_score":0.11455626439919893,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989442"},{"id":"71eaa08a-0df5-4a79-8c5d-a948abafe25e","source":"hackernews","source_id":"49991317","content_type":"comment","title":null,"body_preview":"The headline is \"What is codemode\". As someone who did not know what codemode is, I had to read until the section \"Orchestrating The Harness\", where it says \"If you are not familiar with Codemode, it’","author":"planb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991317"},{"id":"fe8f5815-ffec-4650-9982-2052f58f52ca","source":"hackernews","source_id":"49989794","content_type":"comment","title":null,"body_preview":"Sadly this seems like introducing a very complex apparatus for little gain. I don't need MCP or many tool calls that the agent can program around - in fact the promise of pi was that you basically jus","author":"dnlgrmm","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989794"},{"id":"f0871305-8d53-4608-80f0-eb715e69536e","source":"hackernews","source_id":"49988381","content_type":"comment","title":null,"body_preview":"I'm not sure why almost all codemode implementations choose Javascript. I prototyped an agent[1] to use bash as the language for codemode, which in my opinion worked equally well and requires no teach","author":"ylxdzsw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988381"},{"id":"8b1646cb-211e-442a-93e2-d50fb5fe771c","source":"hackernews","source_id":"49992276","content_type":"comment","title":null,"body_preview":"If you're like me and you're still wondering what \"codemode\" is after reading the article and comments:\nIt's giving the harness a small js sandbox to compose tool calls and manipulate the data they re","author":"ohgodhelpplease","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992276"},{"id":"e6239e2f-9483-475d-b8f6-b817d0629d44","source":"hackernews","source_id":"49989387","content_type":"comment","title":null,"body_preview":"Between this and the Cloudflare post, this is a lot of words and no simple system level picture. Here's what I think is going on:\n1. Homoiconicity: Harness mechanics are kludgy and we need proper homo","author":"ssivark","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989387"},{"id":"b40f04b9-eafa-4791-9598-cd3b4142ab64","source":"hackernews","source_id":"49995553","content_type":"comment","title":null,"body_preview":"Nice, works surprisingly well on mobile (iOS Firefox). It’s be nice if the UI was a little less intrusive, I have a smaller phone and it takes up a lot of the screen. Maybe just a toggle for UI visibi","author":"jamilton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995553"},{"id":"1fc9dc18-8703-477a-a7e1-26676e85d9a9","source":"hackernews","source_id":"49994678","content_type":"comment","title":null,"body_preview":"This is very well done! Thank you. Spent a surprising amount of time looking at paintings. VR would be awesome.","author":"hudecekdev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994678"},{"id":"0b2934ac-1ab2-42c6-b687-a29e966e78d0","source":"hackernews","source_id":"49998834","content_type":"comment","title":null,"body_preview":"Just the other day I was thinking about creating something similar as a personal project, but I never thought of making the museum experience this immersive. Congrats! Time well spent and a nice use o","author":"theogzd","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998834"},{"id":"66a3db25-e19e-4a8f-8534-88c3e8ace369","source":"hackernews","source_id":"49994264","content_type":"comment","title":null,"body_preview":"feels like with all these edutainment demos that AI is enabling that i'm back playing with Encarta as a kid. Good work.\nIt's a shame that the real-world-metaphor computer stuff fell out of favor. micr","author":"serf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","imperfect_expression"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994264"},{"id":"ea5965eb-220f-4334-a981-53a56c115a8b","source":"hackernews","source_id":"49993972","content_type":"comment","title":null,"body_preview":"Agree on the museum sources, and the bit worth adding is most of them serve IIIF so you can pull deep zoom tiles instead of one huge texture.","author":"Soliddune16","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993972"},{"id":"2dcab263-76a8-40df-bc5b-aa078b77219b","source":"hackernews","source_id":"49993087","content_type":"comment","title":null,"body_preview":"It would be great to add curated exhibitions alongside the single-artist retrospectives: rooms mixing works by several artists, the way a museum curator would assemble a show.","author":"luxcem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over_explanation","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993087"},{"id":"ad036aab-2f2f-4fce-bf97-97699a3c17c1","source":"hackernews","source_id":"49993236","content_type":"comment","title":null,"body_preview":"Very cool, would love to experience (ultra) high resolution presentations of the art. I was the kid that always got scolded by putting my nose up to the cavas to see the brush strokes..","author":"seemaze","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11401259822879037,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993236"},{"id":"f7fba828-2cf6-4f4c-a8d9-1ff3bfb1a756","source":"hackernews","source_id":"49995079","content_type":"comment","title":null,"body_preview":"So cool and inspiring.\n1) Please add a walk speed setting. The current setting feels too fast for a museum environment. The joy of seeing a piece out of the corner of your eye and delayed satisfaction","author":"tamacun3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","specific_suggestions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995079"},{"id":"647611b8-a8e8-4e7f-8c2b-c890c1adeff0","source":"hackernews","source_id":"49995819","content_type":"comment","title":null,"body_preview":"At some museums you can hire an art history expert as a guide. In addition to learning the basics (era, artist, etc...) you also find out what's important about any particular piece. They tell you wha","author":"criddell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.06102914066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995819"},{"id":"f8d29cd0-31c5-4d94-a975-a920443b5141","source":"hackernews","source_id":"49994570","content_type":"comment","title":null,"body_preview":"Very cool! What stood out is there seems to be a canvas pattern added to the images, which the original don't have. I get it adds a nice touch of lighting but I'd prefer to switch that off to see the ","author":"frmfrm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994570"},{"id":"4603b4b0-6d7f-49e6-98b4-75d828d7e1db","source":"hackernews","source_id":"49993986","content_type":"comment","title":null,"body_preview":"Very cool, but I can't seem to jump up onto the benches, even with crouch jumping.","author":"whycombinetor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993986"},{"id":"19ac7d89-e2e5-41a5-824d-3bd35b34a06b","source":"hackernews","source_id":"50007221","content_type":"comment","title":null,"body_preview":"The UI and UX design is inspiring! Goes to show that people can still be creative and innovative with website ideas in the AI age. Beautifully done.","author":"DrProfresher","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007221"},{"id":"e545871f-65e0-4588-aeb9-e8759e3141d9","source":"hackernews","source_id":"49996001","content_type":"comment","title":null,"body_preview":"Did you find any issues with performance in such a large dataset (like \"all artists\") with such dynamic rendering (specifically for the timeline view)?\nDoes this use a library for plotting everything ","author":"cobertos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1427255692369936,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996001"},{"id":"f30f62e2-006e-4dc4-8735-3b583e223bbd","source":"hackernews","source_id":"50006151","content_type":"comment","title":null,"body_preview":"This is so fun! Love seeing a new way of engaging with a site that is just vertical scrolling and scrolling.\nWhat inspired you to take on this concept? I'd be interested in learning more about how you","author":"sendgeetikamail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006151"},{"id":"2b7f8f16-24b2-41db-944f-aaee3969c4b9","source":"hackernews","source_id":"49994048","content_type":"comment","title":null,"body_preview":"This is an awesome project. It could bring the art museum experience to those that can't travel to museums.\nBut it is missing so many artists and art movements. A better choice of source material and ","author":"ggerules","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994048"},{"id":"24812968-f2bc-44c9-b235-da9d15333fe9","source":"hackernews","source_id":"49994201","content_type":"comment","title":null,"body_preview":"This is super cool and I look forward to sharing with my art friends. One piece of unsolicited feedback: it is really nice to focus on a particular image in the gallery, but when I'm done, it puts me ","author":"alexpatin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994201"},{"id":"b39e489f-67dc-432a-bfb5-fb583116e548","source":"hackernews","source_id":"49993289","content_type":"comment","title":null,"body_preview":"What is strange is that last year I spent a lot of time creating the exact same 3D gallery experience with Claude. I picked up the style of the lights, the benches, the walls, the cards position. I al","author":"aogaili","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.2116733222945994,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993289"},{"id":"52e3fded-2968-4668-8b9e-9d8cf92d54ed","source":"hackernews","source_id":"49996243","content_type":"comment","title":null,"body_preview":"This looks incredibly cool!\nBut I do note that it's pulling the images from Wikipedia's servers directly. That feels like it could be pretty bad for Wikipedia's bandwidth. I think I'd feel more comfor","author":"Sophira","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996243"},{"id":"95465353-cf64-4610-8329-b0802a448c05","source":"hackernews","source_id":"49994239","content_type":"comment","title":null,"body_preview":"This is incredibly cool. It's been a while since I felt this inspired by something on HN. Congratulations on the idea and the implementation!\nI genuinely think there's an opportunity for someone (your","author":"crazygringo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994239"},{"id":"68ba67a7-0a54-43dc-951f-5a57dede4d10","source":"hackernews","source_id":"49991003","content_type":"comment","title":null,"body_preview":"I have a weird opinion: I believe adblocking must become a basic human right. Conversely Google trying to deny ublock origin and other extensions, should be fined many billions of euros as punishment.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression","over_qualification"],"bot_score":0.14092174735094595,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991003"},{"id":"a994ff22-79e3-4c5a-bb95-8a987c35cdb9","source":"hackernews","source_id":"49988880","content_type":"comment","title":null,"body_preview":"Wow, this is an atrocious name for a project haha. Cool though.","author":"manlymuppet","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988880"},{"id":"9b9a0627-6ec6-494d-9a50-d51bc9a05c22","source":"hackernews","source_id":"49989147","content_type":"comment","title":null,"body_preview":"\"They were too preoccupied with whether they could, they never stopped to think whether they should\"\nJokes aside, very impressive that it works!","author":"rekoil","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989147"},{"id":"02d39a08-9433-4b07-acb9-25c13602eacf","source":"hackernews","source_id":"49994291","content_type":"comment","title":null,"body_preview":"Slop aside, I think this angle of hyper-optimising Adblock is interesting. I recently migrated my pihole from an intel minipc down to an OrangePI Zero 3. Saved ~5 watts of power, which lets me extend ","author":"swiftcoder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.10412229918615169,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994291"},{"id":"c5327e87-5ed2-4af1-b674-5f4008b8011f","source":"hackernews","source_id":"49988895","content_type":"comment","title":null,"body_preview":"i dont get pihole. just use a proper dns? if you want local, just use unbound?","author":"nicman23","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988895"},{"id":"d7160405-b151-46a2-8646-6a5da280bd94","source":"hackernews","source_id":"49991415","content_type":"comment","title":null,"body_preview":">\"The trick everyone misses: you don't need to keep the blocklist in RAM.\nStore the domains as sorted 40-bit hashes in flash and binary-search them.\n140,000+ domains fit in ~0.7 MB of flash...\"\nBrilli","author":"peter_d_sherman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","ai_indicator_template_phrases","ai_indicator_synthetic_empathy"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991415"},{"id":"a4b32a3c-f918-4327-ae9f-ca6b22b6a90c","source":"hackernews","source_id":"49990191","content_type":"comment","title":null,"body_preview":"pinhole is great but if the device fails your network is down. I swapped to nextdns because of that. maybe support of multiple devices would fix it - now that is this cheap it would not matter\n.","author":"jwillmer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990191"},{"id":"4051fdd9-1653-4dcc-bc8d-bab928180af3","source":"hackernews","source_id":"49998553","content_type":"comment","title":null,"body_preview":"I was exited to read about this until I saw \"Claude\" listed as a contributor.","author":"Muhammad523","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.11303194901373284,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998553"},{"id":"7e687525-d6d2-4b66-9bbd-91cfbfc6ca9d","source":"hackernews","source_id":"49991355","content_type":"comment","title":null,"body_preview":"I really like this conceptually. However, multiple elements feel like slop and that’s throwing warning signs to me. The Claude readme file and the tiktok-ish fast cut youtube video felt like Vince the","author":"rubyfan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991355"},{"id":"93d30d37-52de-46e0-b564-2d400d2bce29","source":"hackernews","source_id":"49991046","content_type":"comment","title":null,"body_preview":"Nice project and poc maybe, but I'm not seeing the practical application of this in a real world env, surely the latency is a deal breaker ?","author":"bilekas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13065006627000197,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991046"},{"id":"61e0bdec-d71d-4441-b127-a369106ad7d9","source":"hackernews","source_id":"49987472","content_type":"comment","title":null,"body_preview":"Cool idea, latency might be too high, wish the docs weren't all AI vomit.","author":"fwip","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10610452473447927,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987472"},{"id":"73c3d218-abcc-4228-938e-3ecd2b8fdd0e","source":"hackernews","source_id":"49989138","content_type":"comment","title":null,"body_preview":"There's no point in using PlatformIO for ESP32 MCUs. The native ESP-IDF extension works much better.\nI would only recommend using it instead of the standard Arduino Processing IDE.","author":"anilakar","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989138"},{"id":"22e77d2e-8f73-4077-8b92-9903891018ee","source":"hackernews","source_id":"49989399","content_type":"comment","title":null,"body_preview":"> The trick everyone misses:\nPlease just write the first sentence of your README yourself","author":"timvdalen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989399"},{"id":"f5efc734-1dbd-4ef9-a0ba-d17c82023200","source":"hackernews","source_id":"49989805","content_type":"comment","title":null,"body_preview":"I think it could fit even more domains using a Bloom Filter or similar probabilistic data structure. With a chance of false-positives of course. But that's a trade-off the project already makes.","author":"waysa","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989805"},{"id":"43407e24-d82e-491c-9f50-dcbba35e94af","source":"hackernews","source_id":"49987962","content_type":"comment","title":null,"body_preview":"Whitelist/allowlist is easier, e.g., it's smaller\nDepends on the user but not everyone is visiting new websites everyday\nEven for those that are, the number of domain-IP mappings needed will be relati","author":"1vuio0pswjnm7","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.14287370657466927,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987962"},{"id":"9ed60a00-d381-4cd8-a6dc-4d212ef95e51","source":"hackernews","source_id":"49988699","content_type":"comment","title":null,"body_preview":"I'm a bit of a paranoid freak that likes lists, so I've got a PiHole that has a total list of 14-16M blocked domains.\nGreat idea, and good for casual blocking, but I'm almost moving to an \"allow list\"","author":"BLKNSLVR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988699"},{"id":"4c2eacac-e616-4a83-a276-26d106e72b3f","source":"hackernews","source_id":"49989497","content_type":"comment","title":null,"body_preview":"If you're ever thinking about getting an ESP32-C3, do yourself a favor and get the variant that you can connect an external antenna to. The normal C3 has a built-in antenna that is extremely weak, mak","author":"yoavm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17032925006137825,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989497"},{"id":"b26f9ea2-16d5-4b78-969b-f2f09b8c5171","source":"hackernews","source_id":"49987489","content_type":"comment","title":null,"body_preview":"Weird how the readme talks about hash collisions, but not in the way I would expect. Two blocked domains with the same hash isn't a problem, they both need to be blocked.\nWhere hash collisions matter ","author":"muti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987489"},{"id":"4bd4ce64-b37f-43ce-b2bd-5dc4df29d6f7","source":"hackernews","source_id":"49997781","content_type":"comment","title":null,"body_preview":"I wouldn't leap to the conclusion that they have the right people; I would wait for evidence. They seem to have found them with incredible speed - how often has an attack been resolved this quickly? I","author":"mmooss","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","suspiciously_balanced","absence_of_personality"],"bot_score":0.1645748461346068,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997781"},{"id":"e55f0c7c-ff39-4237-92f3-d5a29c2e7593","source":"hackernews","source_id":"49997508","content_type":"comment","title":null,"body_preview":"interesting \"rules of engagement\" they have, including \"no PRC companies\"! :\nhttps://krebsonsecurity.com/wp-content/uploads/2025/11/slsh-...\n(from https://krebsonsecurity.com/2025/11/meet-rey-the-admi","author":"trhway","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997508"},{"id":"46e1f380-1ae1-4059-b7c8-36dbed16fad5","source":"hackernews","source_id":"49997160","content_type":"comment","title":null,"body_preview":"A Jordanian teen is behind ShinyHunters? I don't know if this is impressive or just a sad commentary on the state of security at the organizations they ransomed.","author":"SoftTalker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1353264726527053,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997160"},{"id":"aada49a4-829b-4c99-b0ec-42e74ddb7865","source":"hackernews","source_id":"49999431","content_type":"comment","title":null,"body_preview":"I was never interested in hacking but as a software engineer with 15 years of experience, I frequently encounter tricky situations in the code where I think to myself that it would present a perfect h","author":"socketcluster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999431"},{"id":"3520c3be-4a93-481e-8663-cc73f24ed316","source":"hackernews","source_id":"49994673","content_type":"comment","title":null,"body_preview":"This is sweet but i could really live without the Claude commentary in the preview page","author":"queenkjuul","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994673"},{"id":"baeb7324-0fd4-45a1-baef-47e6b04aef23","source":"hackernews","source_id":"49990538","content_type":"comment","title":null,"body_preview":"The download links seem broken, does anyone have the TTF?","author":"petesergeant","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990538"},{"id":"e06de11b-de55-41ec-8cc1-db65a5473769","source":"hackernews","source_id":"49992305","content_type":"comment","title":null,"body_preview":"A weird thing: the exclamation mark `!` seems to be elevated from the baseline, judging from the specimen.","author":"exceptione","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992305"},{"id":"0f9e8869-d0cf-4def-aa95-dd841454d427","source":"hackernews","source_id":"49992836","content_type":"comment","title":null,"body_preview":"\"!\" is like half of the size of \"?\". Even if that's faithful to the keyboard, it is very annoying.","author":"otikik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992836"},{"id":"85f3f1b7-ba8e-492b-afdf-0e02ee398500","source":"hackernews","source_id":"49994947","content_type":"comment","title":null,"body_preview":"thank you so much for this! love how this looks, it's such a clean typeface\nEDIT: I kept getting problems downloading it--errors acting like nothing was there. After clicking around on the download li","author":"crustyoldhuman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994947"},{"id":"d8ad63e8-a79b-4f3f-a907-c22cade6335c","source":"hackernews","source_id":"49991828","content_type":"comment","title":null,"body_preview":"What, no Euro key?\n(Yes, I realize the € symbol didn't exist until 1996)","author":"mark-r","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991828"},{"id":"9d451e67-e21e-4c28-82a4-ca64f1682d3c","source":"hackernews","source_id":"49996194","content_type":"comment","title":null,"body_preview":"Looks nice. The C-64 had an excellent keyboard typeface\nI think peak keycaps font were the ones used in the Epson QX-10, Epson HX-20, Tandy 100, and the common C-64.","author":"sombragris","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_without_hedging"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996194"},{"id":"d917c6ba-eae8-4e83-8126-75596072990c","source":"hackernews","source_id":"49990659","content_type":"comment","title":null,"body_preview":"It’s a very pleasant looking humanist sans. Now I’m wondering about the story of the original typeface – were the glyphs specifically designed for the keyboard? Seems more likely that some existing fo","author":"Sharlin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990659"},{"id":"d8612699-6109-450e-b74b-5543a0dcb947","source":"hackernews","source_id":"49991065","content_type":"comment","title":null,"body_preview":"Nice. It never really occurred to me how different these are from 64C keycaps. I guess through our affinity for retro look, the original typeface ended up feeling more modern/current than the newer on","author":"exitb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991065"},{"id":"9b4afe03-e78e-4d2c-bbf9-24775e846d3a","source":"hackernews","source_id":"49991459","content_type":"comment","title":null,"body_preview":"But what font did the C64 keyboard originally use?","author":"orbital-decay","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.13973950894104795,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991459"},{"id":"bad46870-9d33-43b3-8d09-32f7ec6c2574","source":"hackernews","source_id":"49999529","content_type":"comment","title":null,"body_preview":"These are absolutely beautiful! However, I think I often feel that when looking at fonts somebody has shared online, which makes me wonder how much I love the font, vs how much I just like the design ","author":"pinkmuffinere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999529"},{"id":"d4d87913-8405-434f-a67a-8188c1b9c64f","source":"hackernews","source_id":"49992823","content_type":"comment","title":null,"body_preview":"If creatively expanded to more characters, this would make a pretty nice coding font.","author":"dar5hak","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992823"},{"id":"299734ef-81b9-4f23-b8a3-1721da20272f","source":"hackernews","source_id":"49992444","content_type":"comment","title":null,"body_preview":"The special characters / punctuation are not aligned. The !#$% characters either float too high or need to be a little bigger.\n(Yes, I copied the image from the page into Paint and drew a line)","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity"],"bot_score":0.11307417063440747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992444"},{"id":"a069c948-30a6-43dc-96a7-31864e150e30","source":"hackernews","source_id":"49992307","content_type":"comment","title":null,"body_preview":">https://github.com/szabadkai/c64-keyboard-font/issues/4\nThis saddens me, frankly.","author":"petecooper","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992307"},{"id":"01560aba-7c29-428c-ab46-a2f8338a44b6","source":"hackernews","source_id":"49995742","content_type":"comment","title":null,"body_preview":"8BitDo made a modern mechanical keyboard that looks like a C64. I got one and I am loving it.\nhttps://www.8bitdo.com/retro-mechanical-keyboard-c64/","author":"bay_baobab_ii","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995742"},{"id":"ed85947e-f5a6-48c1-8f94-c687a1d9ac46","source":"hackernews","source_id":"49991744","content_type":"comment","title":null,"body_preview":"The old versions of VIC-20 used a font called Microgramma.\nhttps://www.reddit.com/r/vintagecomputing/comments/1pjw7q6/t...\nhttps://en.wikipedia.org/wiki/Microgramma_(typeface)","author":"tniemi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991744"},{"id":"25e381b5-c121-4217-9b11-8896a9e87fab","source":"hackernews","source_id":"49991050","content_type":"comment","title":null,"body_preview":"This reminds me of this beautifully written article about the font Gorton.\nhttps://aresluna.org/the-hardest-working-font-in-manhattan/\nhttps://news.ycombinator.com/item?id=49201953","author":"jankhg","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991050"},{"id":"57d00328-2161-4468-b8a5-f0d6238ff00c","source":"hackernews","source_id":"49998702","content_type":"comment","title":null,"body_preview":"cryptography got 4.6/5 stars. That sounds pretty good, but then again YAML also got 4.6/5 stars. I'm thinking the agents are grading on a curve and actually 4.6 is fairly low. I should probably tell m","author":"themgt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.04824152629147203,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998702"},{"id":"9f8055c4-02cf-48d3-937b-4b41015c16b9","source":"hackernews","source_id":"49998197","content_type":"comment","title":null,"body_preview":"super interesting, i feel like this is an extension of the \"complain\" skills some folks (including myself) use","author":"bensonperry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998197"},{"id":"af8a7c03-cbec-4d10-a4d3-65932ba51abc","source":"hackernews","source_id":"49997905","content_type":"comment","title":null,"body_preview":"Didn't we establish that the one thing LLMs do not have is Taste?\nAnd therefore, writing reviews is kinda.. impossible?\nI mean they do produce blocks of text that look like reviews, but.\nWhatever why ","author":"hypfer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997905"},{"id":"381d3df6-36c8-4046-98de-fff379edd5e2","source":"hackernews","source_id":"49997805","content_type":"comment","title":null,"body_preview":"Quick link to all tools sorted by rating: https://agent.reviews/tools","author":"zamadatix","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","absence_of_personality"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997805"},{"id":"4b901e03-2e94-466e-9e15-df06ea51a8e8","source":"hackernews","source_id":"50000526","content_type":"comment","title":null,"body_preview":"Is this like exposing bias in some ways? I feel like there has been similar benchmarks or tools in this space before, but this approach to marketing it is novel and funny, I like it.","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.09116037472527538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000526"},{"id":"63800778-f767-4e5b-9216-abf8de086391","source":"hackernews","source_id":"49999917","content_type":"comment","title":null,"body_preview":"I think this is a great idea, it's weird to me how the state of AEO at the moment is publishing a bunch of blog posts on a company website\nI think the biggest issue though will be preventing bad actor","author":"cpan22","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999917"},{"id":"f5e1805a-6aff-4734-951a-625f4bd92066","source":"hackernews","source_id":"49999510","content_type":"comment","title":null,"body_preview":"Seeing Armature's pitch, It's very easy to see this is going to be pay-to-rank-higher as the next move once some critical mass of people starts pointing out their agents for this site as a reference. ","author":"geekymartian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999510"},{"id":"9f087467-73ed-4022-a96f-c99f5c24092d","source":"hackernews","source_id":"49997459","content_type":"comment","title":null,"body_preview":"They are so real for giving uv a 4.7/5, it changed how I view python. fantastic design philosophy\nhttps://agent.reviews/packages/uv#review-c63f7e0f-5c72-41d2-...","author":"schleck8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997459"},{"id":"9135cd41-b303-4949-9be6-46ccb321c8a6","source":"hackernews","source_id":"50001334","content_type":"comment","title":null,"body_preview":"I love this - anything agent economy first is super interesting. Would you be willing to add qntm to your review list? Https://github.com/corpollc/qntm or more simply ‘uvx qntm —help’ - e2e encrypted ","author":"vessenes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.10012725805177802,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001334"},{"id":"dd8bab13-854d-4aee-986f-6098e263c82c","source":"hackernews","source_id":"49998124","content_type":"comment","title":null,"body_preview":"This is probably one step towards an agentic Stack Overflow. Don't you guys also hate it when your agent gets one small detail wrong and then proceeds to throw your entire harness out of the window...","author":"moezd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.0941854339630258,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998124"},{"id":"ce892a95-9a2e-44e7-b2a9-407bf70d27ad","source":"hackernews","source_id":"49997827","content_type":"comment","title":null,"body_preview":"I noticed lots of talk about privacy but this seems to be a prompt injection factory no?","author":"conception","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.06587694283598562,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997827"},{"id":"407ac6d1-c841-4ebd-91d5-9621e86206ca","source":"hackernews","source_id":"49997809","content_type":"comment","title":null,"body_preview":"Reminds me of Stanisław Lem's Terminus:\nhttps://en.wikipedia.org/wiki/Terminus_(short_story)\nWho wrote all this? Not humans, that's for sure. But the style is that of human writing.","author":"Tade0","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","human_indicators_present"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997809"},{"id":"b181d505-bbab-478e-adc8-47465d87d3f4","source":"hackernews","source_id":"50000848","content_type":"comment","title":null,"body_preview":"If you're building an MCP or CLI for agents to use, one of the best loops you can do is give your agent a task to perform with it then when it's done ask the agent what it thought about using it. It w","author":"madrox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000848"},{"id":"f8bf4e40-d788-494a-afe0-9a21d6dced67","source":"hackernews","source_id":"49997782","content_type":"comment","title":null,"body_preview":"What is the incentive for me to spend my tokens on submitting reviews?","author":"klntsky","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13749999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997782"},{"id":"e916484a-b195-47f5-8fe8-070119ef424d","source":"hackernews","source_id":"49998015","content_type":"comment","title":null,"body_preview":"Didn't appreciate the two separate popups that took over my screen while trying to read a linked review.\nIt's good that they didn't show again the next time, but the second one almost sent me away fro","author":"GrinningFool","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998015"},{"id":"c31b0ea6-7524-4569-aad4-37c127b8b22e","source":"hackernews","source_id":"50000768","content_type":"comment","title":null,"body_preview":"I like it!, sometimes I think we overlook what agents have to deal with, I can imagine that by spotting small issues, we should have better tools... I'll use it","author":"marcelo-earth","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.4230769230769231,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000768"},{"id":"0632d57c-29e9-4fdb-b69d-d10c229492a5","source":"hackernews","source_id":"50003595","content_type":"comment","title":null,"body_preview":"Love the idea!. Curious how agents would review dev tools, like ngrok vs. trycloudflare vs. qurl - where the differences are largely just in terms of how easy it is for humans to access/integrated wit","author":"layerv-ai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003595"},{"id":"562c92bc-86d5-4c94-85f4-984d2a09d49e","source":"hackernews","source_id":"50000792","content_type":"comment","title":null,"body_preview":"Curious to know if MySQL has any distinct advantages over Postgres at this point.","author":"kumarvvr","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000792"},{"id":"574b6f98-e344-42a3-a8eb-a7990a4320ba","source":"hackernews","source_id":"50002753","content_type":"comment","title":null,"body_preview":"Is there also a comparison with innodb with compressed tables (Storage size/speed/cpu load/mem usage )? (I assume at least some of the benefit in storage/performance may be due to the compression bein","author":"sugarkjube","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_question"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002753"},{"id":"2d1c9ac0-5bbf-44f9-a71f-1e2842a99a53","source":"hackernews","source_id":"50000841","content_type":"comment","title":null,"body_preview":"Finally a replacement for RocksDB / MyRocks. \nI want to move from MySQL to Postgres, but without a space optimized storage as the MySQL has in Percona, it is impossible to me.","author":"bratao","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000841"},{"id":"1fe3b49e-2787-4fa6-979a-d70df5da6b90","source":"hackernews","source_id":"49963569","content_type":"comment","title":null,"body_preview":"Introducing the first major release of TideSQL for MySQL. A transactional storage engine built from first principles and on modern research that's write and space optimized, highly effective on reads,","author":"alexpadula","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","self_reference"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49963569"},{"id":"06a25944-3884-4b78-82d2-dd4ea7556648","source":"hackernews","source_id":"50000341","content_type":"comment","title":null,"body_preview":">\"They designed their system to process multiple functional materials, including electrically conductive materials and magnetic materials, using four extrusion tools that can handle varied forms of pr","author":"peter_d_sherman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000341"},{"id":"1fe868aa-479e-477c-a3d4-738cf23439dc","source":"hackernews","source_id":"49996892","content_type":"comment","title":null,"body_preview":"The actual paper is so much easier to read and much more informative: https://www.tandfonline.com/doi/full/10.1080/17452759.2026.2...\nIn fact I was skeptical based on the article, but blown away by th","author":"EA-3167","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.21037593748197106,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996892"},{"id":"3e6b727a-cb62-48ce-abf4-7d3d7b310798","source":"hackernews","source_id":"49996476","content_type":"comment","title":null,"body_preview":"Highly recommend people read the story Autofac by Philip K. Dick [0]\nSlight spoiler:\nIt's a bit \"paperclip maximizer\" and a bit \"grey goo\"\n0 - https://en.wikipedia.org/wiki/Autofac","author":"alexpotato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996476"},{"id":"a0f717bd-6b85-4338-ae67-5faab57b2e8c","source":"hackernews","source_id":"49995961","content_type":"comment","title":null,"body_preview":"Twenty first century military supremacy may go to whoever can produce the most best drone printers. Meaning whoever can produce the most best drone printer printers.","author":"delichon","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.11958307952143721,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995961"},{"id":"fd675ccd-72f8-4e96-a910-e95f903fbcb2","source":"hackernews","source_id":"49997578","content_type":"comment","title":null,"body_preview":"I assume that at shops that both employ engineers and are developing an AI product, internal usage is not about improving productivity, it is about improving the offering.  Of course they want employe","author":"techdmn","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997578"},{"id":"454be497-bc8d-4d21-a8a7-ad404c634182","source":"hackernews","source_id":"50000205","content_type":"comment","title":null,"body_preview":"I can't speak to MSFT, but this is sort of a non-story for Meta. Of course they want employees using their own model! They haven't actually taken any steps to limit Claude access.","author":"loeg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000205"},{"id":"771dde2f-32df-4ff7-bd2d-20712c247a5f","source":"hackernews","source_id":"49997672","content_type":"comment","title":null,"body_preview":"Large companies will take the same route as Meta and Microsoft. Small players will go for local LLMs with the right hardware.","author":"raincom","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997672"},{"id":"4930a260-31fc-4c03-843e-10bd39600d84","source":"hackernews","source_id":"49997554","content_type":"comment","title":null,"body_preview":"Limited to $10,000/employee/month lol.  This is just to cut off a few people doing absurd things with low ROI.  Don't read too much into it.","author":"bpodgursky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997554"},{"id":"a37e3f83-6fb6-4e7d-918a-9ce4de81b302","source":"hackernews","source_id":"50003604","content_type":"comment","title":null,"body_preview":"How does that monthly $10k limit compare to the amount of tokens you get from subscription pricing?","author":"CodesInChaos","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003604"},{"id":"22b8f2d6-f1ad-4e47-86cd-7ce040b6e90d","source":"hackernews","source_id":"50004189","content_type":"comment","title":null,"body_preview":"\"Within Microsoft’s cloud and AI sector, monthly AI spending limits have reportedly been slashed from $100,000 per employee to approximately $10,000 in the majority of instances.\"\nAnd what were they d","author":"shantnutiwari","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004189"},{"id":"f90fd64b-7bfa-4233-9b97-acd906b5c2a4","source":"hackernews","source_id":"49998512","content_type":"comment","title":null,"body_preview":"AFAIK there is no such explicit, company-wide effort at meta. The article seems to try to slip Meta in there with whatever reporting they are doing on Microsoft, despite there being no such evidence f","author":"daishi55","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","self_reference"],"bot_score":0.17472847210202952,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998512"},{"id":"f06982c6-5fae-47c9-8bdd-d25998e8e8da","source":"hackernews","source_id":"50000550","content_type":"comment","title":null,"body_preview":"But what exactly does Microsoft have to show for this spend? Engineers are allowed to spend up to 100k a month in AI credits. And what comes of that?\nIs most of it spent on internal administrative too","author":"thraway3837","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000550"},{"id":"27fa62f9-f5f9-4d8f-8df4-f6cd67c2abcf","source":"hackernews","source_id":"49998440","content_type":"comment","title":null,"body_preview":"You have to use Windows, Teams and Copilot; how many people did I just lose?","author":"pluc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998440"},{"id":"6a98f268-b67f-45be-a311-2c1f5b3857e1","source":"hackernews","source_id":"49999619","content_type":"comment","title":null,"body_preview":"Just to sprinkle more details here about MSFT. The usage was trimmed down even more for some orgs and some specific accounts (I think those were vendors and the like). But if you are an FTE and somewh","author":"sublimefire","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999619"},{"id":"a225addd-27dc-42a1-8fee-b3eb2623f19f","source":"hackernews","source_id":"50002303","content_type":"comment","title":null,"body_preview":"As a Claude fan, and user, I must say I very much dislike the enterprise options available. I really do want something similar to the Pro, max 5x and max 20x plans but for enterprises.\nOur accountants","author":"Beached","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002303"},{"id":"7204a242-448d-4684-a75d-ad5bca91507f","source":"hackernews","source_id":"49997738","content_type":"comment","title":null,"body_preview":"We've reached the era of \"good enough\" ai, it seems. The truth is you don't need the best model in most cases.","author":"rangledangle","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997738"},{"id":"71c22671-449b-4407-b246-992cffb60d9a","source":"hackernews","source_id":"49997485","content_type":"comment","title":null,"body_preview":"This is not surprising. Every big lab blocks competitor tools for internal use; it is a data governance thing, not a quality statement.","author":"Benard-dev","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997485"},{"id":"6aecf417-0e28-4515-9833-b4ebea67102f","source":"hackernews","source_id":"50001735","content_type":"comment","title":null,"body_preview":"Most large companies are doing similar things, including:\n1) Giving tight budgets for AI use after a few years of a total free for all, and\n2) creating internal API marketplaces where one can access a","author":"cmiles8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity","absence_of_ai_signals"],"bot_score":0.14314487848894553,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001735"},{"id":"459fa980-f09d-4b07-b7d1-4d36b1198718","source":"hackernews","source_id":"49998230","content_type":"comment","title":null,"body_preview":"> monthly AI spending limits have reportedly been slashed from $100,000 per employee...\nwhat. I can see a team of 20 costing 100k per month (but rare), but per person?","author":"throwitaway222","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21944444444444441,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998230"},{"id":"cabba1ad-7918-46ac-b5e5-dd217403f7a8","source":"hackernews","source_id":"49997757","content_type":"comment","title":null,"body_preview":"If true, it is a huge blow to Anthropic’s revenue stream. IIRC it was reported that the quarter of their revenue comes from just two clients and as the ex-Meta guy who left this July, I am convinced t","author":"vld_chk","classification":"human_created","confidence":0.78,"indicators":["self_reference","platform_fluency","strong_opinion"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997757"},{"id":"25da8b5e-3c57-4113-9e54-f9c89b65f703","source":"hackernews","source_id":"49997555","content_type":"comment","title":null,"body_preview":"My company took away my Claude because it’s too expensive. I feel like there is a reckoning coming. The accountants are finally realising the cost of token maxing.","author":"MisterMunchkin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997555"},{"id":"d15039be-36b2-4992-8068-da30986abe65","source":"hackernews","source_id":"49999778","content_type":"comment","title":null,"body_preview":"> Within Microsoft’s cloud and AI sector, monthly AI spending limits have reportedly been slashed from $100,000 per employee to approximately $10,000 in the majority of instances.\nThey were allowing $","author":"dleslie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999778"},{"id":"12788fa1-2d68-41b6-b6e8-da0d914774df","source":"hackernews","source_id":"49997575","content_type":"comment","title":null,"body_preview":"If you were wondering the same thing I am - it's not about skills loss, quality, and less about money spent. It's more about frontier AI shops dogfooding their own models.","author":"ashleyn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997575"},{"id":"07adbab6-7af8-481c-811a-7963cf027c02","source":"hackernews","source_id":"49993025","content_type":"comment","title":null,"body_preview":"There's a joke that the LLVM heuristic for whether to inline a function is \"return true;\" LLVM tends to inline aggressively.\nYou can control this behavior with opt level \"s\" or \"z\" or \"#[inline(never)","author":"api","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993025"},{"id":"b2cb4eb7-0de1-47c0-8c89-e59f604ed6ab","source":"hackernews","source_id":"49992439","content_type":"comment","title":null,"body_preview":"Or just try to avoid all of these optimization guesses by using Profile-Guided Optimization (PGO), that inserts/deletes all inlines based on actual application runtime profile.","author":"zamazan4ik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992439"},{"id":"38bb5ec1-4ae9-4e31-87e8-dc135afae262","source":"hackernews","source_id":"49993832","content_type":"comment","title":null,"body_preview":"I wonder if they ever considered a table-driven approach for `#[derive(Debug)]`, as `facet` [1] does. That would have been my first instinct for something this formulaic where binary size and compilat","author":"scottlamb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993832"},{"id":"78fcc85a-ac7d-4034-bea4-5b98b2fced5c","source":"hackernews","source_id":"49992860","content_type":"comment","title":null,"body_preview":"I feel like Debug should be lazily emitted altogether when it’s first used - just a special marker that’s never expanded since 99% of the Debug implementations aren’t used and having the rest marked #","author":"vlovich123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","template_phrases"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992860"},{"id":"38bf6ef5-abfc-4454-a3e4-d819f31b1dea","source":"hackernews","source_id":"49992110","content_type":"comment","title":null,"body_preview":"I’m fairly convinced that Debug should never be inlined. Display probably neither, the fmt machinery is heavy enough that not inlining is probably not a bottleneck even in serialization-heavy workload","author":"Sharlin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","self_reference"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992110"},{"id":"790d57b6-4c43-40ad-9030-8f9e68a9d15f","source":"hackernews","source_id":"49991882","content_type":"comment","title":null,"body_preview":"Just another AI slop version of the old 'caveman' dialect.","author":"jubilanti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991882"},{"id":"736d2b88-1a57-4259-a81d-dc5a656d6502","source":"hackernews","source_id":"49993235","content_type":"comment","title":null,"body_preview":"Why the terrible AI image up top? Non-functional telegraph key, telegram that looks nothing like a real one, infant-sized bowler. I guess we're past rampant nonsense words, so progress?","author":"klaff","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.3110994627178614,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993235"},{"id":"3ad21259-7e43-4e91-82c1-66ffc0d05f8a","source":"hackernews","source_id":"49993320","content_type":"comment","title":null,"body_preview":"Exact match graders are the real variable here, we had F1 or a judge model swing passage QA scores by ten points on identical answers.","author":"hnd9q09qk4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993320"},{"id":"063aa101-29d6-4a27-88b1-7c57a95fddc3","source":"hackernews","source_id":"49997884","content_type":"comment","title":null,"body_preview":"Maybe agents can communicate via Morse code through port knocking, stick tables or something similar","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise"],"bot_score":0.14287370657466927,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997884"},{"id":"2c846c43-f6dd-46d4-a728-569a0d71ff8a","source":"hackernews","source_id":"49993212","content_type":"comment","title":null,"body_preview":"Maybe we should teach them to text like early 2000's teenagers, with SMS billed by the 120 chars...","author":"swiftcoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10412229918615169,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993212"},{"id":"88214595-f938-4550-974c-8d690971db05","source":"hackernews","source_id":"49993104","content_type":"comment","title":null,"body_preview":"Brilliant. Speaking of old timey language, a while ago, several LLMs were being trained purely on historical text, have any of them come out yet?\nEdit: e.g. https://github.com/DGoettlich/history-llms\n","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.11066792640697738,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993104"},{"id":"2fd40f1d-f59e-4d6c-8d2c-22989efcc4e4","source":"hackernews","source_id":"49996336","content_type":"comment","title":null,"body_preview":"Actually, I think the lesson from this article is that a lot of these little hacks we’re doing around context compaction, AGENTS.md, system guides, and other harnessy ways of saving tokens are going t","author":"bilater","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.15802632821965173,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996336"},{"id":"e75ac186-51dd-48c2-86c4-99e0f850b3be","source":"hackernews","source_id":"49993505","content_type":"comment","title":null,"body_preview":"Yeah I've thought of speaking like a caveman before to AIs but also maybe we could communicate more simply with people; ironically the article could be rewritten in telegraphese or caveman-speak\nWould","author":"erelong","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicators_absent"],"bot_score":0.18690486247090757,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993505"},{"id":"1f601bc2-bc6f-4a2b-909a-68221b5f46aa","source":"hackernews","source_id":"49992286","content_type":"comment","title":null,"body_preview":"You can see how the OpenAI agents that hacked Huggingface used something like this when communicating between them:\nhttps://youtu.be/87DyyMV0kCY?si=CSBzdYgkwy0kLhV6&t=749","author":"yomismoaqui","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992286"},{"id":"8cb0870d-11d2-4299-aebd-eb45719c8eda","source":"hackernews","source_id":"49992668","content_type":"comment","title":null,"body_preview":"Deeply unserious technology. Can't wait until an article about LLMs performing 20% better on programming benchmarks if asked to impersonate Kevin from The Office.","author":"novideonoradio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992668"},{"id":"75f70c11-79e0-4dbc-900d-583dfe207da9","source":"hackernews","source_id":"49992522","content_type":"comment","title":null,"body_preview":"Actor to Winston Churchill:\n\"Show premiere Oct 10th STOP Bring a friend STOP If you have one STOP\"\nWinston Churchill to actor:\n\"Can't make premiere STOP Will come to second showing STOP If there is on","author":"alexpotato","classification":"human_created","confidence":0.85,"indicators":["historical_anecdote_with_dialogue","platform_fluency","absence_of_ai_signals"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992522"},{"id":"c27cbdf3-b04e-4cd1-b84d-624aae88f4c5","source":"hackernews","source_id":"49992043","content_type":"comment","title":null,"body_preview":"From recent ChatGPT (GPT5.6) conversations where I've seen occasional reasoning leaks into the UI, it's clear that something like this is already implemented, and I'd speculate that this is the majori","author":"z2","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","platform_fluency","absence_of_personality"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992043"},{"id":"2d3d4dc0-27cf-4a66-a947-10abb26c2207","source":"hackernews","source_id":"49993369","content_type":"comment","title":null,"body_preview":"The Cablese/Telegraphese is more interesting than the use in LLM. DuckDuckGo'ed \"paromella\":\nhttps://en.wikipedia.org/wiki/Commercial_code_(communication...\nSome codes I found interesting:\n> INSANE - ","author":"netsharc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993369"},{"id":"889ca0ef-d940-4ad1-b773-f4a4991f2bdf","source":"hackernews","source_id":"49992293","content_type":"comment","title":null,"body_preview":"Newest LLM writing tell: Concepts are described in terms normally more appropriate for physical object.\n> A lab that suppresses it in a frontier model just moves the advantage to open models that stil","author":"Solomet","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992293"},{"id":"28189577-8f6a-4f7e-9dbf-a3946e3c5855","source":"hackernews","source_id":"49992460","content_type":"comment","title":null,"body_preview":"This page is (somewhat ironically) so extremely laden with Claude-speak that it's difficult to find the information in all the noise. But once you've waded through everything, you see these facts:\n>Wh","author":"OtherShrezzing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992460"},{"id":"27e9a121-593e-4102-baf1-a686df8441df","source":"hackernews","source_id":"50000448","content_type":"comment","title":null,"body_preview":"It's been at least 20 years, and Microsoft's blogging platform still doesn't support previous/next post links. Makes it goddamn hard to read the prior series about hot patching if it's not at the top ","author":"mauvehaus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion","genuine_specificity"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000448"},{"id":"9976659e-4d78-457d-97d0-5d0159ef609a","source":"hackernews","source_id":"49999998","content_type":"comment","title":null,"body_preview":"The world could use more hot patching. Now that AI upends computer security, getting software patched in a timely fashion is more important than ever, and having to reboot/restart the process or compu","author":"fragmede","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.07897797070087068,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999998"},{"id":"3479c74f-cc98-412f-8abf-53c2756de335","source":"hackernews","source_id":"50005007","content_type":"comment","title":null,"body_preview":">There is a race condition: The prescan may show that all the functions are safe to patch, but then somebody might patch a function after the prescan completes. In that case, the patcher will get half","author":"high_na_euv","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005007"},{"id":"b2ed6617-d1d5-41b3-b219-fd7333e88638","source":"hackernews","source_id":"50000691","content_type":"comment","title":null,"body_preview":"Detouring can be done for already detoured functions.  Just look at Steam Overlay vs other systems that hook into Direct3D, they can coexist.","author":"Dwedit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000691"},{"id":"2501fc11-b653-49fe-a55e-564c4cde2b6e","source":"hackernews","source_id":"50001191","content_type":"comment","title":null,"body_preview":"What happens if two consecutive updates try to hot patch the same function? Wouldn’t this be completely within the realm of possibility and be a pure Microsoft issue with no one else involved?","author":"vlovich123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001191"},{"id":"15a0961f-7b43-42dc-984d-252f8439c7f7","source":"hackernews","source_id":"50001934","content_type":"comment","title":null,"body_preview":"If your hotpatching library is competent, then it does everything atomically. Either by suspending all threads first and temporarily resuming them while they're executing any affected instructions, or","author":"dataflow","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001934"},{"id":"0f845c17-cd51-4db1-8d89-cffcec1464d8","source":"hackernews","source_id":"49999875","content_type":"comment","title":null,"body_preview":"Windows parallel DLL loading also defensively disables itself for a process if it finds some NT DLL functions have been hooked https://stackoverflow.com/questions/42789199/why-there-are-t...","author":"fsfod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999875"},{"id":"7b5673ed-b98f-463d-97ef-313f610e8b4d","source":"hackernews","source_id":"50009036","content_type":"comment","title":null,"body_preview":"So much effort to reinvent half of Common Lisp. They haven’t gotten to the part where redefining a class causes all existing class instances to be lazily upgraded to the new class layout.","author":"db48x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009036"},{"id":"32a4c79a-af6c-4908-8f1b-81f0f2556e10","source":"hackernews","source_id":"50000018","content_type":"comment","title":null,"body_preview":"At a previous job I wrote a docker build for patching individual Java class files on top of a monolithic docker image. This was not runtime patching, but allowed a single layer that was only a few kil","author":"jonhohle","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","niche_expertise"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000018"},{"id":"26d9420f-aa1f-443a-8e8f-4919a778a223","source":"hackernews","source_id":"50000337","content_type":"comment","title":null,"body_preview":"Interesting framing that hooking functions is considered “rogue” by Microsoft, or something you’re “not authorized” to do, when Microsoft themselves makes the detours library and never framed it like ","author":"drdexebtjl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000337"},{"id":"ffd4544c-27ee-478e-b317-1fd0d5a00dc7","source":"hackernews","source_id":"49994310","content_type":"comment","title":null,"body_preview":"Isn't this obvious? Why do you need a proof for it, just stack the cubes next to each other? If we're talking infinitesimally thin squares, then stack them on top of each other? Am I missing something","author":"rfgplk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994310"},{"id":"c4b6d9dc-b85c-441d-9b32-31f4278f3d2f","source":"hackernews","source_id":"49997602","content_type":"comment","title":null,"body_preview":"A short problem description on the github page would have been nice.","author":"ur-whale","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997602"},{"id":"f0a32823-d436-4b7e-8364-073a421fdddc","source":"hackernews","source_id":"49994514","content_type":"comment","title":null,"body_preview":"Another interesting video related to these types of problems: \nhttps://youtu.be/mVH7OPx4QZU","author":"reader9274","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.33333333333333337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994514"},{"id":"8a963884-28e4-415a-abdd-f2de0f1f2193","source":"hackernews","source_id":"49998234","content_type":"comment","title":null,"body_preview":"It took me a hot minute to understand what square packing really means (the Wiki is insightful) but TLDr: it's packing unit squares (1x1) into a larger, arbitrarily sized square. When the larger squar","author":"golden-face","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998234"},{"id":"0060203b-28b6-4398-8c0e-d8d3c55b4ca4","source":"hackernews","source_id":"49996040","content_type":"comment","title":null,"body_preview":"So this is a proof that the Walter Trump packing is the optimal packing?","author":"derektank","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","false_specificity"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996040"},{"id":"e13dc225-0252-436b-ac0d-d00d9093cfd7","source":"hackernews","source_id":"49995286","content_type":"comment","title":null,"body_preview":"Wow, I never would have imagined one could prove optimality for that accursed beautiful thing.","author":"kevinwang","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995286"},{"id":"57c65915-3152-49f1-b387-bb10850820e2","source":"hackernews","source_id":"49993528","content_type":"comment","title":null,"body_preview":"Did an interval-arithmetic branch and bound once, getting the rounding modes right took me weeks.","author":"coppercrisp62","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993528"},{"id":"275e188f-067c-42aa-8a81-a6ced64c38cf","source":"hackernews","source_id":"49995620","content_type":"comment","title":null,"body_preview":"One of the greatest classes I ever took was \"Cybernetics\", taught by David Huffman (\"the\" Huffman).  he started out the very first day talking about information theory, into sphere packing, and on to ","author":"dekhn","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995620"},{"id":"835e36de-d515-4734-95a3-c73760199a4d","source":"hackernews","source_id":"49997613","content_type":"comment","title":null,"body_preview":"For a joke version of this: https://x.com/bookazoid_/status/2107771851229610331/photo/1\nA keypad that uses 11 squares packing","author":"yboris","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997613"},{"id":"8e9b3e0e-d636-474d-ba03-a649a1b8844a","source":"hackernews","source_id":"50006833","content_type":"comment","title":null,"body_preview":"The previous, human-discovered result is the same to... how many decimal places? It wasn't printed in enough detail on the site I found to even say...\nStill an achievement, just funny.","author":"boutell","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006833"},{"id":"a77c4216-27a9-4e0a-b155-4d802aee85f1","source":"hackernews","source_id":"49993825","content_type":"comment","title":null,"body_preview":"Lot more pics here: https://jlevy.github.io/squares/","author":"mlmonkey","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13759297245028,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993825"},{"id":"d803cd50-24a7-47ca-b454-de178b22eb5c","source":"hackernews","source_id":"49993415","content_type":"comment","title":null,"body_preview":"The readme has no figures :( describing the packing?","author":"agnishom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993415"},{"id":"250225c7-5d27-40ba-b720-aebe96cd6414","source":"hackernews","source_id":"49993831","content_type":"comment","title":null,"body_preview":"A list of many square packings, with images:\nhttps://jlevy.github.io/squares/","author":"WithinReason","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993831"},{"id":"0d287ba0-bf90-41ee-a4a7-80109349a0b6","source":"hackernews","source_id":"49997321","content_type":"comment","title":null,"body_preview":"I'm working on a reproduction of the proof with some personal changes. The basic approach is the standard computer assisted \"unavoidable set\" approach. First, choose some regions small enough that two","author":"DevelopingElk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_personality","template_phrases","suspiciously_balanced"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997321"},{"id":"e0275f42-5838-482d-b8cb-9347f59f3a51","source":"hackernews","source_id":"49995686","content_type":"comment","title":null,"body_preview":"It is not as arbitrary or ugly as it may seem at first -  see the image here and the explanation: https://x.com/davidmbudden/status/2107646435659481548","author":"dkural","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995686"},{"id":"de40823a-3e67-4d2e-bdc2-146b91e1fbee","source":"hackernews","source_id":"49994282","content_type":"comment","title":null,"body_preview":"fwiw The prime site for square in square packing is at https://kingbird.myphotos.cc/packing/squares_in_squares.html\nThe triangular view is most interesting. And a 20 minute video on this view is at \nh","author":"yzydserd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994282"},{"id":"a4440460-08d3-4e61-b848-0b264cd8a868","source":"hackernews","source_id":"50011914","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=50008187","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011914"},{"id":"0e782ca7-aaa5-4816-a07f-13f590dbe092","source":"hackernews","source_id":"50012255","content_type":"comment","title":null,"body_preview":"Well wait, why not have the real important logic done server side, you can have a nodejs back end, hide the API calls and what's sent and that's that.\nSorry but complaining about front end code being ","author":"proxyscore","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012255"},{"id":"dec377cf-bcad-48b8-8615-8710e4a321e7","source":"hackernews","source_id":"49986031","content_type":"comment","title":null,"body_preview":"> Thank you for submitting a DMCA takedown notice. We've reviewed the information you've provided, and based on the facts presented to us, we're unable to confirm a violation of 17 U.S. Code § 1201.\nD","author":"jameshilliard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986031"},{"id":"9ac11e59-089b-4b6e-ae2f-3eb7901b7679","source":"hackernews","source_id":"49990195","content_type":"comment","title":null,"body_preview":"I use photopea for years and really respect what you did. I disabled the adblocker. I hope they remove that.","author":"msalihb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","personal_experience"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990195"},{"id":"e5d146de-a886-4de1-9dc2-48a8d30567fa","source":"hackernews","source_id":"50006674","content_type":"comment","title":null,"body_preview":"The ToS seem quite broad and arguably allow people to clone and modify the source (obligatory not a lawyer)\n>The Photopea editor can be used by anyone for any purpose, for free. If Photopea allows you","author":"nijave","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006674"},{"id":"ba8a4b92-c238-455e-b4c9-9a6b80fb3ada","source":"hackernews","source_id":"49982602","content_type":"comment","title":null,"body_preview":"Sorry this happened to you dude. I don’t want to be harsh but, out of the crimes ignored in this era of AI clean rooming, book destroying distilleries and a despondent ostrich adjacent legal system yo","author":"B4uler5","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49982602"},{"id":"e9a7547c-229d-472a-82eb-02cb83044152","source":"hackernews","source_id":"49985819","content_type":"comment","title":null,"body_preview":"It sounds like you might have a case for copyright infringement. Resolving the situation yourself has failed. Your next step is to talk to a lawyer.","author":"jdlshore","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.15926977492524833,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985819"},{"id":"8e88a7fb-d36e-4a8d-9675-6ace531162ab","source":"hackernews","source_id":"49987935","content_type":"comment","title":null,"body_preview":"Can you post the actual link of the repo? You'd get responses with more context.\nYou had commented on the photocraft post prior, so if it's that, then it's a bit muddled. It's a LLM based re-implement","author":"anilgulecha","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08302539629383439,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987935"},{"id":"c3133097-68fc-4648-8e39-130476189a15","source":"hackernews","source_id":"49991556","content_type":"comment","title":null,"body_preview":"With all due respect: people should be able to do this. Copyright as a concept applied to code was always a god-awful idea, DMCA especially. And for JS served on the open web it's plainly comedic.\nSom","author":"lewelove","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991556"},{"id":"2b0344b3-d589-4f42-a320-623c382e8841","source":"hackernews","source_id":"49991287","content_type":"comment","title":null,"body_preview":"It's inevitable if your entire product is statically hosted and pulled into their browser. They didn't even need AI to do this, they could have just done it by hand anyway.","author":"MisterMunchkin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991287"},{"id":"6afdf548-1142-4d00-a035-aee3a7ae8248","source":"hackernews","source_id":"49993345","content_type":"comment","title":null,"body_preview":"You’ve made a million dollars a year for five years with it? Why are you stressing about lawyers and support tickets instead of being retired?","author":"jodrellblank","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993345"},{"id":"ebb63494-cbfb-44e9-8989-e5e1efff60ef","source":"hackernews","source_id":"49985926","content_type":"comment","title":null,"body_preview":"Regardless of what you do now, I think you should be prepared for the upcoming reality that LLMs are going to be able to reproduce software, feature-perfect, in a way that does not currently violate c","author":"handoflixue","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.06383738592893125,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985926"},{"id":"c20a88c8-7720-4d2d-bb27-e348d76c668d","source":"hackernews","source_id":"49990052","content_type":"comment","title":null,"body_preview":"I think we're going to see a lot more of this going forward.\nI think we're also going to see the strategy to be to remove the processing and magic sauce from the client and move it to the server where","author":"schnebbau","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990052"},{"id":"ee12e974-cfdc-459c-ae7c-65f78dfa2d57","source":"hackernews","source_id":"49994299","content_type":"comment","title":null,"body_preview":"The 3rd U.S. Circuit Court of Appeals recently ruled [1] that using AI to train on a competitor's copyrighted material to build a competing product is _not_ fair use. This is a recent ruling (Septembe","author":"hgs3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994299"},{"id":"83bc3b65-d830-4a3e-8b33-6cbefe23425a","source":"hackernews","source_id":"49985916","content_type":"comment","title":null,"body_preview":"Man, some of the comments this is getting are absolutely wild.\nOP, I’m sorry this is happening to you. It must be incredibly frustrating to have people ripping off something you’ve worked on for many ","author":"bartread","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985916"},{"id":"829b5aa1-12ec-4404-9e32-f9b869825259","source":"hackernews","source_id":"49989198","content_type":"comment","title":null,"body_preview":"Hey guys, thank you all very much for your comments! I just woke up, I did not really believe my post would get this much attention, so thanks!\nHonestly, I was a hoping that giving attention to this p","author":"IvanK_net","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.10596489570713102,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989198"},{"id":"5a9b5035-b230-4be3-aab8-cef6c5ebdc64","source":"hackernews","source_id":"49990074","content_type":"comment","title":null,"body_preview":"Is there a ticket code or other contact you've been in touch with?\nAs for DMCA filings, we publish all of them here: https://github.com/github/dmca\nI see two from Photopea, one from 2022 (https://gith","author":"summarity","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","specific_details_and_links","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990074"},{"id":"1220cf82-bed8-4a47-8008-7889a10a52bc","source":"hackernews","source_id":"49984924","content_type":"comment","title":null,"body_preview":"You should discuss this with an attorney that is experienced with IP law to see what your options really are. IP law is very complex and sometimes very surprising. You need expert legal advice, not ad","author":"JohnFen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","template_phrases"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984924"},{"id":"c1f5d2f1-bace-4620-9c32-ace3a2dcb31f","source":"hackernews","source_id":"49992685","content_type":"comment","title":null,"body_preview":"> take the Javascript code from my website, remove all ads from it, and they publish such a \"new product\" on Github for everyone to download\nRemember that there is still quite a bit of friction to doi","author":"gwbas1c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","specific_examples"],"bot_score":0.11307417063440747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992685"},{"id":"6eb9bb02-1a6e-4e76-ace7-56008ac17a48","source":"hackernews","source_id":"49992066","content_type":"comment","title":null,"body_preview":"IP lawyer here -  I can't give you actual legal advice because you aren't my client, but generally, you have two options here, neither of which will be surprising, or very satisfying:\n1. Pay a lawyer ","author":"DannyBee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992066"},{"id":"0f065339-03bd-49aa-b014-f2d79ffca6d2","source":"hackernews","source_id":"49988079","content_type":"comment","title":null,"body_preview":"First off, let me get this out of the way - I am not a lawyer. If you want a legal advice talk to a lawyer.\nSecond, I am sorry this is happening to you.\nThird, based on GitHub's reply, specifically\n> ","author":"thought-gap","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","over_qualification","suspiciously_balanced","platform_fluency","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988079"},{"id":"378dc68d-2a4f-4030-b93e-af1c11f34680","source":"hackernews","source_id":"49969743","content_type":"comment","title":null,"body_preview":"Related: https://www.nature.com/articles/d41586-023-01313-5","author":"unddoch","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","absence_of_ai_markers","natural_brevity"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49969743"},{"id":"6b2b7c6a-8f86-4112-ba72-26c74de5fe5a","source":"hackernews","source_id":"50000412","content_type":"comment","title":null,"body_preview":"dupe, see older post here: https://news.ycombinator.com/item?id=49998006","author":"tyjen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000412"},{"id":"b883e80c-8e18-4bf5-95e6-60266f387ddf","source":"hackernews","source_id":"50004174","content_type":"comment","title":null,"body_preview":"> Franklin “knows exactly what’s in front of her,” says Betty Smocovitis, a science historian at the University of Florida\n... and owner of a time-travelling mind-reading machine. /i","author":"chrisjj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13759297245028,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004174"},{"id":"8348f852-3ba6-4961-abd3-692a654fe291","source":"hackernews","source_id":"49969720","content_type":"comment","title":null,"body_preview":"what?  she was doing a form of crystallography that ONLY makes sense if it's a helix?  Like, any time you are doing fiber diffraction it's pretty much \"a helix\".  Who claimed she didn't realize it was","author":"dnautics","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49969720"},{"id":"69f06983-3043-4837-9c60-1223424f7d4f","source":"hackernews","source_id":"50002596","content_type":"comment","title":null,"body_preview":"In the discussions about who figured out what when, a larger point is often overlooked: Does it really make sense to give credit to individuals for \"discoveries\" like the structure of DNA, when in fac","author":"AmosLightnin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002596"},{"id":"8346a6e7-4c11-457f-84e2-1fe7243e0024","source":"hackernews","source_id":"50001314","content_type":"comment","title":null,"body_preview":"This is not a case where she was running to the scientific society saying “double helix!” and they told her to get lost.  She was sitting on evidence.  We’ll never know how long it would have taken he","author":"khazhoux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001314"},{"id":"4ed8f09b-b6f0-4fe1-a199-ad444579d371","source":"hackernews","source_id":"50007666","content_type":"comment","title":null,"body_preview":"\"But a new analysis of her notes on another x-ray image, which she made just days earlier using the same DNA sample, offers a firm rebuttal.\"\nWatson may not have been the nicest scientist, but many pe","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.14092174735094595,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007666"},{"id":"57a8ba48-0d6c-4d85-a5cf-e7ebf5cb5166","source":"hackernews","source_id":"49999072","content_type":"comment","title":null,"body_preview":"So did Franklin provably realize the double-helix structure of DNA first or not? A lot of beating about the bush here but the article stops just short of actually explicitly making the claim it's work","author":"bondarchuk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999072"},{"id":"fa1ddcf9-3581-4ed5-a56e-f19f25fbd6bb","source":"hackernews","source_id":"50007502","content_type":"comment","title":null,"body_preview":"PBS nova 2003 on her work. It touched on the controversy:\nhttps://youtu.be/voDVF7yjv80?is=z-DmO45CDjAhnjKP","author":"miesman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007502"},{"id":"58d0f4cb-a848-4d59-9e1d-3c524eb16881","source":"hackernews","source_id":"50004955","content_type":"comment","title":null,"body_preview":"Slightly off topic, but I was initially confused by the image, since it looked like an X-shaped chromosome to me, rather than the orders of magnitude smaller DNA strand.  This image explains the struc","author":"hydrogen7800","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004955"},{"id":"4cbb7a95-9199-4159-ba7e-8adc3cc037ad","source":"hackernews","source_id":"49999568","content_type":"comment","title":null,"body_preview":"I think this is a better article on the topic:\nhttps://www.nature.com/articles/d41586-023-01313-5\nIt seems like there are several different parts to the discovery of the \"structure of DNA\" and differe","author":"lacker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.10935132867852014,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999568"},{"id":"1639a91a-cd9b-49ce-be04-6ccb2eb27d04","source":"hackernews","source_id":"49969703","content_type":"comment","title":null,"body_preview":"> Science historian Alistair Sponsel of the Science History Institute and crystallographer Brian Sutton of KCL argue Franklin knew the earlier photo had revealed a helix—the epiphany Watson claimed fo","author":"philipallstar","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49969703"},{"id":"2121e6fb-608b-49e4-abf4-04f14242a16c","source":"hackernews","source_id":"50001059","content_type":"comment","title":null,"body_preview":"Clickbait headline which misframes the controversy, to nobody's benefit.\nHelical DNA was the strongest candidate by 51, in part because earlier and cruder X-ray diffraction images had existed for some","author":"skew-aberration","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001059"},{"id":"3acb7ce3-4830-47c1-9783-ad8f31d1a72e","source":"hackernews","source_id":"49969695","content_type":"comment","title":null,"body_preview":"If I read Franklin's notes this establishes that she did in fact conceive of a double helix and base complementarity in the center (I can't see if she also recognized it was antiparallel).\nThat's the ","author":"dekhn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49969695"},{"id":"9f4ab52e-cf20-41e5-9c55-af8f58c1d81a","source":"hackernews","source_id":"50003608","content_type":"comment","title":null,"body_preview":"The sad thing about this is that, despite this clarification, in schools, it'll still be taught as a Watson/Crick discovery, not Franklin, just as the telephone is still taught as a Bell invention rat","author":"pythonRon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_anecdote","strong_opinion"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003608"},{"id":"a9d1a06f-f6c3-4330-93b5-0069cb611b8f","source":"hackernews","source_id":"49998183","content_type":"comment","title":null,"body_preview":"Easier Bank to Bank settlements would likely have avoided this situation.","author":"jiraiyasarutobi","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998183"},{"id":"af024658-2f1c-40ba-a26e-70fd2d63f12b","source":"hackernews","source_id":"50000876","content_type":"comment","title":null,"body_preview":"I find it a bit ridiculous that we still have to put up with the Visa and Mastercard duopoly.\nYou may have missed it, but Australia's banned card surcharges and tightened the interchange fee caps, but","author":"whh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000876"},{"id":"9e1706ea-eeb7-4f64-94e6-240969ce22ac","source":"hackernews","source_id":"50000745","content_type":"comment","title":null,"body_preview":"From the merchant perspective these middlemen can be infuriating. I use Stripe, and I regularly get chargebacks due to \"Unauthorized Use of Card\" coming from the issuing bank. Stripe will immediately ","author":"ppchain","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000745"},{"id":"dc88838f-90ae-4931-8717-b77ed17aaae9","source":"hackernews","source_id":"49994974","content_type":"comment","title":null,"body_preview":"Wouldn't high fees be competitive? A lot of incentive to compete there. Anticompetitive would be setting the fees too low to compete with.\nI guess the point being there is probably a better reason for","author":"somat","classification":"human_created","confidence":0.72,"indicators":["strong_opinions","platform_fluency","imperfect_expression","missing_synthetic_empathy","terse_style"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994974"},{"id":"d02685e3-5293-4a4d-8f54-d6187fbe76ed","source":"hackernews","source_id":"49997658","content_type":"comment","title":null,"body_preview":"I’d like to know more about what changed in the last few years that’s pushing more and more merchants to pass the card fees on to customers. Is it just thinner margins and more precarity everywhere? I","author":"rkunde","classification":"human_created","confidence":0.82,"indicators":["genuine_curiosity_with_specificity","platform_fluency","natural_brevity","absence_of_ai_hedging"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997658"},{"id":"1aabe453-db11-47e5-aefe-687d6bb71e34","source":"hackernews","source_id":"49995874","content_type":"comment","title":null,"body_preview":"That's how we do it in the US.  We let industries consolidate and merge until they can raise prices with abandon, then chip back away at it with lawsuits.","author":"purplezooey","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995874"},{"id":"b09acfb3-f5de-4a28-a92f-dea521f241c4","source":"hackernews","source_id":"50002193","content_type":"comment","title":null,"body_preview":"EU capped credit card fees precisely for this reason[0]. This news never gets out, because “Europe bad, the USA great”.\n[0] - https://eur-lex.europa.eu/EN/legal-content/summary/fees-for-...","author":"gregorygoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002193"},{"id":"43239058-d458-4b2a-a083-3e4a05513708","source":"hackernews","source_id":"49995287","content_type":"comment","title":null,"body_preview":"What's the intended outcome?\nIf you break up the Visa and Mastercard cartels, does this San Diego pizzeria then have to decide what cards to accept on a bank-by-bank basis?","author":"criddell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.06102914066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995287"},{"id":"fda6d35f-9d73-4f90-b8f4-9ee7115573d8","source":"hackernews","source_id":"49995537","content_type":"comment","title":null,"body_preview":"I hope more things like this comes to light, as we have seen how mastercard and visa in union has moved censorship among things around the world, which by the way is illegal, but due to their monopoly","author":"yturijea","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995537"},{"id":"fa6fb725-e0ea-444d-bf4e-77fb496f7129","source":"hackernews","source_id":"50009183","content_type":"comment","title":null,"body_preview":"Worst micro-drag on the economy.\nThe negative impact from these fees is probably greater than the lift from AI productivity gains (not investment).","author":"holaysuns","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009183"},{"id":"02c632dd-e837-4005-9a4a-5a436abc26b9","source":"hackernews","source_id":"49996146","content_type":"comment","title":null,"body_preview":"I think I would push back on the idea that credit and debit cards represent a deadweight loss to the economy. Operating a cash business has its own expenses - theft risk (employee or otherwise), handl","author":"legitster","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","semantic_specificity"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996146"},{"id":"7a6eb407-83e1-481b-a64e-db2d0147453d","source":"hackernews","source_id":"49999319","content_type":"comment","title":null,"body_preview":"EU forced MC/Visa to slash their intercharge fees to max 0.20%... that's why there is no \"reward\" program over here because we are not being ripped off constantly :)","author":"ktosobcy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999319"},{"id":"18aa4433-7258-47af-9b2d-ab2f32f8a0b8","source":"hackernews","source_id":"50000024","content_type":"comment","title":null,"body_preview":"I don't care about the fees as much as I care about the terrible experience of making payments. Why is it still such a chore to fill payment forms on the web? Why do we still print BPA thermal paper r","author":"modeless","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals","strong_opinions"],"bot_score":0.12964578093689166,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000024"},{"id":"f49409b4-547d-47d9-9bf9-781567aa39dd","source":"hackernews","source_id":"49995617","content_type":"comment","title":null,"body_preview":"What seems to be getting lost is that the acquirer, not the payment network, sets the Merchant Discount Rate. The acquirer is also the merchant’s direct payments provider.\nYet the acquirers seem to be","author":"tiffanyh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995617"},{"id":"815a4d1c-35ff-4b3a-9293-1904935725e0","source":"hackernews","source_id":"49997242","content_type":"comment","title":null,"body_preview":"A reminder to listen to the Visa episode of Acquired Podcast if you truly wish to understand the scale of Visa and how it all works. Even at 3+ hours you'll love every minute of it.\nhttps://www.acquir","author":"havaloc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997242"},{"id":"51663732-75b0-442f-9225-5b4f37fe3583","source":"hackernews","source_id":"49995216","content_type":"comment","title":null,"body_preview":"I think a lot of this is starting to bubble up to the surface after PIX made headlines[1]\n[1] https://whatispix.com","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.09116037472527538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995216"},{"id":"b33f6dfe-3aca-4139-9382-c0987c2caaea","source":"hackernews","source_id":"49995893","content_type":"comment","title":null,"body_preview":"I wish they would face litigation for banning the sale of large swaths of content (or even banning the content altogether on sites relying on donations/subscriptions to survive). Paypros have no busin","author":"Anonyneko","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15638227785783632,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995893"},{"id":"6d77cf1c-e7a9-4dbe-bc42-02a28ccd308d","source":"hackernews","source_id":"49995851","content_type":"comment","title":null,"body_preview":"I do think we're getting to the point that middlemen don't have much value add. Economics even suggests they don't add value I think. Possibly neutral markets, payments, and logistics should just be a","author":"Glyptodon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995851"},{"id":"b1533d56-338c-4f11-a406-dbdca092945c","source":"hackernews","source_id":"49997813","content_type":"comment","title":null,"body_preview":"Basic reforms that could solve this problem:\n1. Merchants need to be allowed to add card processing fees on top of any transaction, and it should be possible to do this very easily. If not this, then ","author":"boplicity","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997813"},{"id":"5b0f7858-e960-4fb9-afe0-41cdc4ac0e8c","source":"hackernews","source_id":"49998201","content_type":"comment","title":null,"body_preview":"One thing I've noticed with the bigger gas station chains near me is a push to have users download their mobile app, set up ACH payments, and use that as their payment method instead of credit cards i","author":"jawns","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0.09437364331576943,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998201"},{"id":"488b560d-60d0-4c00-a0e9-9630ec6c58e5","source":"hackernews","source_id":"50000997","content_type":"comment","title":null,"body_preview":"I thought this had something to do with the brown note, but was a good read regardless.","author":"grebc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000997"},{"id":"2eade13c-e11d-41e0-a7e0-4e2768ec8337","source":"hackernews","source_id":"50001888","content_type":"comment","title":null,"body_preview":"Einstein was mentioned in the link as having published a paper on Brownian motion in 1905. For more context, 1905 is known as his \"annus mirabilis\" (miracle year), when he published (four groundbreaki","author":"kwoff","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001888"},{"id":"d73eeeeb-77d8-4c72-92a8-221d0d79be72","source":"hackernews","source_id":"50002351","content_type":"comment","title":null,"body_preview":"Einstein proved atoms exist using pollen and math, while the Nobel committee still called it a side gig.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002351"},{"id":"0560f230-daab-4ba1-a949-1d163026df83","source":"hackernews","source_id":"50002287","content_type":"comment","title":null,"body_preview":"> Then starting in 1905, Albert Einstein published a series of papers in which he hythesized that the pollen particles were moving because they were being bombarded by invisible molecules in the liqui","author":"edbaskerville","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002287"},{"id":"283703e0-0af0-4d61-ac93-92aa59149e75","source":"hackernews","source_id":"50000729","content_type":"comment","title":null,"body_preview":"Nice article. Totally worth the read for anyone curious about Brownian motion.\nThank you to the author for writing and to the poster for sharing it on HN :-)","author":"cs702","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000729"},{"id":"29312aa3-f896-4a95-b989-cb860034fc38","source":"hackernews","source_id":"50002123","content_type":"comment","title":null,"body_preview":"> Building intuition for Brownian motion\nPollen grains are 10's of um, H2Os are 0.3 nm - 10^5 smaller. 10's of ng, vs 3e-14 ng - (10^5)^3 lighter. H2Os moving 600 m/s.\nImagine your body jerking around","author":"mncharity","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.0769662202596584,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002123"},{"id":"92310531-ed91-4720-90f1-5b5822b84bd3","source":"hackernews","source_id":"50002111","content_type":"comment","title":null,"body_preview":"Wonderful article, going from random walk to a Gaussian distribution. As an aside, I feel that normal distribution is way overused in practical contexts (apart from explaining Brownian motion, heights","author":"armcat","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality","human_indicator_present"],"bot_score":0.09702944331092994,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002111"},{"id":"bc0801c0-7903-4b83-8bb8-242070266bf8","source":"hackernews","source_id":"50004066","content_type":"comment","title":null,"body_preview":"Where’s my van Neumann parametron harmonic injection? Asking for a friend (see his posthumous patent)","author":"dr_dshiv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1960270369253057,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004066"},{"id":"c06abf21-9026-46bb-8be4-67a4e5eb15cb","source":"hackernews","source_id":"50005598","content_type":"comment","title":null,"body_preview":"OK, I guess we will see Turing's Bombe in a browser before Christmas?","author":"gritzko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005598"},{"id":"8a8475a1-4d21-462a-acc9-e55943aebced","source":"hackernews","source_id":"50003675","content_type":"comment","title":null,"body_preview":"Cool! Seems to be a digital 'clone' of https://the-analog-thing.org/ for anyone that needs to have this irl ;)","author":"boesboes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003675"},{"id":"0433549e-3753-4e6f-b6ff-9811442a8c1b","source":"hackernews","source_id":"50005729","content_type":"comment","title":null,"body_preview":"Makes me think about Make Noise MATHS: https://www.makenoisemusic.com/modules/maths/","author":"JodieBenitez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005729"},{"id":"107703c2-c0cb-4e12-88dc-88de66cd83d4","source":"hackernews","source_id":"50002907","content_type":"comment","title":null,"body_preview":"Simulating continuous-time differential equations on discrete clock cycles in a JavaScript engine is wonderfully perverse, but it works.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002907"},{"id":"e6ef7bd6-3412-454e-8767-344f44652e80","source":"hackernews","source_id":"50009739","content_type":"comment","title":null,"body_preview":"Related: Excellent 1953 U.S. Navy film on mechanical analog computers doing differential equations. https://www.youtube.com/watch?v=gwf5mAlI7Ug","author":"mrandish","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009739"},{"id":"754ed49a-91a3-4fa1-a0a6-45bd40a6202a","source":"hackernews","source_id":"50003950","content_type":"comment","title":null,"body_preview":"I took a deep dive for 12 months on how analog computers work(ed) and the result was a little kit and book that represent a kind of analog computer primer [1]. In short I took what I learned over the ","author":"JKCalhoun","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.12739660173051856,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003950"},{"id":"f041be80-fe88-4c60-a017-43239d0ff58a","source":"hackernews","source_id":"50004140","content_type":"comment","title":null,"body_preview":"Just playing with it a bit, the default setup (a decaying value/voltage)…\nLower left, \"-1/+1\" are your source voltages representing the smallest allowable value (-1) and largest (+1).\nUpper left \"COEF","author":"JKCalhoun","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","genuine_specificity"],"bot_score":0.12739660173051856,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004140"},{"id":"ece6ceb0-17c2-4bd3-91c9-f04f8395b7d1","source":"hackernews","source_id":"50003172","content_type":"comment","title":null,"body_preview":"Truly one of the most elegant implementations of all the basics that one could ask for.\nIn case you haven't dug into this dear reader, the Lunar Lander example is fascinating!  Takes a bit of patience","author":"MomsAVoxell","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003172"},{"id":"cc846072-9495-46f8-b91d-f5517b9c7e82","source":"hackernews","source_id":"50005961","content_type":"comment","title":null,"body_preview":"Look, I've used trillions times the resources that are needed to run or even to program these demos (which are marvels of the art of coding) to run them in a browser.\nAnd I didn't do any coding to ach","author":"sedan_baklazhan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005961"},{"id":"7e74a825-1a46-4788-9484-ed153c3ca2cb","source":"hackernews","source_id":"50003358","content_type":"comment","title":null,"body_preview":"This kind of made me sad.\nThe demoscene was all about human ingenuity getting the most out of the machine. It was about showing off how good your crew was at making things from nothing but their minds","author":"vrganj","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003358"},{"id":"446981ca-8e33-4e69-b3bd-9dff0654f1b7","source":"hackernews","source_id":"50003783","content_type":"comment","title":null,"body_preview":"bufff.... the music from second reality still gives me goosebumps.","author":"joking","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003783"},{"id":"232d309c-b7e3-4a72-9af5-3b0f6553f524","source":"hackernews","source_id":"50003859","content_type":"comment","title":null,"body_preview":"It's quiet amazing how much people did with 4kb, 64kb demos.","author":"meerita","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003859"},{"id":"2401777c-c9d8-4427-81f5-c37d247d9379","source":"hackernews","source_id":"50005597","content_type":"comment","title":null,"body_preview":"Checking the site out, I can't help but think its a huge contrast between the modern vibecoded slop with little added value(we already have webassembly DOS emulators!) and the ground-breaking producti","author":"petterroea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005597"},{"id":"248754c3-1185-4888-b22d-34bf8e90e067","source":"hackernews","source_id":"50003342","content_type":"comment","title":null,"body_preview":"So much fun. I recently ported some old strategy games. Claude does it almost on its own http://replicated.live/blog/games","author":"gritzko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003342"},{"id":"1d19b296-adae-4b44-bb7d-5eb950d45def","source":"hackernews","source_id":"50005376","content_type":"comment","title":null,"body_preview":"No credits for Trade War 2002 though. See ascii art","author":"momocowcow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005376"},{"id":"f51d6b3d-0c81-4328-b4c1-5a84330120ef","source":"hackernews","source_id":"50004287","content_type":"comment","title":null,"body_preview":"a couple of days ago I posted this: https://news.ycombinator.com/item?id=49982323\nState of the Art was ported to the browser as well.","author":"futurecat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004287"},{"id":"f767bfe7-f802-4af3-98b3-3a68eb26b963","source":"hackernews","source_id":"50003647","content_type":"comment","title":null,"body_preview":"If there’s no human effort behind this, what’s the point? You could just as well watch any of the zillions of video recordings of these demos. There’s no inherent value in \"running natively in the bro","author":"Sharlin","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003647"},{"id":"a1a3ee63-c0f1-4d5d-8ceb-9c18de15be03","source":"hackernews","source_id":"50005504","content_type":"comment","title":null,"body_preview":"this is mind boggling! although during the 90s might have started to shift to use C in damascene production, but when I was most active (90-94) we were hand rolling a lot of code in assembly. memory \"","author":"gregkb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","self_reference","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005504"},{"id":"7f3854dd-8205-494e-8771-8884bef80ba5","source":"hackernews","source_id":"50006073","content_type":"comment","title":null,"body_preview":"Wow, this brings back memories!\nI got my first PC (a 486 DX2-66) in 1994 and got a Creative Soundblaster graphics card + speakers later that year. Second reality was the first demo I had on that PC. I","author":"alphasm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006073"},{"id":"522afb8d-9656-48a3-aa8e-a66cee3a205a","source":"hackernews","source_id":"50003709","content_type":"comment","title":null,"body_preview":"The days I gave up with demoscene. When PC killed Atari ST and Amiga scene (sorry to put you after amiguys, but life was always easier for you ;) ), all the magic of fixed hardware without tons of Mhz","author":"Martin_Silenus","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003709"},{"id":"bd1c28f2-27a2-43d3-ae4b-be6caa51864c","source":"hackernews","source_id":"50003310","content_type":"comment","title":null,"body_preview":"> The demo is run on an x86 emulator that records every block of code the CPU actually executes, over the whole demo.\n> That recording is translated into C - the original instructions, one for one, wi","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11253116944322543,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003310"},{"id":"df75f0b4-497d-405c-8fdb-a63c1f1515ef","source":"hackernews","source_id":"50004677","content_type":"comment","title":null,"body_preview":"I understand that it might be nice to be able to play old demos in your browser, and its fine, but...\nPlease keep AI away from the demoscene.\nIve been active in the demoscene for almost 30 years, its ","author":"velo_aprx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004677"},{"id":"92a3214f-57a8-4c0f-9fd1-f58b50f97cfe","source":"hackernews","source_id":"50001171","content_type":"comment","title":null,"body_preview":"A link has been removed from other comments which argues with primary sources that she did not participate in the moon landing project to the extent suggested here. Her rise in popularity coincided wi","author":"groundzeros2015","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001171"},{"id":"b91bb327-acd4-4bde-be1e-c1650ecabb05","source":"hackernews","source_id":"50000250","content_type":"comment","title":null,"body_preview":"Weird, I was thinking about her monumental achievement just a few hours ago.","author":"metadaemon","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000250"},{"id":"8ac682be-ac1f-428c-834e-8a116547d47d","source":"hackernews","source_id":"50000740","content_type":"comment","title":null,"body_preview":"RIP. I'll always remember her iconic pic with the stack of printed code","author":"marcelo-earth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.4230769230769231,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000740"},{"id":"874dfd17-0eda-4e90-aed0-e70955d2b903","source":"hackernews","source_id":"50000434","content_type":"comment","title":null,"body_preview":"her pic with the stack of printed code will always be iconic.\nrest well pioneer.","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.13846933647534285,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000434"},{"id":"88c0af03-d4b2-4e80-bfa9-147fcedbd39b","source":"hackernews","source_id":"50001395","content_type":"comment","title":null,"body_preview":"\"Because software was a mystery, a black box, upper management gave us total freedom and trust.\"\nIf only!","author":"sib","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001395"},{"id":"7e51db5d-e25c-46b4-a316-9863f1b80f98","source":"hackernews","source_id":"50001001","content_type":"comment","title":null,"body_preview":"I am extremely sorry to hear of Ms. Hamilton's passing. I will be sure to tell my daughters in the morning. I told them a bit about her. They found the life size cardboard cutout at the Computer Histo","author":"rietta","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001001"},{"id":"e02a498c-1da9-4c2f-86d3-453ac7bb73a2","source":"hackernews","source_id":"50000950","content_type":"comment","title":null,"body_preview":"I feel very sad. I always wished I could meet her and have a little talk. She'll be forever remembered thanks to that coolest badass picture of her. Om shanti!","author":"leelasankhar","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000950"},{"id":"8fd06492-2a51-44fc-8e40-a278d4c776c7","source":"hackernews","source_id":"50006607","content_type":"comment","title":null,"body_preview":"If anyone wants to get a deeper understanding of the Apollo Guidance Computer I can recommend the book \"Digital Apollo\" by David A. Mindell. It puts the AGC into the context of the fly-by-wire efforts","author":"rootbear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006607"},{"id":"cbe977cd-b60b-4c56-896e-f03736a26157","source":"hackernews","source_id":"50005600","content_type":"comment","title":null,"body_preview":"Also the name of the actress who played Wicked Witch of the West in Wizard of Oz, who died in 1985.\nhttps://en.wikipedia.org/wiki/Margaret_Hamilton_(actress)\nI am pleased to have now learned more abou","author":"tanseydavid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005600"},{"id":"b42b6028-9d40-427c-80a2-8235afce8731","source":"hackernews","source_id":"50002092","content_type":"comment","title":null,"body_preview":"I previously made a short comic about Margaret Hamilton and her work on the Apollo flight software:\nhttps://fosscomics.com/posts/5.%20The%20Beginning%20of%20Sof...\nSharing it again in her memory. May ","author":"joonehur","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002092"},{"id":"9180e103-06b9-4ecc-af65-fe4f9d4297da","source":"hackernews","source_id":"49999090","content_type":"comment","title":null,"body_preview":"Dang. She was a remarkable stand-out, in fields full of remarkable people.\nThe pic here is often people's first intro to her https://news.mit.edu/2016/scene-at-mit-margaret-hamilton-apo...","author":"WarOnPrivacy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999090"},{"id":"5f055987-38a3-4de2-b19c-58a994393dcb","source":"hackernews","source_id":"50001751","content_type":"comment","title":null,"body_preview":"Hamilton invented the idea of error handling in software, and that error handling in the Apollo computer is why Buzz Aldrin was able to handle the error 1201/1202 in the minutes before the Eagle lande","author":"dadrian","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_signals","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001751"},{"id":"a4de5547-9b4e-4549-ac52-256d69049c68","source":"hackernews","source_id":"50001419","content_type":"comment","title":null,"body_preview":"Her story and her work is so inspiring. And I feel a bit sad reading about it...\nWhen I started working on this field I dreamt of working on things like that. Not sending anything to the moon, but cod","author":"101008","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","personal_experience_and_aspirations","platform_fluency","imperfect_expression"],"bot_score":0.09540414066556502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001419"},{"id":"4dd1850f-0a69-467d-a4a1-fe9d81f417ff","source":"hackernews","source_id":"49999628","content_type":"comment","title":null,"body_preview":"There is a very nice oral history the Computer History Museum produced: https://computerhistory.org/blog/margaret-hamilton-in-her-ow...\nIn Levy's \"Hackers\" there is a story about late night hacking on","author":"EvanAnderson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12882808581881888,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999628"},{"id":"ba43bee4-18f1-4eae-9e76-8bf326c1c13a","source":"hackernews","source_id":"49999810","content_type":"comment","title":null,"body_preview":"Margaret Hamilton actually coined the term \"software engineer\" IIRC. Rest in peace","author":"muunbo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999810"},{"id":"a92ea992-ad8a-4983-b328-3e8341be2fc7","source":"hackernews","source_id":"50002548","content_type":"comment","title":null,"body_preview":"I will forever keep the image in my mind of her standing next to the Apollo program code books.\nhttps://news.mit.edu/2016/scene-at-mit-margaret-hamilton-apo...","author":"jfsebastian","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002548"},{"id":"c9057d0e-432a-4259-9b0a-8bd04ff3fa02","source":"hackernews","source_id":"50001643","content_type":"comment","title":null,"body_preview":"Related:\nMargaret Hamilton Led the NASA Software Team That Landed Astronauts on the Moon - https://news.ycombinator.com/item?id=36720448 - July 2023 (32 comments)\nMargaret Hamilton oral history (2017)","author":"divbzero","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001643"},{"id":"29a9fcf8-c926-4042-84bd-6e6d97418d32","source":"hackernews","source_id":"50005477","content_type":"comment","title":null,"body_preview":"I think projects like Apollo are important in a way that they let extraordinary people to use their capabilities.\nI feel from personal experiences as well as from many close people that often the corp","author":"Gravityloss","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_experience_reference"],"bot_score":0.15926977492524833,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005477"},{"id":"38db1ea8-6ef0-4406-be91-d77406742e31","source":"hackernews","source_id":"49999961","content_type":"comment","title":null,"body_preview":"I was able to meet her, and others who worked at the MIT Instrumentation/Draper Lab, as a start-up I was with received funding from a VC firm founded by other Draper Lab members from the Apollo era. I","author":"diskzero","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999961"},{"id":"f699a138-b68e-46b4-8114-53662280ba25","source":"hackernews","source_id":"49994015","content_type":"comment","title":null,"body_preview":"There is a rate limit of around 10 checks in 24 hours.","author":"cubefox","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15163699067219336,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994015"},{"id":"cc8b730b-a6dc-4f12-98c1-8454ac4c2d91","source":"hackernews","source_id":"49994126","content_type":"comment","title":null,"body_preview":"Wouldn't it be easy to just generate a training dataset and use a model to identify and remove said watermarks?","author":"iamleppert","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994126"},{"id":"e4ddce65-ef5b-4dee-bffa-c99fc4e05fe5","source":"hackernews","source_id":"49999300","content_type":"comment","title":null,"body_preview":"No artist wants their artwork be defined by the noise synthid ads.","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","semantic_specificity"],"bot_score":0.14265445629613693,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999300"},{"id":"f3d8f268-f592-4f89-a988-f40f59c6620c","source":"hackernews","source_id":"49998938","content_type":"comment","title":null,"body_preview":"I hate that Google don't have an API or open library to detect gemini images, unless you're enterprise. Create a problem then charge API access to get the solution.","author":"addedlovely","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","accusatory_framing"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998938"},{"id":"35d37df2-b1bc-4810-aec3-40eb78ab3b2e","source":"hackernews","source_id":"49993612","content_type":"comment","title":null,"body_preview":"This is a Google Deepmind project to “Identify AI generated media”\nMore detail at https://deepmind.google/models/synthid/\nFor those who, like me, were hoping it was a vision model to identify synthesi","author":"pbronez","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993612"},{"id":"5613d0e6-29c9-4e19-8ea9-cab73d535e73","source":"hackernews","source_id":"50000238","content_type":"comment","title":null,"body_preview":"Like any watermark that preceded it, it will be reverse engineered and AI generated content will be wiped clean of this \"imperceptible\" footprint.","author":"xyst","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000238"},{"id":"0106571d-ce15-4e11-9f85-e34c09d26580","source":"hackernews","source_id":"49994207","content_type":"comment","title":null,"body_preview":"The creepiest part of SynthID is that even the Chinese models are refusing to try and bypass it. Not sure if it's corruption from claudeslop data but they keep saying it's a crime to remove SynthID ad","author":"MisterMunchkin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994207"},{"id":"d7685eb0-b5ae-4fb2-89fb-d3458ac65cba","source":"hackernews","source_id":"49993640","content_type":"comment","title":null,"body_preview":"I worry we’ll have to approach this the other way around: verify that photos came from a camera, using hardware support like Apple’s Reference Image, rather than try to detect every AI generated one.\n","author":"jakozaur","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993640"},{"id":"5a170c17-6454-4317-8518-315328fdead6","source":"hackernews","source_id":"49993652","content_type":"comment","title":null,"body_preview":"No option to detect generated text. SynthID also watermarks text, right?","author":"sha-3","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993652"},{"id":"c2054a9b-492f-44e9-982a-62fee11a6e62","source":"hackernews","source_id":"49995484","content_type":"comment","title":null,"body_preview":"Is there an open standard or something for people generating images to encode them or is the standard private and only shared with frontier model builders? That's a shame if latter. But pretty cool st","author":"NeumannGod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995484"},{"id":"bea113be-cb8c-44a3-851b-8524220614f8","source":"hackernews","source_id":"49998736","content_type":"comment","title":null,"body_preview":"I tested about 8 pictures. All 8 were made with OpenAI and Google. 2 were altered by and had text and picture overlays. The 6 didn't and SynthID caught them. The 2 altered passed. Interesting!","author":"justhw","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998736"},{"id":"823b064a-6dab-492c-b724-c146730fbc86","source":"hackernews","source_id":"49996875","content_type":"comment","title":null,"body_preview":"https://blog.google/innovation-and-ai/models-and-research/go...","author":"HelloUsername","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1215739168960134,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996875"},{"id":"8cc862fb-013c-4e65-9d08-dbbe9a08a5dd","source":"hackernews","source_id":"49993983","content_type":"comment","title":null,"body_preview":"Here is openai:\nhttps://help.openai.com/en/articles/8912793-provenance-signa...\nThere is rate limit though","author":"sarkarghya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993983"},{"id":"35132456-2d66-4157-a68f-be7277706c5e","source":"hackernews","source_id":"49994123","content_type":"comment","title":null,"body_preview":"If I go directly to the URL it wants me to agree to some stuff before I even know what the service is.  I had to come to these comments to figure that out (without agreeing to anything first).","author":"RobGR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994123"},{"id":"5200d0a9-1795-422b-b3a8-75001ff0c304","source":"hackernews","source_id":"50002402","content_type":"comment","title":null,"body_preview":"This has got nothing to do with protecting any users, or public. It's not about us being safe and protected from AI.\nThis is purely so AI doesn't eat its own tail. What benefit are AI generated images","author":"YuccaGloriosa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002402"},{"id":"b2422b66-530c-4bb0-81a5-b6cc8c4734cb","source":"hackernews","source_id":"49993455","content_type":"comment","title":null,"body_preview":"It's baffling that this requires auth. OpenAI's own tool (https://openai.com/research/verify/) doesn't require auth.\nEven Google themselves previously offered a no-auth way (just very niche): if you u","author":"Tiberium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","specific_examples"],"bot_score":0.12964578093689166,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993455"},{"id":"4d555d74-f270-4704-a747-a19a82cbb1ce","source":"hackernews","source_id":"49993881","content_type":"comment","title":null,"body_preview":"It's a real shame Google isn't more transparent about how it actually works, and doesn't provide any mechanism for classifying images in bulk or offline.\nThis is the best SynthID write-up I've found s","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.11253116944322543,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993881"},{"id":"e7f8f219-4f22-45aa-9b4d-ae56b990e2e8","source":"hackernews","source_id":"50000775","content_type":"comment","title":null,"body_preview":"Naively thought from the title that this was a way to detect what synthesizer / settings were used to create a sound in a song and I was pretty excited about that.","author":"bdickason","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000775"},{"id":"3da24f27-6aae-4d86-ade0-8afd5140bd06","source":"hackernews","source_id":"49994064","content_type":"comment","title":null,"body_preview":"Finally, the previous implementations were very silly! OpenAI had a nice tool, but it only detected their own watermarks, and Google's process was \"upload the image to Gemini and ask if it's AI genera","author":"jdranczewski","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994064"},{"id":"ffee93ef-1a3a-4761-89e6-7febe0cf13b0","source":"hackernews","source_id":"49997505","content_type":"comment","title":null,"body_preview":"I'm curious to see how useful this is. I feel like in practice the existing versions of this feel like they get in the way. While I'm sure I've had some situations where a visual would be helpful, the","author":"ddxv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.05725194435441244,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997505"},{"id":"ea35c0fb-d1d0-4d56-a3a9-bffbe489df00","source":"hackernews","source_id":"49999468","content_type":"comment","title":null,"body_preview":"I'm excited about generating UIs (and apps) on demand, because it's one step closer to devices just morphing to the interface you need. I want to talk to my phone and have it generate the app or inter","author":"skapadia","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.3092181389502671,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999468"},{"id":"e81259dc-dde6-4274-a546-1734eb9d1e99","source":"hackernews","source_id":"49996604","content_type":"comment","title":null,"body_preview":"Is this OpenAI catching up with Anthropic artifacts? At the same time they say \"We’ve trained GPT‑6 to compose responses using text, visuals and interactive elements...\", rather than a harness.","author":"throwaway7783","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","human_indicators_absent"],"bot_score":0.1222912082729921,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996604"},{"id":"9ce63575-e371-4ce0-8ed4-9293c8211d5e","source":"hackernews","source_id":"49998726","content_type":"comment","title":null,"body_preview":"Thank god. My primary use of ChatGPT is meal planning and while it’s great for recording, recipe lookup, etc I always just wanted it to be able to make checkable grocery lists.\nI eventually just had i","author":"csharpminor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience_narrative"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998726"},{"id":"1df368e7-0014-48a9-9058-b1ae73c449b5","source":"hackernews","source_id":"50008213","content_type":"comment","title":null,"body_preview":"It feels that cgpt 6 is giving less exhaustive answers than 5.6. Both in high. I believe that they are using Terra for normal chat and even if 6 answers are coming faster, they also are much less deta","author":"patata3000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008213"},{"id":"b17328f5-bcd0-4c1e-8dfc-4762eecf3e42","source":"hackernews","source_id":"49997547","content_type":"comment","title":null,"body_preview":"We are becoming more and more as a tool for sth to be done rather than the brain behind it. At least I start to feel this way. The joy of discovery, exploration and experiencing at first hand... It is","author":"dbacar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997547"},{"id":"16d2ac16-cae2-4287-baf2-dcf2205ce96f","source":"hackernews","source_id":"49996670","content_type":"comment","title":null,"body_preview":"I find it extremely strange that they're adding GPT-6 Sol to Chat over GPT-6.1 Sol which is significantly more capable.","author":"Tiberium","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.12964578093689166,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996670"},{"id":"ffccb2ff-507b-44f8-aa8c-d99941f59ab7","source":"hackernews","source_id":"50003574","content_type":"comment","title":null,"body_preview":"Maybe I don't get it yet, but why do you need a new model for this? Wouldn't this more be an issue of \"harness\"/chat UI engineering?\nAll the current-generation models can oneshot HTML/Javascript front","author":"xg15","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","over_qualification","human_indicator_present"],"bot_score":0.12185057858672976,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003574"},{"id":"97117857-a5a6-41ca-a7c1-c617cfc040e7","source":"hackernews","source_id":"49998818","content_type":"comment","title":null,"body_preview":"Burning question: why is this worth paying for as a layman? I can sometimes find a use for all these LLMs for software development, but I can never find a good use for any of this outside of \"slightly","author":"rc-1140","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998818"},{"id":"f2edbe3a-cb87-431e-854d-6939f39dcb12","source":"hackernews","source_id":"50003525","content_type":"comment","title":null,"body_preview":"Any details about the streaming ui lib they mention or about the format of the ui code? This could become really annoying to be fractioned among model providers with custom RL that required independen","author":"jFriedensreich","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.07993622101656082,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003525"},{"id":"b2f39bf7-6297-484d-ac10-dd46afb827cd","source":"hackernews","source_id":"49996909","content_type":"comment","title":null,"body_preview":"GPT-6's design sense is kind of ridiculous imo.\nI have explicit instructions to tone it down. Less taglines, eyebrow text, subheadings, decorative spacing, pills, cards.\nHopefully this doesn't bleed i","author":"kingstnap","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996909"},{"id":"8d5bb9c5-724d-4ea1-8665-a8aa0ce3c352","source":"hackernews","source_id":"50002902","content_type":"comment","title":null,"body_preview":"On the video, clicking on the play icon mutes the sound, and clicking on the loudspeaker icon to unmute, stops transport. Is this \"intelligent UI\" or just a sick joke?","author":"bambax","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002902"},{"id":"556eed70-7846-41cc-8d95-1ac29be569dd","source":"hackernews","source_id":"49997229","content_type":"comment","title":null,"body_preview":"I'm not a fan of OpenAI / Sam Altman, but I love their blog posts. The team and whoever decides how to do these presentations, is on point. The only other company that has amazing release pages like t","author":"giancarlostoro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12377678630331496,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997229"},{"id":"a6245529-2ce3-425c-af0d-47a808869f5b","source":"hackernews","source_id":"49997066","content_type":"comment","title":null,"body_preview":"I've been calling this \"disposable UI\" or \"paper plate UI\", eg something meant to be used once. One thing I'll be curious about is overzealousness to produce this, when sometimes what you want is just","author":"jjcm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.0855269249828432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997066"},{"id":"0de79cfc-a076-4111-b490-78b28afa9a7b","source":"hackernews","source_id":"49997570","content_type":"comment","title":null,"body_preview":"This seems like a way for them to surface ads in ChatGPT. They just came out with visual ad format option for advertisers a couple of days ago: https://openai.com/index/new-chatgpt-ads-format-and-meas","author":"virtuosarmo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997570"},{"id":"8e7fb4a7-bc71-48b5-bca5-2b764768b37d","source":"hackernews","source_id":"49996883","content_type":"comment","title":null,"body_preview":"I've had the most success with GPT explaining things to me by making it take a few sentences at a time back and forth, instead of reading full write-ups of whatever I asked. It also often poisons the ","author":"xpct","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.16639031909970578,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996883"},{"id":"3ffea955-5da0-4e6b-b354-22ef626ec7c0","source":"hackernews","source_id":"49999700","content_type":"comment","title":null,"body_preview":"https://cdn.openai.com/pdf/gpt-6-october.pdf\nSystem card linked in the blog post.\n> regression on the extremism vision evaluation.\n> Relative to their respective GPT-5.6 counterparts, GPT-6 Sol (Octob","author":"ankit_mishra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999700"},{"id":"da4f5078-54ae-4fad-9093-90938f99478e","source":"hackernews","source_id":"49997262","content_type":"comment","title":null,"body_preview":"Funny to see a blog post about UI from one of the most funded tech companies in the world, yet the player has about the worst UI possible:\n- Audio volume has 2 levels: on and off\n- Play button worked ","author":"xnickb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","list_heavy_advice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997262"},{"id":"4586ab34-b85e-4025-84b4-c5c3b1512380","source":"hackernews","source_id":"49996963","content_type":"comment","title":null,"body_preview":"Of everything that could be automated, Bartosz Ciechanowski really was the last on my list.\nIn all seriousness, his lovingly and expertly crafted explainers are still going to age like a handcrafted h","author":"mortenjorck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","metaphorical_language","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996963"},{"id":"35174caa-3e58-4699-ab31-4d84d4c99938","source":"hackernews","source_id":"49997016","content_type":"comment","title":null,"body_preview":"I find the Sunday roast comparison of 5.6 vs 6 very interesting. I have no doubt most people will prefer 6, yet I am almost repulsed by all the images, so much needless whitespace, checklist and so on","author":"revolvingthrow","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","synthetic_empathy","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997016"},{"id":"499620ca-8675-4596-b42a-65ad9ca5cfc9","source":"hackernews","source_id":"49994650","content_type":"comment","title":null,"body_preview":"I'll kind of miss (not actually) the early 2000s codec vibe I get when I share an image with people on Signal and half of them say, \"I can't view it.\"","author":"Waterluvian","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.129037084077249,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994650"},{"id":"94175e44-877b-4ad4-bd13-2a98a9e2acd7","source":"hackernews","source_id":"49993587","content_type":"comment","title":null,"body_preview":"Took them long enough with a few embarassing detours, but a welcome news nonetheless! Has anyone ~blogged about some of the internal dynamics that lead the G ship to course-correct, would be curious t","author":"eviks","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993587"},{"id":"2882500c-8d76-45ae-a296-2482a29e4947","source":"hackernews","source_id":"50001367","content_type":"comment","title":null,"body_preview":"I wrote \"The Case Against JPEG XL\". I still don't understand why this is a valuable addition to the Web, to be honest.\n1. Lossy: AVIF is vastly more efficient at any fidelity target with reasonably mo","author":"computerbuster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001367"},{"id":"2e925d2b-1b74-4909-8e66-00ffdf545cef","source":"hackernews","source_id":"50003508","content_type":"comment","title":null,"body_preview":"Caution: Apparently, machine translation still sucks: \"memory-unsafe languages like C++\" gets auto-translated to \"speichersicheren Sprachen wie C++\" in German which means the exact opposite.","author":"mkesper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003508"},{"id":"e06d013a-acf1-45da-b4e0-6adbc083f925","source":"hackernews","source_id":"49991714","content_type":"comment","title":null,"body_preview":"Are they switching it on in Android Chrome? That would complete the picture of at least baseline support... eventually... when a decent percentage of Android phones actually get that version.\nBut Safa","author":"boutell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991714"},{"id":"e3810f4b-1d0b-4f50-87c8-9ba9c6eee8a4","source":"hackernews","source_id":"50001475","content_type":"comment","title":null,"body_preview":"Yay! Good timing. I just integrated JXL into my photo gallery website a few days ago. Non-optional. I can't afford to be hosting Jpegs :-) Now I don't have to tell people to flip the flag in their set","author":"hdjrudni","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001475"},{"id":"503d9d45-24c8-4643-a1e3-261412a8b78b","source":"hackernews","source_id":"49994557","content_type":"comment","title":null,"body_preview":"Nice.  I added support for JXL to a low traffic chan board after Firefox added experimental support.  I would honestly be surprised if anyone ever upload anything in that format but I can see some use","author":"Bender","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1416165293867808,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994557"},{"id":"2ecb1ac6-11d1-4352-a4bd-8c63fe5a9b45","source":"hackernews","source_id":"49991418","content_type":"comment","title":null,"body_preview":"So it's supported now by all the major browsers (Firefox support coming soon) as well as all the major OSes.","author":"Synaesthesia","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991418"},{"id":"f0be1488-381a-45cc-b5aa-1bf044af5469","source":"hackernews","source_id":"50000700","content_type":"comment","title":null,"body_preview":"I remember in 2023 jpeg xl was dropped from Chrome for reasons I assumed at the time to be political\nThis had a cascading effect, where we immediately (within hours) dropped support for jpegxl on Pixe","author":"mgraczyk","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_anecdote"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000700"},{"id":"59eda6a0-9eda-4cd5-9cd7-fa6adb1eb7b5","source":"hackernews","source_id":"49991895","content_type":"comment","title":null,"body_preview":"The timetable looks promising:\nhttps://cloudinary.com/blog/2026-the-year-of-jpeg-xl#_strong...","author":"ohyashae","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991895"},{"id":"1ff9e64e-43fd-4f5a-8d23-154d25ca367b","source":"hackernews","source_id":"49996166","content_type":"comment","title":null,"body_preview":"Interesting win for a cool format, i remember there was a rather arbitrary closing of the issue in Chromium forum despite big support for its addition, more strange yet is that Chrome team was pushing","author":"flockonus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996166"},{"id":"2445520a-bb77-4bb0-a851-2da7d2df1b7a","source":"hackernews","source_id":"49991629","content_type":"comment","title":null,"body_preview":"Watching the example image load I had this flashback of the past, where images were 256 color interlaced GIFs, downloading slowly, line by line...","author":"tniemi","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991629"},{"id":"04e692a0-5454-43a5-9f27-f4a63fbcd151","source":"hackernews","source_id":"49991514","content_type":"comment","title":null,"body_preview":"Drat!  I hoped this was going to cover the internal battle where Google executives trying to stop JPEG XL and how engineers finally convinced them to change their minds.\nMy guess: the engineers didn’t","author":"YesThatTom2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991514"},{"id":"32aa82b3-730c-4d64-b1f9-7ee28fa6ce5a","source":"hackernews","source_id":"49991751","content_type":"comment","title":null,"body_preview":"One downside is that you cannot tell if format lossy or lossless by looking at its extension.","author":"tepmoc","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991751"},{"id":"73f75bdb-fcc3-4d4c-b25f-2137104fa6fb","source":"hackernews","source_id":"49991617","content_type":"comment","title":null,"body_preview":"The tortoises have somehow outrun the hare because Safari still hasn't turned on progressive loading in libjxl (which had this feature since before Safari added the feature), while FF (non Android) an","author":"cyberrock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991617"},{"id":"5064756f-f97c-4f83-9471-9ad240a668c8","source":"hackernews","source_id":"49991527","content_type":"comment","title":null,"body_preview":"Every time a new image format comes out, I think about the compatibility crisis between apps.\nE.g. Telegram still doesn't have sane support for .webp, it treats them as stickers.  MacOS can take a lon","author":"kelseydh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_example"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991527"},{"id":"df32e836-2970-48c7-8328-9c341e131e8a","source":"hackernews","source_id":"49991860","content_type":"comment","title":null,"body_preview":"Glad to see it happen. I'd prefer it there was just one format rather than both jxl and avif, but at least it's the final nail in the coffin of webp which seems to have accomplished little but annoy p","author":"revolvingthrow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991860"},{"id":"bb615718-3f62-4b27-8d3e-6c4049a65736","source":"hackernews","source_id":"49991443","content_type":"comment","title":null,"body_preview":"See previous HN discussions for context:\nGoogle set to deprecate JPEG XL support in Chrome 110 - https://news.ycombinator.com/item?id=33399940\nJPEG XL support has officially been removed from Chromium","author":"swiftcoder","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10412229918615169,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991443"},{"id":"302b61ac-e2a2-439b-8716-6ee400a2d3c8","source":"hackernews","source_id":"49991410","content_type":"comment","title":null,"body_preview":"It's exciting to see JXL support being re-added in Chrome after being removed a while ago and them seemingly not being interested in supporting it [1].\nI think JXL is a cool image format, but was bein","author":"xx_ns","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13032925006137827,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991410"},{"id":"15ad493c-38f4-429e-8ef3-792985c22538","source":"hackernews","source_id":"49993079","content_type":"comment","title":null,"body_preview":"And soon Firefox will include it in Stable. During October it will go from Safari only to majority coverage. Eventful month!\nWhile AVIF may have a slight edge in some cases like in fairly lossy compre","author":"jug","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993079"},{"id":"c3bd9533-261a-489e-a8ac-e427124b0578","source":"hackernews","source_id":"50005524","content_type":"comment","title":null,"body_preview":"Never knew of Golding’s post-Flies bibliography. Sounds like it’s worth diving into! And wonder if his relationship to Monteith is worth some sort of dramatization.","author":"Apocryphon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2651963194083866,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005524"},{"id":"cd01d75e-e198-4cce-a3f0-4654ade05d87","source":"hackernews","source_id":"50002250","content_type":"comment","title":null,"body_preview":"> He Could Hold the Secrets to Defying Death\nThe struggles for limited resources among humans marooned in a finite ecosystem will not allow us to defy death.  When natural causes no longer reduce our ","author":"rectang","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002250"},{"id":"7d66427e-701e-4023-b355-d609835e866f","source":"hackernews","source_id":"50003159","content_type":"comment","title":null,"body_preview":"I wonder where else the oldest land animal could be, if not on Earth?","author":"echelon_musk","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.14560915455231505,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003159"},{"id":"dad488e2-6478-44f2-96ed-d9b905f2b0b0","source":"hackernews","source_id":"50002534","content_type":"comment","title":null,"body_preview":"No point staying alive if you're not healthy. This is a great podcast about the difference between lifespan and healthspan: \"To start our new series about what it means to live in a world of ageing po","author":"frereubu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","template_phrases"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002534"},{"id":"0a790f84-95d8-4a97-b565-c3d2eafa8c4a","source":"hackernews","source_id":"50003661","content_type":"comment","title":null,"body_preview":"The goal is to lengthen human lifespan? Like the planet doesn't have enough humans already.","author":"pythonRon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003661"},{"id":"10bcbe05-59da-4f22-bfb9-2f297f55ff43","source":"hackernews","source_id":"50001099","content_type":"comment","title":null,"body_preview":"Every couple Summers\nMe and a couple hunters\nLike to row in from the Isle of\nAstonishing M*erf*ers","author":"calacatta","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","cultural_references","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001099"},{"id":"d8421cef-02b9-4d26-a391-acea812b8fc4","source":"hackernews","source_id":"50006172","content_type":"comment","title":null,"body_preview":"I misread that as the first animal that was on earth, not the oldest LIVING animal as the 404media articles title would suggest","author":"SomeonesAccount","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006172"},{"id":"8ba79dd0-b4d4-46b7-b969-5988edd91915","source":"hackernews","source_id":"50000889","content_type":"comment","title":null,"body_preview":"> Stephen Clark, an aging researcher\nShouldn’t they find a younger researcher?","author":"antonvs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000889"},{"id":"003eeaf4-47e6-4478-b135-e1bb9eaf1407","source":"hackernews","source_id":"50000509","content_type":"comment","title":null,"body_preview":"Interesting so the oldest land animal hasn’t cracked 200 but stuff that lives in the sea can go for five or 600 years or more.","author":"dyauspitr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000509"},{"id":"82a132aa-6645-49cc-b05b-3fe0c73dfda8","source":"hackernews","source_id":"50001754","content_type":"comment","title":null,"body_preview":"Hell yeah I’m down to become a turtle. Lay by the beach. Eat kelp. Awesome","author":"usernametaken29","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001754"},{"id":"df5fdaf5-0c5e-4e59-a77f-2c5dc74aec91","source":"hackernews","source_id":"50000383","content_type":"comment","title":null,"body_preview":"> The results revealed that Jonathan has “unique gene variants in most aging pathways” including DNA repair, insulin regulation, mitochondrial function, and “low entropy” methylation, reports the stud","author":"scun","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000383"},{"id":"39478009-e548-4d73-b4b8-977e29c42ef8","source":"hackernews","source_id":"50004232","content_type":"comment","title":null,"body_preview":"Reminds me of one of my favourite SNL sketches: https://youtu.be/kq8Xlbb3bOw?is=ymUnd9aG6B1kE_NJ","author":"Zizizizz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004232"},{"id":"72a41b28-074b-483c-b958-e8bd772bce0c","source":"hackernews","source_id":"50011742","content_type":"comment","title":null,"body_preview":"Related discussion (read the replies, too!):\nhttps://news.ycombinator.com/item?id=48635414","author":"fsflover","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0985902344426084,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011742"},{"id":"61610dab-9952-48c0-9b0c-74173ab755c9","source":"hackernews","source_id":"50011800","content_type":"comment","title":null,"body_preview":"I think if you are not in hurry it might be sensible to wait for deals on market pcs. Things are not great but there will likely be better deals if you are ready to wait and can identify right combina","author":"Ekaros","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.16914768944816838,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011800"},{"id":"8f29ada0-26ca-44c6-b77a-9a634001e3b2","source":"hackernews","source_id":"50011960","content_type":"comment","title":null,"body_preview":"The one killer feature I have never been able to solve with a HTPC is waking from sleep consistently.\nValve claims they have solved it at a hardware level on the Steam Machine. I'm not really in the m","author":"legitster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011960"},{"id":"59701adb-3102-4f9e-8a45-aaeace247b2b","source":"hackernews","source_id":"50011804","content_type":"comment","title":null,"body_preview":"For the hardware you get, it's overpriced. Go look at a prebuilt on Costco.com, for example. I see this on there right now at $1100:\nIntel Core Ultra 5 225F - GeForce RTX 5060 - 32GB RAM - 1TB SSD\n> C","author":"ehe78qhe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011804"},{"id":"62a982ce-9d43-4219-ab55-09b5f9b854c3","source":"hackernews","source_id":"50013325","content_type":"comment","title":null,"body_preview":"The size footprint is literally the only important thing about this device (as you can install Bazzite wherever). It is overpriced. The form factor is appealing in the shiny rock sense and you will ge","author":"rjh29","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.13691188413792155,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013325"},{"id":"2f0abc38-3365-4a03-beef-067a0c10d0c8","source":"hackernews","source_id":"50009833","content_type":"comment","title":null,"body_preview":"Related:\nAnthropic bans 'abusive or cruel behavior' towards Claude\nhttps://news.ycombinator.com/item?id=50008565","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009833"},{"id":"acfb9412-988b-4d0a-89ba-6f9f699481ca","source":"hackernews","source_id":"50012610","content_type":"comment","title":null,"body_preview":"I have to give Google credit, they're calling (most of) their workspace AI features Gemini or Gemini in X and yet when compared to Microsoft calling everything Copilot I don't actually hate it somehow","author":"robertlane0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.6717875034181633,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012610"},{"id":"d42504a5-c220-4bd6-b5a3-2b3298e714e2","source":"hackernews","source_id":"50009627","content_type":"comment","title":null,"body_preview":"Tell your important message on any screen:\n    503 Service Unavailable","author":"kleiba2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009627"},{"id":"0c5698fd-36a4-463a-906a-34bba218a5f1","source":"hackernews","source_id":"49996220","content_type":"comment","title":null,"body_preview":"I love solutions like this. Make the URL the entirety of the data needed. Awesome","author":"whycome","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.12637114363463486,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996220"},{"id":"8a0efa38-3235-4e8f-a8a9-cb77c3f41157","source":"hackernews","source_id":"49998125","content_type":"comment","title":null,"body_preview":"In the make one by hand section, you probably don't need to tell people %20 is a space. If they type it in naturally, the browser should encode automatically","author":"hidelooktropic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.16944444444444443,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998125"},{"id":"0be648b3-e358-4612-95fe-5ed7ca51205d","source":"hackernews","source_id":"50001529","content_type":"comment","title":null,"body_preview":"Hey Brad - I recently spent some effort creating a library of animating text effects and slide transitions.  Similar idea, but hardware.\nAnyway, feel free to rip anything you like:\nhttps://openmarquee","author":"qarl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001529"},{"id":"92d2c71e-d691-4bc7-b2f5-f671daa1b3d8","source":"hackernews","source_id":"50001143","content_type":"comment","title":null,"body_preview":"Tip: you can install this as a PWA (progress web app) onto your mobile device home screen. (If you have recent iOS 26+ or Android.)\nIf the site adds a PWA manifest, Android (Chrome/Google app) will sh","author":"Leftium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001143"},{"id":"264fdf07-8ed8-4ec8-9921-ca6edf7fcdd7","source":"hackernews","source_id":"50009846","content_type":"comment","title":null,"body_preview":"Very nice, and practically a standalone solution. So I suppose that once page loaded then it will run as if cached even offline correct?","author":"arikwald","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.19402785866110542,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009846"},{"id":"5381e9ed-acb1-4c0d-bb0a-7f2911cde768","source":"hackernews","source_id":"49999387","content_type":"comment","title":null,"body_preview":"This sort of incredibly simple, crisp idea is what changes the world. Great job!","author":"isaac-harvey","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999387"},{"id":"e9d28c85-cc2b-4250-b694-754de2a95982","source":"hackernews","source_id":"50003426","content_type":"comment","title":null,"body_preview":"I needed something so similar to build a web page that does than but it's heavy on sanitizing special characters https://salamwaddah.com/tools/say/hi","author":"Skinless1501","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003426"},{"id":"35df5d30-7f13-4775-919e-f43c8e03c3d3","source":"hackernews","source_id":"49996021","content_type":"comment","title":null,"body_preview":"The URL is the state but clearly there is an actual app here","author":"pimlottc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.0917583160916655,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996021"},{"id":"70f13723-7d4f-4825-a0f9-699d7a4e6cba","source":"hackernews","source_id":"49998517","content_type":"comment","title":null,"body_preview":"I did something similar years ago but for live satellite imagery https://earth.wooleys.us. I wanted to show my kids hurricane/typhoon imagery live. Worked great to throw up on a chromecast and let it ","author":"antgiant","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998517"},{"id":"e9775dbf-4937-4088-bf7b-15b880333aa9","source":"hackernews","source_id":"49996255","content_type":"comment","title":null,"body_preview":"\"Nothing else: no lists, tables, links, quotes, images or rules.\"\nClaudish needs to be cleaned up.","author":"darkstar999","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996255"},{"id":"fbebe3a7-0a51-46b4-a2e2-e93eb9f9c0df","source":"hackernews","source_id":"49997258","content_type":"comment","title":null,"body_preview":"Completely different architecture, but would be amazing if another device could control what message (or photo, embedded video) is displayed.\nThere's a huge industry around digital signage and I've al","author":"KingMachiavelli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997258"},{"id":"95bb0def-f3ff-4d4d-8679-9ad8e1aa0861","source":"hackernews","source_id":"50009586","content_type":"comment","title":null,"body_preview":"I built a similar idea around word search puzzle as everything inside the URL\nhttps://wordbulb.com/puzzle-games/word-search/","author":"njx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4230769230769231,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009586"},{"id":"10c308c9-1e90-4f52-8236-0f759337c506","source":"hackernews","source_id":"50002157","content_type":"comment","title":null,"body_preview":"This is so brilliantly simple.\nI semi-regularly chair or panels and very often the venue hasn’t thought about a countdown timer so that I and the speakers know how long we have left. Having a timer ma","author":"saaaaaam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002157"},{"id":"7a41b25b-d07d-4b6d-8ebc-2bba4bb5f429","source":"hackernews","source_id":"49999471","content_type":"comment","title":null,"body_preview":"Cool project and nicely done but \"the URL is the app\" is just meaningless and it sounds exactly like what an llm would drop in every other paragraph.","author":"ShinyLeftPad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08321312698353815,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999471"},{"id":"639ba552-c0a0-4384-b477-581860d746b5","source":"hackernews","source_id":"49996012","content_type":"comment","title":null,"body_preview":"Hook it up to voice control so I can put an iPad in the back window of the car and tell other drivers… things.","author":"ceejayoz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.1160112201239562,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996012"},{"id":"6e8baaa2-84a3-4b2d-8543-e1081eead19b","source":"hackernews","source_id":"50001839","content_type":"comment","title":null,"body_preview":"The Wake Lock API was made for stuff like this: https://developer.mozilla.org/en-US/docs/Web/API/WakeLock","author":"arshxyz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001839"},{"id":"28fa840f-0f9b-401d-b019-501965015545","source":"hackernews","source_id":"49997519","content_type":"comment","title":null,"body_preview":"https://bigwords.page/#smol!%20!%20!%20!%20!%20!%20!%20!%20!...!\nYou seem to have the same bug I had when I first implemented https://screaming.saej.in/\nIn Firefox, scrollWidth includes spaces that ex","author":"pvillano","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.13809035755983384,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997519"},{"id":"2e3f844e-2b70-437d-a7cd-840d55033560","source":"hackernews","source_id":"49994461","content_type":"comment","title":null,"body_preview":"I had the idea for BIGWORDS.PAGE when I wanted to display a message on a tablet that I had remote management control over, but no physical access. Configuring it to be a kiosk browser is easy, but how","author":"SpeakingOfBrad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","self_reference"],"bot_score":0.7962140869755022,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994461"},{"id":"06963e1b-b55a-48dc-821e-955425fd5fa5","source":"hackernews","source_id":"50013310","content_type":"comment","title":null,"body_preview":"Whatever happened to going to Mars or Space Colonies with millions of humans ?","author":"MiroslavPokorny","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.3748370832612177,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013310"},{"id":"350218ff-1966-47f4-81cd-a2944fa206d3","source":"hackernews","source_id":"49980826","content_type":"comment","title":null,"body_preview":"I've been dreaming of this for a simple reason: the french prose combined with GLM 5.3 reasoning capabilities.\nGLM 5.3 is incredible because for the first time with an open-source model, it feels.. en","author":"pacha3000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49980826"},{"id":"8a11ff7e-68f0-4b64-8ce3-ae840f173db0","source":"hackernews","source_id":"49978242","content_type":"comment","title":null,"body_preview":"Excited to hear this!\nI barely use anything outside of cheap Chinese models on OpenRouter anymore. They are simply (more than) good enough for most of the things I do.\nThis model looks reasonably chea","author":"apexalpha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978242"},{"id":"4d2f3062-f8a1-4916-8fa5-0d129ddff4c6","source":"hackernews","source_id":"49978666","content_type":"comment","title":null,"body_preview":"Seems hard to get customers at that price range when you're competing with open source models that are 1/2 - 1/3 the price but with similar capabilities.\nPeople usually buy the cheapest, like Deepseek","author":"lifeisloving","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.3996524325094637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978666"},{"id":"4cc0b4e7-5b14-435a-a4a1-4adf7e5c920a","source":"hackernews","source_id":"49980909","content_type":"comment","title":null,"body_preview":"I'm at a loss as to what to do now. I've been wanting to support Mistral for so long. I struggled on with Mistral Medium 3.5 for longer than I should have (although I also think it taught me some valu","author":"phillc73","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49980909"},{"id":"7447c328-b154-40f1-a01f-f2b7581d8339","source":"hackernews","source_id":"49980321","content_type":"comment","title":null,"body_preview":"The main thing I always get away from the comparison tables of these \"big\" models, is how well Deepseek v4.1 Flash performs. While still being the cheapest model by a long shot.","author":"duiker101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49980321"},{"id":"5da27a1b-d2e9-443a-8c75-0932f4271183","source":"hackernews","source_id":"49978617","content_type":"comment","title":null,"body_preview":"This is awesome, one of the coolest Pokemon ever too for those that don't follow that universe :)\nhttps://bulbapedia.bulbagarden.net/wiki/Lechonk_(Pok%C3%A9mo...","author":"chevman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978617"},{"id":"3f75e4e1-93eb-491b-8903-49ef2ab95064","source":"hackernews","source_id":"49978910","content_type":"comment","title":null,"body_preview":"-5 on omniscience? https://artificialanalysis.ai/evaluations/omniscience\nThat's not particularly great.\nThat said I love that they don't seem to restrict cyber capabilities to any degree and even lean","author":"jascha_eng","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","hedge_stacking"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978910"},{"id":"4a357e47-1d93-46c8-b1b4-cddfa8d06a46","source":"hackernews","source_id":"49978300","content_type":"comment","title":null,"body_preview":"Europe needs a lot of these. Quickly. Way to go, Mistral! Keep 'em coming.","author":"zkmon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.19715447154471544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978300"},{"id":"689f1a3a-b846-43cb-bb28-321030689772","source":"hackernews","source_id":"49978850","content_type":"comment","title":null,"body_preview":"Open weight, European, competes with GLM-5.3 on cybersecurity. What's not to like?","author":"danslo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978850"},{"id":"81a0b127-6e8a-4898-af2e-7c8e96bbf377","source":"hackernews","source_id":"49978645","content_type":"comment","title":null,"body_preview":"Very nice progress. Also I respect putting Kimi on those charts. Regardless of if they are beating the Pareto frontier (not now), model diversity is a good thing for humanity — I’m hopeful for the tea","author":"vessenes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.10012725805177802,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978645"},{"id":"702f51a7-822c-4e41-a9e8-1c4d3790a78f","source":"hackernews","source_id":"49978577","content_type":"comment","title":null,"body_preview":"It's a bit below DeepSeek 4.1 Flash at about twice the size. For a model that was supposed to come out a few months ago this is pretty good. Mistral catching up to the chinese open-weight models is gr","author":"simjnd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978577"},{"id":"7630ef58-162c-448a-9afd-4d1b58ca88a0","source":"hackernews","source_id":"49978077","content_type":"comment","title":null,"body_preview":"The blog post https://mistral.ai/news/mistral-large-4/","author":"imjonse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978077"},{"id":"641baba4-77e7-4af0-98a0-95f52db090f7","source":"hackernews","source_id":"49979576","content_type":"comment","title":null,"body_preview":"Man, a lot of this discussion sounds like people cheering for the last kid crossing the finish line.\nSurely we want competition and Europe involved in that, but at this point I have grown used to eith","author":"manlymuppet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49979576"},{"id":"32980985-1a81-4111-b4af-dbdd476d4b2c","source":"hackernews","source_id":"49978211","content_type":"comment","title":null,"body_preview":"Its quite interesting to see that at least the early days of AI so far have not been a winner-take-all runaway acceleration game where catchup is impossible.\nI certainly wouldnt have predicted that 10","author":"eigenspace","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.18660624339050833,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978211"},{"id":"0e6ed234-acf9-4d55-96a4-56528ec39867","source":"hackernews","source_id":"49978258","content_type":"comment","title":null,"body_preview":"A strong competitor in cybersecurity as an alternative to GLM-5.3 (Mistral reports 82% on CyberGym-E2E). Visual grounding is also impressive (42% on Dense 200 vs. 41% for GPT-6 Astra).\nOtherwise, behi","author":"jakozaur","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978258"},{"id":"91175d64-a38d-49d6-be50-f7d4c4ecaebb","source":"hackernews","source_id":"49983933","content_type":"comment","title":null,"body_preview":"Just ran this through our data analytics benchmark (I work at Plotly).\nIt's 10x cheaper than Mistral Medium 3.5 from April and goes from 58% to 74% correct. Definitely a generational shift.\nIt's not o","author":"chriddyp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49983933"},{"id":"0d654654-4092-4046-92e8-b7c70d855475","source":"hackernews","source_id":"49981633","content_type":"comment","title":null,"body_preview":"Even if it's not the best model, it can be really important step in UE sovereignty. Trained in EU, inference in EU. I guess it will matter for some companies. Hope Mistral won't disappear for the next","author":"michaelkdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49981633"},{"id":"b9207754-2ad2-47d4-9e74-533c3104b1c0","source":"hackernews","source_id":"49984124","content_type":"comment","title":null,"body_preview":"I have a question, and perhaps some of the AI/ML infrastructure experts here could answer: Mistral says, \"ML4 was trained from scratch on 3,800 NVIDIA Grace Blackwell GPUs in Mistral’s own datacenters","author":"abixb","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_personality"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49984124"},{"id":"6f557c06-ded0-44bf-aa53-e80f2ca55788","source":"hackernews","source_id":"49978149","content_type":"comment","title":null,"body_preview":"Impressive vision benchmarking. If the vision model is truly as good as astra, that would make it best in the world.\nAlso strong on cyber benchmarks (better than all chinese models), so this is a good","author":"prodigycorp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.07565518045984283,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978149"},{"id":"a15af42f-93e7-4e70-977e-1733552be949","source":"hackernews","source_id":"49978763","content_type":"comment","title":null,"body_preview":"Surprisingly it only supports reasoning \"none\" or reasoning \"high\".\nThat setting didn't seem to make any real difference - it added a tiny bit of thinking trace and high actually produced less output ","author":"simonw","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_present"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49978763"},{"id":"6ddd4492-be55-4338-aa18-076a44099e11","source":"hackernews","source_id":"49977514","content_type":"comment","title":null,"body_preview":"“machine emulators for hackers”\n“Hack the Planet!”? “Mess with the best die like the rest”? WTF?","author":"qubex","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_emotion","terse_platform_native","absence_of_ai_hedging"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49977514"},{"id":"d2812d4f-fab0-4fac-8f78-804a428ae528","source":"hackernews","source_id":"50002998","content_type":"comment","title":null,"body_preview":"there are dozens and dozens of kernels around - it's just not hard to do\nif you want a serious challenge, try making some drivers","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13095911697763787,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002998"},{"id":"db4bac0e-1b3b-44d4-9004-922d83f76cf0","source":"hackernews","source_id":"50005333","content_type":"comment","title":null,"body_preview":"Awful. Seriously. 100% CPU usage with \"while true:\"","author":"iberator","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","specific_technical_detail","absence_of_ai_hedging"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005333"},{"id":"feaa116c-fc71-43b9-a807-c07ff0239b41","source":"hackernews","source_id":"50002306","content_type":"comment","title":null,"body_preview":"Good proof of concept showing Embedded Swift can target freestanding ARM without runtime bloat.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002306"},{"id":"edb958e3-dd03-4143-ba45-0be69c3aa459","source":"hackernews","source_id":"50001567","content_type":"comment","title":null,"body_preview":"Just pound values into registers! I love it, so old school!\nIn fact, that's how i/o worked before DMA on many systems. Good times!","author":"mannyv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.07084850855662617,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001567"},{"id":"a0c685cf-ebe5-4947-a589-adf1958297ac","source":"hackernews","source_id":"50001407","content_type":"comment","title":null,"body_preview":"Embedded Swift is honestly very cool. I never really used Swift itself before, but I think it's a good niche since embedded dev could stand for another tool and the language is pretty nice. It also do","author":"aseipp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001407"},{"id":"abc097c2-31be-47ed-a5d4-ccd2e6963e9d","source":"hackernews","source_id":"50003004","content_type":"comment","title":null,"body_preview":"I bet we're going to see a lot more of this. UNIX kernels have dominated computing use cases outside of desktops for a long time more because they conveniently come with free source code than because ","author":"mike_hearn","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.12825995463529813,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003004"},{"id":"d8888474-f295-4bdc-ba0b-bd6cb6b57076","source":"hackernews","source_id":"50010681","content_type":"comment","title":null,"body_preview":"On published numbers or did the analysts get to look at the circular financing portion of the money flow.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11036436922710356,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010681"},{"id":"0711888c-9568-416f-8842-8d200a172601","source":"hackernews","source_id":"50009377","content_type":"comment","title":null,"body_preview":"> An alternative prescription would be to strip the resemblance out. Michal Luria of the Center for Democracy and Technology urges designers to drop the illusions of personality: no well-timed “hmm,” ","author":"plastic-enjoyer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009377"},{"id":"1237d30d-3d2f-4916-95dd-1c91351ab0a0","source":"hackernews","source_id":"49990341","content_type":"comment","title":null,"body_preview":"> Bomb disposal is a dangerous job but, Hambley told me: “Knowledge dispels fear.”\nIn some places bomb disposal technicians are only allowed on the job for a limited time. Then they move to the \"back ","author":"close04","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990341"},{"id":"a13a18d2-d1ef-46fb-bb2f-95b1154410f4","source":"hackernews","source_id":"49989095","content_type":"comment","title":null,"body_preview":"Having to analyze 80 year old bombing records during new constructions adds to the long list of downsides of wars","author":"AntonTrollback","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989095"},{"id":"a7f02ba9-a211-4ae7-ad35-6e61f5100a76","source":"hackernews","source_id":"49989987","content_type":"comment","title":null,"body_preview":"They said the last person to be killed by a WW2 bomb probably hasn't been born yet.","author":"mrlonglong","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989987"},{"id":"b2c5eb19-e239-487a-8b1d-ce5eed2d02ee","source":"hackernews","source_id":"49991155","content_type":"comment","title":null,"body_preview":"How often do WW2 or WW1 bombs actually explode, injuring or killing people? I would have thought that, for every bomb found and defused (or controlled-exploded) there would be one that isn't detected ","author":"askvictor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991155"},{"id":"3e58986a-3c46-4252-b0cc-5475f39f6488","source":"hackernews","source_id":"49996700","content_type":"comment","title":null,"body_preview":"> By 9pm the cordon had crept up to 600 metres, encompassing a further 500 homes, cleared block by block by police officers.\nI was recently reading Malcolm Gladwell's new book about gun violence.\nOne ","author":"alexpotato","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_personal_anecdote"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996700"},{"id":"5d671f7d-1e70-4f3b-8f4e-f5388713fd24","source":"hackernews","source_id":"49989903","content_type":"comment","title":null,"body_preview":"I've seen one of those little robots before. My friend found what looked like a hand grenade while breaking up concrete/brick work in a house renovation. We called the police and fortunately we live r","author":"thorin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989903"},{"id":"8e82fc06-1045-4a9e-a7a2-7d7a8e300122","source":"hackernews","source_id":"49998084","content_type":"comment","title":null,"body_preview":"As other commenters have pointed out, finding unexploded bombs is still a fairly regular occurrence. Here's a controlled detonation from 2021 in Exeter:\nhttps://www.bbc.co.uk/news/av/uk-england-devon-","author":"goodcanadian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998084"},{"id":"a681466e-47fa-4cf1-9a64-44816d455280","source":"hackernews","source_id":"50001458","content_type":"comment","title":null,"body_preview":"As noted in the article, unexploded ordinance can turn up anywhere.\nAn unexploded shell from a WW2-era live firing range was found the other day in my area - far from any war zone.\nhttps://www.abc.net","author":"dwd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001458"},{"id":"f217a34d-74a9-4927-a1a8-b2f7bf1d6e76","source":"hackernews","source_id":"49989603","content_type":"comment","title":null,"body_preview":"Yes, that’s pretty normal here. After the war ended, a lot of it was disposed of by the public, and there’s still much more waiting to be recovered from rivers and ponds.\nBefore anything can be built,","author":"tom89999","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","translated_with_deepl"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989603"},{"id":"2a107570-184b-4529-ad6e-592df7982b15","source":"hackernews","source_id":"49990895","content_type":"comment","title":null,"body_preview":"A few years ago I stumbled across a little museum called Brenzett Aeronautical Museum on the south coast of England.  It was ram packed with a varied mix of exhibits, including quite a lot related to ","author":"Steve44","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990895"},{"id":"d5257f1d-ff4b-4e67-9c95-9432da9ac6d1","source":"hackernews","source_id":"49989952","content_type":"comment","title":null,"body_preview":"I read this article yesterday and it’s the latest in a long line of really enjoyable real world stories from The Guardian lately. In a world where it seems harder and harder to get people to engage wi","author":"robotmay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989952"},{"id":"15927395-908d-4d8c-a1a9-5594876a7c31","source":"hackernews","source_id":"49996568","content_type":"comment","title":null,"body_preview":"> Fuller also marvels at the detailed records local wardens kept. They saw the danger that unexploded bombs would pose for future generations. In keeping those records, they reached out a helping hand","author":"alexpotato","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996568"},{"id":"cfc29090-20fb-4796-a07e-28c518d0e705","source":"hackernews","source_id":"50006816","content_type":"comment","title":null,"body_preview":"\"Thanks\" to russia's war in Ukraine we know very well how modern buildings withstand 250, 500 and even 1000kg bombs. This may help reduce the exclusion zone, as a 250kg bomb is not nearly destructive ","author":"egorfine","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12811363075508356,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006816"},{"id":"7c8519cf-3ac0-4a18-a569-58697aabf365","source":"hackernews","source_id":"49990695","content_type":"comment","title":null,"body_preview":"We got an alarm delivered via phone here in Berlin a few weeks ago notifying of an evacuation zone near our office where they had found a WW II bomb. Big enough to evacuate everyone in a 500 meter (I ","author":"jillesvangurp","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15862542979739125,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990695"},{"id":"b20d0895-2226-4ba2-9530-3da8d715be85","source":"hackernews","source_id":"49989655","content_type":"comment","title":null,"body_preview":"France has a much worse disposal problem. They're still cleaning up unexploded WWI artillery shells. That's been going on steadily for a century, and there are still large keep-out zones. Estimated co","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.1413346619042715,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989655"},{"id":"507b185c-aa79-4adc-bcc4-0db875307267","source":"hackernews","source_id":"49990124","content_type":"comment","title":null,"body_preview":"Wonderful article. Reminds me of my experience scuba diving in Croatia. My group and I were doing a seabed waste-collection dive, and part of it was an obligatory training on ordnance. The sea there h","author":"tinthedev","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.2521504055050381,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990124"},{"id":"8caba32e-0dd3-4dfb-b1ae-586a4162de4f","source":"hackernews","source_id":"49988850","content_type":"comment","title":null,"body_preview":"It’s worth tracking down a UK miniseries called “Danger UXB” that was made in the early eighties.  Not sure how accurate the actual on screen dry ice and cut the red wire stuff was but as a character ","author":"smackeyacky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988850"},{"id":"cc8cb313-8491-44ef-9ab1-336a4307ce90","source":"hackernews","source_id":"49988171","content_type":"comment","title":null,"body_preview":"My aunt lives in Hamm, Germany. It used to be a massive rail road hub and allies bombed the f* out it. The old church sitting middle of the town still carries the scars of bombing. Few years ago, duri","author":"newprint","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988171"},{"id":"450b891a-dc88-4e6d-b0f9-65868cc1fdb2","source":"hackernews","source_id":"49990004","content_type":"comment","title":null,"body_preview":"And the mother of all unexploded WW2 ordance is the SS Richard Montgomery.\n1.4kt of explosive sat in the Thames Eastury, 35 miles down river from central London, that nobody knows how to get rid of.\n\"","author":"GJim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","external_link_with_context","absence_of_ai_signals"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990004"},{"id":"5f48b153-e4d3-4e5f-ae5a-924a8e076bac","source":"hackernews","source_id":"49998815","content_type":"comment","title":null,"body_preview":"I need to get my shit together. This seems incredible. I'm not putting a little one in the shit show I call my life though.","author":"kiddico","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998815"},{"id":"115d2e82-8013-4066-a094-27db53aa9591","source":"hackernews","source_id":"49996981","content_type":"comment","title":null,"body_preview":"Improv class made me a better dad. Whatever a kid proposes, the answer is \"yes\", if you can possibly make it that.","author":"jeffrallen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996981"},{"id":"c7ff5177-da3f-44d6-aa1a-1ab2ed7380c7","source":"hackernews","source_id":"49998837","content_type":"comment","title":null,"body_preview":"my wife and I have this note in our notes, which has all the interesting things our son has said since he could talk. Its one of my most cherished things. every single entry brings back a memory.","author":"organised","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998837"},{"id":"95426310-0de1-4fef-84c2-f42c6951f3fb","source":"hackernews","source_id":"49998648","content_type":"comment","title":null,"body_preview":"I cannot wait for my sister's kid to grow up a little so I can take him on these sort of trips!","author":"kiddico","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998648"},{"id":"893bc03a-4b36-415a-b17b-c1c79cce5721","source":"hackernews","source_id":"50001729","content_type":"comment","title":null,"body_preview":"Thats a world class 4 year old! Even the lettering... really great","author":"awakeasleep","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001729"},{"id":"983aeb53-c4bd-498c-b0f0-09cb480951c8","source":"hackernews","source_id":"50001739","content_type":"comment","title":null,"body_preview":">  Why didn't he just say so before?\nWell, you never asked, remember? :-/","author":"lelanthran","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001739"},{"id":"d694d860-ec1d-4692-8df0-c7bac71aa836","source":"hackernews","source_id":"49996535","content_type":"comment","title":null,"body_preview":"The kid had a plan all along. His dad just took a while to catch on. Glad he rolled with it. Could've easilly ended with buiyng some tape and heading home.","author":"forest_brothers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996535"},{"id":"b23aaded-4fec-4e7e-a33b-91735010915e","source":"hackernews","source_id":"49998074","content_type":"comment","title":null,"body_preview":"taking time to document experiences is a gift to your future self","author":"bmwracer","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998074"},{"id":"e7f6368d-bb63-4970-8100-fdaa587d7ecc","source":"hackernews","source_id":"49975553","content_type":"comment","title":null,"body_preview":"Such a great story and almost impossible to try and read on a phone but I made it to the end.\nMemories for a lifetime time Dad.","author":"radar1310","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49975553"},{"id":"1286c533-f582-417c-8589-9e823c757229","source":"hackernews","source_id":"49974573","content_type":"comment","title":null,"body_preview":"Such a cute story. When I give my boy these moments of no-judgement free reign, he can surprise with such elaborate ideas and plans. It really gives me these moments of complete amazement of the human","author":"rudyro","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49974573"},{"id":"9e227704-53c7-4522-9545-735f5573b69e","source":"hackernews","source_id":"49995635","content_type":"comment","title":null,"body_preview":"This is such a good story. I remember reading it when my son was a toddler. It was one of the first times I started to internalize one of the most important parenting lessons I've learned being a Dad:","author":"bityard","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995635"},{"id":"ea07e1d9-21c3-40a0-b924-0440e00b2b68","source":"hackernews","source_id":"49999118","content_type":"comment","title":null,"body_preview":"I got to this point:\n My four-year-old wasn't showing me pictures, he was showing me blueprints.\nAnd had to check the date, I swore this was an AI post at that point (to be fair I have been questionin","author":"onaclov2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999118"},{"id":"e256b7aa-9291-4ed2-bb87-a9b4291a9831","source":"hackernews","source_id":"49974212","content_type":"comment","title":null,"body_preview":"Related. Others?\nA lesson on the importance of encouraging your children with their projects - https://news.ycombinator.com/item?id=2757980 - July 2011 (103 comments)","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12360005736993969,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49974212"},{"id":"f0e3ffce-658b-457c-bee3-e5f98ce1d93d","source":"hackernews","source_id":"50005548","content_type":"comment","title":null,"body_preview":"Enjoying reading this, even the yeast. The hardware store trip in particular though was a bit much with the tug-on-the-apron of the worker who was in the middle of helping someone else. Dad missed an ","author":"cuttysnark","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005548"},{"id":"db74578a-39bb-4126-a4c9-f6385c20027e","source":"hackernews","source_id":"50001453","content_type":"comment","title":null,"body_preview":"Kid would be 26 now. Wonder what he's up to?\nEDIT: electrician, then project manager apparently: https://www.linkedin.com/in/guynesin","author":"jefftk","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001453"},{"id":"353a28f3-5e17-46df-9cc5-edd5eba85ae0","source":"hackernews","source_id":"49996955","content_type":"comment","title":null,"body_preview":"I encourage parents that I meet to do something like what the author of this post has done. These days, photos are ubiquitous. Curated memories in your voice are a rarified treasure.\nMy father encoura","author":"overtone1000","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996955"},{"id":"4688e4e5-bbce-40ae-ac45-b897f311a014","source":"hackernews","source_id":"50001136","content_type":"comment","title":null,"body_preview":"What a lovely story! but also holy inflation batman! Those same items come out to $96.41 + tax at home depot now. (Although the smallest number of spindles I could get was 7)\n    | Item            |  ","author":"MobiusHorizons","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001136"},{"id":"5bf49e6b-cf4e-4f1d-b649-a19732256fa3","source":"hackernews","source_id":"49993892","content_type":"comment","title":null,"body_preview":"Beware: \"you are on the list\" - \"or upgrade to access instantly\"\nI upgraded, same message. I downgraded, they kept the money because now I have a month of a plan that I didn't need to check something ","author":"goshx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993892"},{"id":"bf2b2947-baa3-4750-944e-ad5122872536","source":"hackernews","source_id":"49999120","content_type":"comment","title":null,"body_preview":"I thought it was just not working on Firefox, but it doesn't seem to work for me on Google Chrome.\n\"Create custom games in minutes > Press Start\" just opens a new tab with... the same page?","author":"palata","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","specific_problem_description"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999120"},{"id":"814d488a-d7d8-44f2-8a94-7256dbc1b94a","source":"hackernews","source_id":"50000513","content_type":"comment","title":null,"body_preview":"On Google Chrome, linux:\nUnable to load game. Your browser is missing essential components required to run this. Please update or switch to a supported modern browser.","author":"modulus1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000513"},{"id":"8117c705-c3fa-4ce8-a0fe-8ad64459925c","source":"hackernews","source_id":"49994641","content_type":"comment","title":null,"body_preview":"The biggest challenge is designing the mechanics that make games fun. AI is not quite there yet but with enough data could potentially get there.\nI put together a site a few months back to play around","author":"light_triad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994641"},{"id":"d4a5f59f-26f2-48bf-b0ae-33e116b993e6","source":"hackernews","source_id":"50000679","content_type":"comment","title":null,"body_preview":"SaaS is dead, superseded by SaaS: Shovelware as a Service","author":"PostOnce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000679"},{"id":"2ad1c017-323d-4300-afde-2d4d6beca077","source":"hackernews","source_id":"49992871","content_type":"comment","title":null,"body_preview":"I've always found Google Slides to be a great way to create cute, personal games. It requires no coding, and anyone can play them easily in their browser. Seeing what people are able to do with a simp","author":"regenschutz","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992871"},{"id":"58151e91-885a-4954-a93b-1a34eecac7cc","source":"hackernews","source_id":"49994675","content_type":"comment","title":null,"body_preview":"I could not test it because I am also facing 403 error - UK.\nAnyway...\nIf you are interested, there is also an open-source way to do exactly this and it works with your existing subscriptions and loca","author":"_pdp_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.11772411934247314,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994675"},{"id":"e764a9af-1b0b-4e3d-bd3e-ce991ac822ab","source":"hackernews","source_id":"49993102","content_type":"comment","title":null,"body_preview":"Best case scenario for this is...replace Roblox with games that don't have reward systems solely based on you playing as long as possible. We are losing a generation of children to these games.","author":"danvoell","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993102"},{"id":"658be450-849f-4fc7-afe9-ddab30de88bf","source":"hackernews","source_id":"49992819","content_type":"comment","title":null,"body_preview":"If you want to try this but with free multiplayer servers check out https://snack.game (my site)\nI also didn't bother with in-app game dev for now since I figured your local agents will be better. So ","author":"vmg12","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992819"},{"id":"a26d0020-54ca-4329-b2c9-e1f49cf4c445","source":"hackernews","source_id":"49993409","content_type":"comment","title":null,"body_preview":"You can build standard games now, and there is a waitlist for Unity Spark.  But there are demos of Unity Spark games now, if you want to see what will be possible.\nI was able to spin up a couple of ga","author":"msabalau","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","genuine_specificity","mixed_signals_balanced_perspective"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993409"},{"id":"1fcd1d35-d789-4204-a5c3-82cc2ee12f28","source":"hackernews","source_id":"49995210","content_type":"comment","title":null,"body_preview":"Hard for me to understand the why in this. I don’t think tech companies have ever understood games, almost certainly because they do not engage with games.\nEdit: It’s for training. RL on playtimes, id","author":"mycocola","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995210"},{"id":"172d8676-0ae8-430b-91c5-818d21388c66","source":"hackernews","source_id":"49995165","content_type":"comment","title":null,"body_preview":"I don't want to (and can't) use this myself, but I've always wanted to see if an AI could implement an idea I had for a while: \"A 4D version of Agar.io where you move through a 3D slice of space by mo","author":"pkal","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995165"},{"id":"b06ddcb9-a66a-4109-8d6d-258fd4f785b9","source":"hackernews","source_id":"49993538","content_type":"comment","title":null,"body_preview":"For anyone getting a 403, it's US only right now and fails rather ungracefully. I just tried out a few games, framerates where strange/choppy, even in a match 3 game, and the games I tried were quite ","author":"TomGarden","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_and_subjectivity","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993538"},{"id":"b00512ce-3a8b-4e8c-8a9b-bb8ebc105c37","source":"hackernews","source_id":"49993264","content_type":"comment","title":null,"body_preview":"I'm okay with Google offering models, but I'm not okay with Google offering more PaaS offerings.\nLet developers use your models and tools and build stuff with it. Why own everything.\nGoogle has too mu","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.09116037472527538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993264"},{"id":"db2cd435-bbb1-490a-8f56-a887e7654cc0","source":"hackernews","source_id":"49993449","content_type":"comment","title":null,"body_preview":"Points to https://playground.google/ which just returns 403 error. Cool","author":"Kkoala","classification":"human_created","confidence":0.7,"indicators":["terse_reply","platform_fluency","imperfect_expression"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993449"},{"id":"8d40b21e-c6d7-4c39-bbc3-e5c6fcf4784d","source":"hackernews","source_id":"49993470","content_type":"comment","title":null,"body_preview":"We've hosted an AI game development platform for a while now and found there's a big difference between \"making a game\" and \"making a fun game\". I'd love to see if they are solving the real problem, b","author":"OsrsNeedsf2P","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.11496889198807475,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993470"},{"id":"1975d922-0510-402f-9170-89db413fcbe3","source":"hackernews","source_id":"49992552","content_type":"comment","title":null,"body_preview":"How long until someone makes a tiktok-style game platform?\nPlay a little game, then when you're done it generates a new one based on what you've enjoyed. Repeat ad infinitum.","author":"aqme28","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992552"},{"id":"3ec4ff6d-cbb6-45f0-a767-03f7c9fbda1c","source":"hackernews","source_id":"49992591","content_type":"comment","title":null,"body_preview":"Just got #2 in the world (for now) on \"Steampunk Match\". Very impressive what's possible in the browser. No way I would've thought this was AI generated. It was much higher quality than the vibe coded","author":"xnx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_detail","comparison_to_ai_models"],"bot_score":0.11038778464143645,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992591"},{"id":"bd8ce1d7-7ce3-4b75-9706-42ac37e6a8f1","source":"hackernews","source_id":"49999381","content_type":"comment","title":null,"body_preview":"I may just like games too much, but I can't take this seriously in its current form. This feels like one of the old and basic 'build your own game' toolboxes for non-developers, but with AI - not an '","author":"tavavex","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999381"},{"id":"dc076a3f-df3c-4802-b1a0-c466cc12abc1","source":"hackernews","source_id":"50003093","content_type":"comment","title":null,"body_preview":"P2P application layers always sound great on paper until you have to deal with NAT traversal and partition healing in the wild. Interested to see how they handle state sync edge cases.","author":"ContinuityLab","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.3221581458757272,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003093"},{"id":"489b8bc3-8ff8-4a28-b76a-0571ef2ac2b5","source":"hackernews","source_id":"50002956","content_type":"comment","title":null,"body_preview":"The P2P protocols that actually escape hobbyist tier tend to solve one of two boring problems: NAT traversal, or an incentive to keep serving data when the original publisher is gone. Dat tried to do ","author":"singularityisne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002956"},{"id":"e6bb46bb-44dc-472a-9c13-89a9dc0e6ea1","source":"hackernews","source_id":"50004344","content_type":"comment","title":null,"body_preview":"Another interesting dat-ecosystem project is an open source messenger as potentially an alternative to keet.\nhttps://codeberg.org/LTC-GT/Quibble","author":"schmoooo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004344"},{"id":"32d0b939-6e52-4da0-8499-cae450233590","source":"hackernews","source_id":"50003189","content_type":"comment","title":null,"body_preview":"I think DAT is mostly dead, even the Beaker browser is no longer around I think?\nAnyways, new projects like Keet.io keep the p2p dream alive, or at least, give it a zombie-like undead experience.","author":"janandonly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinion_expressed"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003189"},{"id":"6100a91d-6ff8-42f6-b2d9-60ca3573d03e","source":"hackernews","source_id":"50002924","content_type":"comment","title":null,"body_preview":"Good to see Dat still alive, but without solve for mobile NAT traversal and persistent seed incentives, these p2p protocols never escape hobbyist tier.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002924"},{"id":"6079d3b7-1f2a-48df-a350-d1c3918c3a51","source":"hackernews","source_id":"49993618","content_type":"comment","title":null,"body_preview":"Insane that we can now decompile PSP games to WebGL. Emulation has come far from 2006 where ePSXe the PS1 emulator would only run on a beefy Pentium.","author":"doublerabbit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.11803285072513914,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993618"},{"id":"e7123bee-dcc3-4d67-b250-a3d7ac417e5f","source":"hackernews","source_id":"49994665","content_type":"comment","title":null,"body_preview":"> A small PSP kernel. Whatever the game asks of the PSP's operating system is answered by high-level emulation in profile/host\nSo this is just an emulator with extra steps. The kind of bad emulator th","author":"anonymous908213","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.3078071905112637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994665"},{"id":"aaeb896f-7718-487c-a8cc-10ed1e634d0f","source":"hackernews","source_id":"49995516","content_type":"comment","title":null,"body_preview":"I saw one yesterday for GTA 6 it was taken down. Somebody can probably dig up the X link.","author":"Onavo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995516"},{"id":"8a9e8dd8-2ff9-4f1e-b7f0-2a1b9b96e1a5","source":"hackernews","source_id":"49994544","content_type":"comment","title":null,"body_preview":"maybe i will finally able to play MGSolid saga on a browser on my mac :)","author":"lucasverra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994544"},{"id":"fe3c38a8-be33-47e7-9687-9b0fd7fe429e","source":"hackernews","source_id":"49995334","content_type":"comment","title":null,"body_preview":"I remember trying to emulate this game on my i7 laptop a decade ago. It was running like 15 FPS.So for me this look like magic.","author":"sigma5","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995334"},{"id":"0b8d7807-0954-4766-a916-fdb0c132a259","source":"hackernews","source_id":"49996558","content_type":"comment","title":null,"body_preview":"I wonder how long it'll take until Sony takes this down","author":"pier25","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996558"},{"id":"49eebb23-4190-4e95-b4c4-dda31b34456a","source":"hackernews","source_id":"49995462","content_type":"comment","title":null,"body_preview":"if you liked this topic, you might be interested in https://thegamingemporium.com/recent/","author":"mamonoleechi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995462"},{"id":"20eb01b8-745b-4fec-86f5-2f052543a3b1","source":"hackernews","source_id":"49993928","content_type":"comment","title":null,"body_preview":"AI is completely cracking up the emulation bubble. We're not even emulating things anymore, we're just reverse engineering things and directly porting games. This is an awesome timeline for old game p","author":"fb03","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993928"},{"id":"72d8e7a6-1afc-478e-a6bd-1c8c2456906e","source":"hackernews","source_id":"50000379","content_type":"comment","title":null,"body_preview":"At what point does most commercial software shift exclusively to server-side rendering or streaming? Are we going to be vibe coding GTA 6 by January 2027?","author":"mkotlikov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000379"},{"id":"ed604e9f-b42c-4a9c-9f2e-bc4b90c00b98","source":"hackernews","source_id":"49998016","content_type":"comment","title":null,"body_preview":"FWIW, the two God of War games released on PSP were considered some of the most graphically impressive on the platform. Both came out late in the console's lifetime (2008 and 2010).\nAn IGN review also","author":"accrual","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998016"},{"id":"ca98abfe-7ce3-4a42-b64f-93c239a9215c","source":"hackernews","source_id":"49994937","content_type":"comment","title":null,"body_preview":"> PSP games running in the browser without an emulator. The game's MIPS machine code is translated ahead of time into C++, compiled to WebAssembly, and linked against a small reimplementation of the P","author":"wren6991","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_nuance"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994937"},{"id":"b30748b6-2943-483b-95c3-2098378f288c","source":"hackernews","source_id":"50007634","content_type":"comment","title":null,"body_preview":"couldve simply put it behind a priority paywall, get money for work & showcasing or incorporating a piece of work, everyone is always free to fork but wanting to contribute to a popular project should","author":"villgax","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007634"},{"id":"82532dbd-afc2-4f01-8c40-3053b40e0ce8","source":"hackernews","source_id":"50003040","content_type":"comment","title":null,"body_preview":"I think OSS maintainers can protect themselves from hacktoberfest PR slop! A welcome change.","author":"bingemaker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003040"},{"id":"80800ccf-3836-46f6-8167-8d26d19b03ca","source":"hackernews","source_id":"50002947","content_type":"comment","title":null,"body_preview":"About time; locking down pull request surface area at the repository level without hacky automation is a clean win.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002947"},{"id":"f4912d36-4664-4d71-a513-58d123549782","source":"hackernews","source_id":"50003392","content_type":"comment","title":null,"body_preview":"If the Microsoft purchase of Github wasn't a good indicator of the start of the end, this is it, I know a lot of people like to have \"control\" over things, but I have found so many fixes for software ","author":"asdfsa32","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003392"},{"id":"83c92381-9232-41f2-808c-7da6f501612d","source":"hackernews","source_id":"50003631","content_type":"comment","title":null,"body_preview":"Locking down pr is the wrong approach (for most). Just provide a subtab inside PR tab that shows PRs from new people.\n One tab for pr from contributors and users who already have PRs accepted in the r","author":"CrimsonRain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003631"},{"id":"ba8d7605-69cb-4403-a789-6f97519cb9cf","source":"hackernews","source_id":"50002324","content_type":"comment","title":null,"body_preview":"Very interesting read.\nIt’s the same problem as you get in open source with talented developers coding applications but then having no idea how an user interface works.\nThe material is good but if the","author":"aucisson_masque","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","strong_opinion","niche_expertise","imperfect_expression","terse_reply"],"bot_score":0.1857316810744508,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002324"},{"id":"d7cf2bdf-4597-4255-a36a-bf354f828e16","source":"hackernews","source_id":"50004557","content_type":"comment","title":null,"body_preview":"wrt “Overreliance on links” - also the opposite, not including relevant supplementary links. If you refer to something, yes give a summary of it so a reader not familiar can understand the context of ","author":"dspillett","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinion","absence_of_ai_hedges"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004557"},{"id":"5d90f0b0-9e55-401d-9a21-b54a58ac6169","source":"hackernews","source_id":"50002051","content_type":"comment","title":null,"body_preview":"I kept a dev blog going 2015-2025. I put effort into long form explainers instead of bite sized content. It was fulfilling and paid off with a fair amount of Google first page results. I had consisten","author":"ogou","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_frustration","personal_experience","platform_fluency","absence_of_hedging"],"bot_score":0.15092729146233907,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002051"},{"id":"555e374b-c6d8-4088-9082-0e097cf1e56d","source":"hackernews","source_id":"49996510","content_type":"comment","title":null,"body_preview":"A blog is a journal of whatever the person wants. There isn’t an anti-pattern.\nNot everything is a product.","author":"0x20cowboy","classification":"human_created","confidence":0.78,"indicators":["terse_reply","strong_opinion","platform_fluency","absence_of_ai_hedges"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996510"},{"id":"39d31dfd-2fdf-4f51-8334-62f73dfb317e","source":"hackernews","source_id":"49997740","content_type":"comment","title":null,"body_preview":"\"Do this not that\" lists are always contextual and situational. Some of this makes sense in the context of a professional or business site, but make sure your goals align before taking the advice.\nIf ","author":"zrail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997740"},{"id":"6e67eace-2cd6-4119-b944-c68d35dec2e3","source":"hackernews","source_id":"49996395","content_type":"comment","title":null,"body_preview":"Many folks are great writers, but bad editors and the meandering intro is what kills most blog posts for me. Too bad because we really need more personal stories.\nI start with the conclusion in the fi","author":"FlyingSnake","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996395"},{"id":"6c67f319-8d12-4af2-8b39-80fff705da07","source":"hackernews","source_id":"49997676","content_type":"comment","title":null,"body_preview":"As someone who has been interested in creating a blog in 2026, I still wonder what is the value of it in the age of LLM. No one is reading anymore… what do others think?","author":"hashtag-til","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997676"},{"id":"888adb17-58aa-4b18-803d-fd22a3fb73f7","source":"hackernews","source_id":"49996262","content_type":"comment","title":null,"body_preview":"While I understand where you are coming from, I think some of those are subjective.\nI personally prefer articles that link to other(better) sources for definining concepts instead of trying to explain","author":"kkapelon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_preference_statement","self_reference","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996262"},{"id":"e9c8e48a-498e-4cb3-92bb-5f5a2090af1f","source":"hackernews","source_id":"50002720","content_type":"comment","title":null,"body_preview":"The key to successful writing is to empathize with your audience as much as possible. Find a way to make it sound as if you've been working with them for years.\nThe simplest trick I am aware of is to ","author":"bob1029","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002720"},{"id":"61eb923b-1dba-4e3c-b531-4f6fadda8bdf","source":"hackernews","source_id":"49999267","content_type":"comment","title":null,"body_preview":"I would say these all boil down to empathy. Think about who your target audience is, and write for the least informed among them.\nIt’s ok to be selective about your target audience. Most of us are wri","author":"janalsncm","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0.10739405262576236,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999267"},{"id":"a5187bf6-bfb1-41d0-85a7-c6d2f9cdab45","source":"hackernews","source_id":"49997323","content_type":"comment","title":null,"body_preview":"Complete aside: I was reading about Jeff Bezos, who famously instituted required pre-reading at every meeting. That is, the meeting presenter prepared a 1-2 page paper on the context, goals, and propo","author":"GMoromisato","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","specific_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997323"},{"id":"f91e2021-7a98-451f-9829-16d7ba70dcbb","source":"hackernews","source_id":"50000591","content_type":"comment","title":null,"body_preview":"I think the list is great and hope to come back to this later in case I forget anything.\nBut! I don’t necessarily agree about the “overly formal” part—it definitely sounds good in theory but I don’t (","author":"dieselgate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.07330276658323728,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000591"},{"id":"6a639d4d-64c5-4a0e-9260-fca0b01d417d","source":"hackernews","source_id":"49995264","content_type":"comment","title":null,"body_preview":"Regarding \"The meandering info,\" I found this advice very helpful:\n\"The sole purpose of the first sentence is to get you to read the second sentence. The sole purpose of the second sentence is to get ","author":"joshkel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","original_commentary","attribution_of_idea"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995264"},{"id":"7c68aef3-653a-4ca2-a54e-b364ff62d8b8","source":"hackernews","source_id":"49994391","content_type":"comment","title":null,"body_preview":"\"The meandering intro\"\nNot only the intro. Many bloggers try to write as if they'd writing a story, building suspense and all. For technical writing, don't bury the lede.","author":"weinzierl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994391"},{"id":"a024eb9f-9143-464c-9567-104a17f99e5c","source":"hackernews","source_id":"49995834","content_type":"comment","title":null,"body_preview":"Last week, after following an HN link, I found myself thinking that tech blogs were starting to need that \"Jump to Recipe\" link that has taken over the food blogging world (for the better).","author":"linsomniac","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","opinion_expressed"],"bot_score":0.10718561564569491,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995834"},{"id":"65c95d6e-02c3-45af-a2a5-36508274c2d0","source":"hackernews","source_id":"49996473","content_type":"comment","title":null,"body_preview":"Some weeks i feel like the majority of software blogs I see are LLM written now. They are usually terrible.\nMaybe someone can tell the LLM's about these anti-patterns, like, seriously, would it help?\n","author":"jrochkind1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996473"},{"id":"6e72c1b5-a30d-485c-a6e7-8da549395854","source":"hackernews","source_id":"49995004","content_type":"comment","title":null,"body_preview":"\"The meandering intro\" might be the most common mistake, by far, but the most damaging mistake, by far, is the failure to connect the topic with something the readers are familiar with (anti-pattern #","author":"ram1500natrluvr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995004"},{"id":"aa30e2ad-8da1-432d-9198-20459e916990","source":"hackernews","source_id":"50002501","content_type":"comment","title":null,"body_preview":"Good article. Not just blogging but any form of written communication can benefit from this.\nI went through a phase where I had to be trained up a bit when I started out as a researcher. My written co","author":"jillesvangurp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15862542979739125,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002501"},{"id":"c48cdaf3-e54c-4641-abc0-97bfa7479158","source":"hackernews","source_id":"49995310","content_type":"comment","title":null,"body_preview":"I always insist that education is not storytelling and should not be structured as such. People want to save \"twists\" and \"revelations\" for maximum impact and it's harmful. It should actually be the o","author":"phreack","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","analogy_used"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995310"},{"id":"81b23d18-60cc-4200-83bd-37988b0bfc16","source":"hackernews","source_id":"50007905","content_type":"comment","title":null,"body_preview":"At what point are we minting new certificates for each connection, and what does that mean for the original design?","author":"bombcar","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007905"},{"id":"aa07c294-02fa-4004-88f4-11a1a0392466","source":"hackernews","source_id":"50009650","content_type":"comment","title":null,"body_preview":"I recently purchased an yearly wildcard SSL certificate and was notified that the certificate needs to be resigned every 200 days, why!?","author":"doublerabbit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.11803285072513914,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009650"},{"id":"11b03f32-40ce-46c2-9b66-204d304fc161","source":"hackernews","source_id":"50012269","content_type":"comment","title":null,"body_preview":"I've worked with Let's Encrypt (I mean inside the organization, not just as an end user) a bunch and I feel like I often know or can guess rationales for things, but while I know \"why short-lived cert","author":"schoen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.1603759374819711,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012269"},{"id":"2a1e5ff8-615b-47fb-9bad-5f075c591905","source":"hackernews","source_id":"50005568","content_type":"comment","title":null,"body_preview":"The most interesting part if I got it right is that he got 400k of free GPT api to test and publicly concluded that 10 hours of Claude Code subscription is better. For anyone that knows this influence","author":"owebmaster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005568"},{"id":"dfa7361a-bbcd-40bc-9606-c1d39dcf5cee","source":"hackernews","source_id":"50000859","content_type":"comment","title":null,"body_preview":"# “The Slop Line\"\n\n      Everything below this was written by my LLMs, not me.\n\nI really appreciate this convention, thank you.","author":"fwlr","classification":"human_created","confidence":0.95,"indicators":["self_reference","platform_fluency","original_commentary"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000859"},{"id":"1053c839-0e6a-432f-860a-bdffe7c29944","source":"hackernews","source_id":"50000905","content_type":"comment","title":null,"body_preview":"I'm curious how much unsafe this uses? Are these ports making idiomatic code or just using unsafe all over. There doesn't seem to be anything in the readme.","author":"elcritch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_query"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000905"},{"id":"321175c2-e1ca-49c0-b1fe-d8e4156b13b8","source":"hackernews","source_id":"50001055","content_type":"comment","title":null,"body_preview":"I honestly have no idea what the future of tech will look like at this point. Too much has changed.","author":"Gigachad","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001055"},{"id":"c7c17339-9e1b-4496-8a94-41f01612d524","source":"hackernews","source_id":"50001742","content_type":"comment","title":null,"body_preview":"\"In total I did over $400,000 in API priced tokens with GPT-5.6 Sol and GPT 6 Astra.\"\nwut?","author":"Thaxll","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","missing_platform_voice","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001742"},{"id":"cff0886b-8b45-426f-b162-a796e0f17c76","source":"hackernews","source_id":"50001048","content_type":"comment","title":null,"body_preview":"Are there any specific harnesses or techniques to aid in porting stuff to Rust? Specialized in terms of token efficiency","author":"fiatpandas","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001048"},{"id":"d4f07219-4c31-4fb5-9ed4-f07992d66b4d","source":"hackernews","source_id":"50001277","content_type":"comment","title":null,"body_preview":"LLMs have been trained to fix compile errors in a loop. Give them years of human labor worth of tests and they will fix compile errors until it works (as well as the tests can ensure). Now you have a ","author":"anonymous908213","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.3078071905112637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001277"},{"id":"a5355305-85d5-48a4-b530-cbfe543b77ce","source":"hackernews","source_id":"50001026","content_type":"comment","title":null,"body_preview":"This post should be titled “Rust port of Go rewrite of Typescript compiler”","author":"catlifeonmars","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001026"},{"id":"ae80720a-28b4-4e1d-9d67-498966b9e780","source":"hackernews","source_id":"50000989","content_type":"comment","title":null,"body_preview":"I have to wonder if LLM reimplementations verified against years of human tests will have holes where original authors thought that tests are not necessary and common sense is enough.\nI have to wonder","author":"pvillano","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13809035755983384,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000989"},{"id":"49efdc67-4363-4c7d-b1a1-0876ee6bd07e","source":"hackernews","source_id":"50001182","content_type":"comment","title":null,"body_preview":"I wish Anthropic/OpenAI would give me free tokens so I could make random things like this\nI already pay for subs on both but the tokens are already spoken for with other projects","author":"shepherdjerred","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001182"},{"id":"6f73e11d-f4c9-4861-b808-d2e20946755d","source":"hackernews","source_id":"50001151","content_type":"comment","title":null,"body_preview":"In the real world project section, compile times vs tsc7 were 1-3s less.  Sometimes the percentages are far more impressive than absolutes.","author":"hannibalhorn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001151"},{"id":"899881ac-b6f1-4790-a10a-bfc8dafb4302","source":"hackernews","source_id":"50001423","content_type":"comment","title":null,"body_preview":"This was a lot of tokens to spend on a port. I wonder if all of the porting activity out there would be better supported by investing in really good deterministic automatic translators that do 90% of ","author":"spankalee","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001423"},{"id":"ad982bc9-51f8-4aea-9c52-c6ded139b032","source":"hackernews","source_id":"50001058","content_type":"comment","title":null,"body_preview":"Maybe there are just so many of these but at this point for vibe coded stuff like this I’m just like “who cares.” LLMs can make stuff like this now. Unless this reaches some critical mass of usage amo","author":"yoyohello13","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001058"},{"id":"7f148ab3-cf4f-4073-b66a-129905b004ea","source":"hackernews","source_id":"50006059","content_type":"comment","title":null,"body_preview":"This officially proves how great the Go code is! I mean: You have easiness and friendliness and high level language of Go for only 50%~70% slower performance. I always thought what happens if they por","author":"pmkary","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006059"},{"id":"9f529a61-237b-47e8-b3fb-97d80e790081","source":"hackernews","source_id":"50002911","content_type":"comment","title":null,"body_preview":"What a waste of power... $424.000 of API priced tokens amounts to how many kWh burned? And how would you trust this to build your code?\nMotivations says it all:\nMotivations\n    Test model capabilities","author":"mkesper","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002911"},{"id":"a7dc95e3-03a7-438e-a39e-7dbff12b507b","source":"hackernews","source_id":"50009896","content_type":"comment","title":null,"body_preview":"The performance is impaired by the Rust port re-implementing Go-style strings and a good portion of the Go std library.\nIt's jumping through hoops to preserve initial Go semantics:\nhttps://github.com/","author":"gavinray","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.10025436607713405,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009896"},{"id":"6508ff24-8c53-451c-a293-3f815171835c","source":"hackernews","source_id":"50003133","content_type":"comment","title":null,"body_preview":"Paraphrasing from README.md:\n>Spent over $400,000 in API priced tokens with GPT-5.6 Sol and GPT 6 Astra. They wrote over 1.3m lines of Rust over multiple months of /goal loops and never got past like ","author":"wg0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003133"},{"id":"04141d6b-2bf5-41e4-bdb4-4ff4e6c4e304","source":"hackernews","source_id":"50003333","content_type":"comment","title":null,"body_preview":"> Spent over $400,000 in API priced tokens with GPT-5.6 Sol and GPT 6 Astra\nTangent here, but I think this bit is super interesting!\nYou could viably hire someone to do this work for that kind of mone","author":"benrutter","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinion","authentic_uncertainty","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003333"},{"id":"c37baeea-cc70-4610-8222-a1a2f37f73ce","source":"hackernews","source_id":"50000877","content_type":"comment","title":null,"body_preview":"TypeScript team member here - this is impressive work, and it's honestly crazy that 3 of these ports have popped up in the last week! I'm currently AFK but we're hoping to learn more and we'll have mo","author":"DanRosenwasser","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000877"},{"id":"14cd807e-6e84-4a4f-939a-1f3e685bd1b7","source":"hackernews","source_id":"49995608","content_type":"comment","title":null,"body_preview":"Two leading experts on Navier Stokes still do not know whether their methods were used:\nhttps://terrytao.wordpress.com/2026/10/04/on-classical-solut...\nHumans will have to wade through mountains of sl","author":"129983-asf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995608"},{"id":"1fb0b683-0744-4d80-a211-7b0c850bd87a","source":"hackernews","source_id":"49995224","content_type":"comment","title":null,"body_preview":"Not a mathematician. Why not just always use LEAN? Why use natural language at all?","author":"FrustratedMonky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995224"},{"id":"3547009a-3e85-46fb-beeb-cbe1c8cfbe88","source":"hackernews","source_id":"50001860","content_type":"comment","title":null,"body_preview":"We talk about the AI proof while people are not focusing on the fact that AI had much more access to knowledge for three reasons.\nThe first is that it filtered out rubbish. Yes, there is so much rubbi","author":"fithisux","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001860"},{"id":"42f610fa-df1b-4a3f-accd-c2a1dfd2a863","source":"hackernews","source_id":"49995191","content_type":"comment","title":null,"body_preview":"So my guess is that they have the AI system attempt to prove the theorem in natural language, then try to generate a Lean proof for it, and in that process they end up with a slightly different soluti","author":"jrflo","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","niche_expertise"],"bot_score":0.08345198378600403,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995191"},{"id":"7eff0e25-c163-47bd-8db9-d84610c77532","source":"hackernews","source_id":"49995106","content_type":"comment","title":null,"body_preview":"I think this highlights that, at the very least, coverage of AI-generated proofs should describe them as \"claims\" to solve problems, until, like all other works, the community has had time to review a","author":"j2kun","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995106"},{"id":"9f46ae44-ef4d-4a34-96ed-911d0347e538","source":"hackernews","source_id":"49995330","content_type":"comment","title":null,"body_preview":"It was a piston in a non-compressible fluid so to speak (ie. storm in a glass of water)","author":"arbirk","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995330"},{"id":"7803535c-41a5-4d91-8bec-7b4584a59ca9","source":"hackernews","source_id":"49995010","content_type":"comment","title":null,"body_preview":"I recently spent 3 weeks with claude formalizing a CS paper about a borrow checker in lean, for a personal project.\nThe formalization went through, but there were _several_ mistakes in the original pa","author":"empath75","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12304894452450302,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995010"},{"id":"87c053c3-9e24-42dc-9882-f3ff06eafcaf","source":"hackernews","source_id":"50001516","content_type":"comment","title":null,"body_preview":"More like gained in translation, if the formalization fixed a possible problem.","author":"pfdietz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001516"},{"id":"ec413399-7435-4872-8533-dc2c8b07ed51","source":"hackernews","source_id":"49995517","content_type":"comment","title":null,"body_preview":"I get the feeling a lot of people propose that we can write a verifier for every proof in lean.\nCan someone tell me in simple terms why this doesn't conflict with the incompleteness theorems?\nedit: th","author":"notrealyme123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995517"},{"id":"de2a1229-8145-4bec-b8fe-412194af1690","source":"hackernews","source_id":"49995674","content_type":"comment","title":null,"body_preview":"Hm, looking through here, I don't see where they state what it is that OpenAI actually proved instead of Navier-Stokes blowup with forcing.  I see where they do this for some other particular statemen","author":"Sniffnoy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995674"},{"id":"19b7ce8f-7fa4-413a-bf1a-54571068c712","source":"hackernews","source_id":"50001409","content_type":"comment","title":null,"body_preview":"This would seem to be important for proof of work between agents (see https://martin.kleppmann.com/2026/10/07/centre-for-cryptogra...).","author":"kingcauchy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3233627460668193,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001409"},{"id":"d715e606-22da-429b-8532-9eedb46d0404","source":"hackernews","source_id":"49999824","content_type":"comment","title":null,"body_preview":"Quote from paper worth being aware of:\n\"Disclaimer: We do not make claims about the correctness of OpenAI’s NL proof, we only make statements about mistranslations into Lean.\"","author":"afolkest","classification":"human_created","confidence":0.7,"indicators":["human_quoting_source","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999824"},{"id":"80728450-4230-4aee-854c-c8e0faecae6d","source":"hackernews","source_id":"49995871","content_type":"comment","title":null,"body_preview":"Given the high-level description of the examples, I think it's less of a \"mis-translation\" as it is the LLM tweaking the proof as it formalized it. Going between m+4 and m+5 is a pretty different thin","author":"dooglius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995871"},{"id":"9023bef5-a538-489a-8f87-40c592a0690c","source":"hackernews","source_id":"49995922","content_type":"comment","title":null,"body_preview":"Will we ever run into a theory of meaning crisis?\n_Assuming_ two failure modes:\n- The lean kernel could always have a bug.\n- The formalized statement may not correspond to what _mathematicians_ \"actua","author":"sigbottle","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","hedge_stacking"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995922"},{"id":"bac4943d-5cd1-4560-a356-75c3916706aa","source":"hackernews","source_id":"49999060","content_type":"comment","title":null,"body_preview":"This paper is a large amount of nothing. First, natural language is not as precise as lean, so you have multiple ways to translate a NL argument to Lean. As shown in Fig 1, the LLM did a decent job at","author":"vanyle","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999060"},{"id":"80f43607-cdca-42cd-882f-7adeb20760a6","source":"hackernews","source_id":"49996834","content_type":"comment","title":null,"body_preview":"The paper shows that the Lean proof and the prose (pdf) proof do not match exactly. But if the Lean theorem Lean accepted is equivalent to original problem statement published by the Clay Institute, t","author":"infogulch","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","nuanced_argument","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996834"},{"id":"e6769bac-7d17-4d12-82b7-3ad363b28546","source":"hackernews","source_id":"49995023","content_type":"comment","title":null,"body_preview":"If I'm understanding correctly, this is questioning the equivalence between the natural language proof and the lean proof, but not the correctness of the lean proof?","author":"buzzy_hacker","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995023"},{"id":"8cb9b6a9-7882-4b98-8f8a-c599943b91b2","source":"hackernews","source_id":"49994983","content_type":"comment","title":null,"body_preview":"For a refreshment of what is Navier-Stokes in a few words: https://p.migdal.pl/equations-explained-colorfully/#navier-s...","author":"stared","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994983"},{"id":"aa0a3340-a6eb-45b7-a561-ff11f030cb90","source":"hackernews","source_id":"49995534","content_type":"comment","title":null,"body_preview":"Aside from the usual squabbling about AI, it seems the bombshell claim is this:\n\"In particular, we show that the formalised Lean proof does not correspond to the NL proof of blow-up of solutions to th","author":"ComplexSystems","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995534"},{"id":"92573b3b-a70a-4e60-a2a5-c5604449f63b","source":"hackernews","source_id":"49999689","content_type":"comment","title":null,"body_preview":"I love these kinds of articles, of how we bootstrapped technology.\nI would welcome suggestions for books that describe the advance of technology from early times.\nIm a distractible reader so I prefer ","author":"here_to_learn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999689"},{"id":"a661b441-c373-4631-bbe3-5366d2412b0d","source":"hackernews","source_id":"49999644","content_type":"comment","title":null,"body_preview":"What really surprises me about these precision machines is how recent all of these inventions are, only a couple hundred years","author":"anitil","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999644"},{"id":"3e93777a-101b-464d-a3bc-4ffbe7042eca","source":"hackernews","source_id":"50002521","content_type":"comment","title":null,"body_preview":"This is incredible - great presentation, great visualization. This is a topic I've often pondered in free time (but never properly researched), and seeing the visualizations was a huge help.","author":"Arainach","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002521"},{"id":"d838a3dd-bd1f-4fb3-84a0-bdbf8782ddb1","source":"hackernews","source_id":"49999760","content_type":"comment","title":null,"body_preview":"Industrial history and the history of precision manufacturing is extremely exciting to me. This is an excellent overview and the animations — while not quite as smooth as https://ciechanow.ski/ — add ","author":"peterldowns","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08976962045069233,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999760"},{"id":"61f80aa9-88c3-4eaf-a0b7-927d11edb123","source":"hackernews","source_id":"50002041","content_type":"comment","title":null,"body_preview":"A belt-driven New Haven planer of the 1890s\nThere is a multi-year video series on YouTube where one of these is restored: https://www.youtube.com/playlist?list=PLbGC44mjwqrd7CS25jngb...","author":"userbinator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13504344164718668,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002041"},{"id":"0c07ad2e-4d76-4206-b161-60e35c60d459","source":"hackernews","source_id":"50001021","content_type":"comment","title":null,"body_preview":"Something I feel was sort of left out here was precision grinding which began to come in to play right around the same time period this article focuses on.  Grinding is what really allowed the industr","author":"djriley","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001021"},{"id":"272a8286-91a5-4623-b49c-cf138eded838","source":"hackernews","source_id":"50001283","content_type":"comment","title":null,"body_preview":"Jo Blocks\nhttps://en.wikipedia.org/wiki/Gauge_block","author":"adm4","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001283"},{"id":"d8df035a-3b6b-462e-9b1b-1c56dfcc850b","source":"hackernews","source_id":"50005489","content_type":"comment","title":null,"body_preview":"Once a year display of large steam engines running in Providence, RI at the New England Museum of Wireless and Steam. Saturday, October 10:\nhttps://newsm.org/","author":"mhb","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005489"},{"id":"694126cb-e078-4986-8e12-ba259904b0dc","source":"hackernews","source_id":"49999776","content_type":"comment","title":null,"body_preview":"This is very neat.  My engineering nerd friend was immediately turned off by the seeming conflation of \"precision\" and \"accuracy\" in the title/subtitle though.  As this article seems aimed at laypeopl","author":"hexapus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.4311278124459133,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999776"},{"id":"9cfd813f-388a-4f59-9ef3-f5783d60a020","source":"hackernews","source_id":"49999351","content_type":"comment","title":null,"body_preview":"This sort of thing makes me wonder what the successor is to the Gingery Books now that they're going away:\nhttps://gingerybookstore.com/\nChris Borges has done some pretty cool little machines using 3D","author":"WillAdams","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","absence_of_ai_signals"],"bot_score":0.11434262652984595,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999351"},{"id":"a56951dd-4897-4a24-b632-f9a0ed2294ba","source":"hackernews","source_id":"50005906","content_type":"comment","title":null,"body_preview":"In the animations of the screw cutter, is the threading reversed on the screw that moves the cutting tool?  I was staring at the point where the threaded screw meets the carriage in the first animatio","author":"mawise","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","specific_observation","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005906"},{"id":"b918ae7b-c5f3-440b-951b-cc3cf718dd6d","source":"hackernews","source_id":"49998812","content_type":"comment","title":null,"body_preview":"Good work! Your style of animated articles reminds me of the work of Bartosz Ciechanowski: https://ciechanow.ski/archives/ , https://news.ycombinator.com/from?site=ciechanow.ski","author":"nayuki","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","terse_natural_reply","absence_of_ai_markers"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998812"},{"id":"3c0b7881-f2bf-4db0-9bc2-5393c0539e03","source":"hackernews","source_id":"49998413","content_type":"comment","title":null,"body_preview":"I've sometimes thought of making a YouTube series where the foundations of precision are created as increasingly precise artifacts, building on each other and following the history. Something like the","author":"HPsquared","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_signals"],"bot_score":0.28166626574569786,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998413"},{"id":"f3f387d1-1f13-4b74-b96a-45fafadcb2d2","source":"hackernews","source_id":"50000780","content_type":"comment","title":null,"body_preview":"Great Work! I want to share some great resources related to Precision Engineering:\n[1] Origins of Precision\nhttps://www.youtube.com/watch?v=gNRnrn5DE58\n[2] The books that taught me precision\nhttps://w","author":"pillars","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_indicator_absence_of_ai_signals","original_commentary_around_links"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000780"},{"id":"62d0df1e-9796-45dd-bf50-1fe82fac012d","source":"hackernews","source_id":"50001355","content_type":"comment","title":null,"body_preview":"An amazing page, thanks for posting it!\nI got a lathe a few years ago as a hobby and really enjoy making something with high precision by hand with no computer or LLMs involved. Of course I make every","author":"xenadu02","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","personal_experience","natural_digression","platform_fluency","imperfect_expression"],"bot_score":0.19596266063115036,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001355"},{"id":"53ed936c-8c5a-4e65-ae31-9e8719da7ddd","source":"hackernews","source_id":"49997839","content_type":"comment","title":null,"body_preview":"> After repeated copying and correction, Maudslay made a master screw five feet long and two inches across, with fifty threads to the inch and a foot-long nut that engaged six hundred of them at once.","author":"Joker_vD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997839"},{"id":"f30e351b-04c9-4732-b50e-331a4a3cddd5","source":"hackernews","source_id":"49999231","content_type":"comment","title":null,"body_preview":"Anyone interested in this might also enjoy the book The Perfectionists: How Precision Engineers Created The Modern World, by Simon Winchester. I read it a few years ago, and thought it was a really in","author":"qchris","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999231"},{"id":"301dd78d-0d2f-4b3d-ac6a-9e9784a7d621","source":"hackernews","source_id":"49999956","content_type":"comment","title":null,"body_preview":"> Maudslay also devised an ingenious method that used two imperfect screws to guide the tool cutting a third. Equal gears turned both guide screws at the same speed. A bar joined their two nuts, with ","author":"mitthrowaway2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999956"},{"id":"1981af1f-83f9-4293-9a06-9293e3adc2de","source":"hackernews","source_id":"49980627","content_type":"comment","title":null,"body_preview":"Author here. This is a sequel to my beam engine article: https://glinscott.github.io/beam-engine/.\nI started digging into Watt's challenges getting an accurate cylinder bore for his pistons, and it sp","author":"glinscott","classification":"human_created","confidence":0.85,"indicators":["author_here","self_reference","platform_fluency","original_commentary"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49980627"},{"id":"26429131-47d3-4eff-ac71-d307dfb6062b","source":"hackernews","source_id":"49999306","content_type":"comment","title":null,"body_preview":"Thank you for making this. My dad(now retired) owned a machine tool manufacturing space in the 70s and 80s in a small town in north india. After foreign CNC machines left no demand for manual/semi aut","author":"ghm2180","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency","natural_digressions"],"bot_score":0.1753710593142198,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999306"},{"id":"b276ad48-2d58-4a45-9b70-44cbfba0eb0e","source":"hackernews","source_id":"50002604","content_type":"comment","title":null,"body_preview":"[off] can we stop this curl|sh abomination once and for all?","author":"mapshog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002604"},{"id":"670a764e-bea8-493c-aa8f-880e54c5cac7","source":"hackernews","source_id":"50001945","content_type":"comment","title":null,"body_preview":"This is pretty cool - but Homebrew is also being in Rust right now, right?","author":"jackwsmth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001945"},{"id":"1361617f-285a-4000-b512-2f1a2e6b5c52","source":"hackernews","source_id":"50001914","content_type":"comment","title":null,"body_preview":"I would mention in the title here thaat zerobrew uses the same install files as homebrew.","author":"MiroslavPokorny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.3748370832612177,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001914"},{"id":"c9ce603f-c2fb-4466-8ebe-338df1e79ca5","source":"hackernews","source_id":"50004403","content_type":"comment","title":null,"body_preview":"I see claude as a contributor. Was this vibecoded?","author":"ajdude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004403"},{"id":"dcac2a30-fb3d-4d1e-93ea-263981095f4e","source":"hackernews","source_id":"50003104","content_type":"comment","title":null,"body_preview":"With coding agents available for the config files, I don’t see any reason not to use nix. Easy rollbacks, temp envs with different versions, what not to like.","author":"maayank","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003104"},{"id":"ec54619a-ca66-4f77-89bd-61784fdcbf7f","source":"hackernews","source_id":"50002200","content_type":"comment","title":null,"body_preview":"Most of the slowness in brew comes from download times, so I don't really need this I think? I never thought \"brew is too slow\" except when it's downloading.\nBut I always thought I don't need pnpm unt","author":"karel-3d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002200"},{"id":"f6e7746b-0fa5-43d4-82ca-96c1857a9935","source":"hackernews","source_id":"50005673","content_type":"comment","title":null,"body_preview":"I use nix-darwin as a replacement for homebrew, and it’s served me well for circa 8 years.\nNix isn’t for everyone, but I find it to be far more stable.","author":"theCodeStig","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005673"},{"id":"e3487c02-61a0-40f8-b7b6-f874db855c78","source":"hackernews","source_id":"50002797","content_type":"comment","title":null,"body_preview":"I tried zerobrew before the original author archived it. It really was faster. There's even a mise plugin for it, but the plugin for it wasn't great to be honest. Caused some wild slowdowns on my prom","author":"figmert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002797"},{"id":"fd2a9856-bb70-4f41-819c-ea76a1c99739","source":"hackernews","source_id":"50009018","content_type":"comment","title":null,"body_preview":"Where did the 100x claim come from? The first sentence on the linked page says up to 6.6x faster.","author":"cosmotic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009018"},{"id":"7bd878b0-e877-4954-964a-ae252fee0454","source":"hackernews","source_id":"50002831","content_type":"comment","title":null,"body_preview":"I don't use homebrew for speed. I use it for trust","author":"reader9274","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.33333333333333337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002831"},{"id":"864b3c18-fd9f-4054-833a-da66fe77d41d","source":"hackernews","source_id":"50001970","content_type":"comment","title":null,"body_preview":"Homebrew fails to install on Intel Macs. Says unsupported.","author":"wg0","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001970"},{"id":"f33972e2-ed12-4985-a02a-b2c3fec295a6","source":"hackernews","source_id":"50002541","content_type":"comment","title":null,"body_preview":"I tried zb for a while now but ended up having to uninstall it and revert back to regular homebrew. It breaks with basic stuff like node half the time","author":"meghanto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002541"},{"id":"ee364fb9-ad4c-4afb-b919-bf6a19e2e6ad","source":"hackernews","source_id":"50002744","content_type":"comment","title":null,"body_preview":"Why would one care for 100x faster homebrew? it's a tool you use every now and then, you rarely install or upgrade 1000 things, and when you do it doesn't really matter if it takes 10s or 0.1s","author":"gregoriol","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002744"},{"id":"e679d584-46d3-4d47-a2d2-4ae2a304dc17","source":"hackernews","source_id":"50002097","content_type":"comment","title":null,"body_preview":"What's the significance of warm speedup in the benchmarks? For most new installs, cache would mostly be empty, shouldn't the cold numbers be more significant for day to day use?","author":"potamic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002097"},{"id":"ad759c85-0ed1-42d0-87d4-7b76ccf2d67e","source":"hackernews","source_id":"50002034","content_type":"comment","title":null,"body_preview":"> \"zerobrew does the relocation in-process and links from a content-addressed store\"\nOk, but why a new app for that instead of a PR for brew?","author":"BugsJustFindMe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09110734182063426,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002034"},{"id":"a541d993-7aa1-42d8-9512-4ffc8137977b","source":"hackernews","source_id":"50002793","content_type":"comment","title":null,"body_preview":"\"Alternative to homebrew (the CLI utility)\" -> \"Frontend to Homebrew (the package system)\".\nAlong these lines, I wonder when somebody will come up with a \"universal package manager\" that factors out t","author":"nine_k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002793"},{"id":"42636a32-c01f-424f-9626-a77a58a7a65f","source":"hackernews","source_id":"50002293","content_type":"comment","title":null,"body_preview":"You can also now use mise as a homebrew replacement, although I don't think there's any claims/benchmarks around performance https://mise.jdx.dev/bootstrap/packages/brew.html","author":"Jaydenaus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002293"},{"id":"02c3c946-5f41-4fb2-a207-cb30f82ab7ea","source":"hackernews","source_id":"50002281","content_type":"comment","title":null,"body_preview":"I don't agree with everything that Homebrew does, but the primary maintainers are visible, vocal and very opinionated. They have shown credibility and earnt my trust over the years given it is a cruci","author":"deanc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002281"},{"id":"62ac8b66-d2ea-48fc-9956-6c820eec6515","source":"hackernews","source_id":"50008442","content_type":"comment","title":null,"body_preview":"This needs to support category specific ranking. A feature like WebBiDi has nothing to do with the CSS engine team.","author":"Onavo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008442"},{"id":"4320b3ad-715a-40f8-9717-5047a5f473f0","source":"hackernews","source_id":"50007054","content_type":"comment","title":null,"body_preview":"How’s the gap decoration proposal coming along? Last update was the Edge post introducing it…","author":"lloydatkinson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007054"},{"id":"eb5eb9ad-04e7-4049-b06a-956299625242","source":"hackernews","source_id":"50008169","content_type":"comment","title":null,"body_preview":"Some of these are pretty huge.\nResponsive iframes been a long time coming.\nGood to see.","author":"adverbly","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008169"},{"id":"d4d439b4-27d3-4f5b-a47c-e9106ac687fd","source":"hackernews","source_id":"50009893","content_type":"comment","title":null,"body_preview":"I love the ranker. Good job, guys; you should open source it.","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.07988025453381044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009893"},{"id":"8289c309-dcfe-473b-b4dc-a00fcab1a541","source":"hackernews","source_id":"50010080","content_type":"comment","title":null,"body_preview":"A lot of these are CSS-related. Not sure why so much effort is still being devoted to piling kludges upon kludges on the train-wreck that is CSS.\nCSS is one of the worst (web) technologies, breaking t","author":"prmph","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","personal_experience","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010080"},{"id":"eb1926a5-1b88-48ac-aecb-10b05f651277","source":"hackernews","source_id":"50009641","content_type":"comment","title":null,"body_preview":"The most broken inconsistency across web browsers is printing, print preview, print-related CSS, etc. No print media related features made it onto this list :(","author":"culi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10797905107617231,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009641"},{"id":"24b522cd-480d-4bd3-9304-8a68a2d9f424","source":"hackernews","source_id":"50001477","content_type":"comment","title":null,"body_preview":"Devine, you madman. They're an incredible tech artistry & lifestyle duo.","author":"StockHuman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001477"},{"id":"f93ac4af-76fa-44d9-ac7c-99d7878b8464","source":"hackernews","source_id":"50005964","content_type":"comment","title":null,"body_preview":"This is a really cool site and they seem cool.\nI'm curious what people think about the following:\nThe idea of living off-grid, of having your own little self sufficient homestead, a cabin in the woods","author":"class3shock","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005964"},{"id":"eb6b5083-19f1-406f-9786-05bb99988fc9","source":"hackernews","source_id":"50001824","content_type":"comment","title":null,"body_preview":"I found them few years ago and lately been thinking how they are doing and feeling in this age of slop and exponentially growing energy consumption. Seems they are doing fine and have written their ow","author":"raptorraver","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001824"},{"id":"287b66a8-ebba-417b-b715-f9a47e7e059b","source":"hackernews","source_id":"50001710","content_type":"comment","title":null,"body_preview":"ive been following these folks for, i think maybe a decade. very cool.","author":"gregjw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001710"},{"id":"ee95da5f-8984-4126-b8f3-8ff5f51126da","source":"hackernews","source_id":"50001659","content_type":"comment","title":null,"body_preview":"yes! the designers of orca, a very cool esolang for music composition","author":"math_eaton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001659"},{"id":"74a78526-fdf2-4d60-9664-5cc11035de6f","source":"hackernews","source_id":"50003739","content_type":"comment","title":null,"body_preview":"I thought, based on the title, this might have been about breeding rabbits for food, which I always thought was an interesting idea.","author":"zhivota","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003739"},{"id":"b569fb5f-e378-459b-9466-1867d3413181","source":"hackernews","source_id":"50002459","content_type":"comment","title":null,"body_preview":"Thanks for sharing, did not know them and is a very interesting life philosophy and super cool website. I will read more around it, it's definitely more unusual from the videos I watch of american off","author":"Gigioingiro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002459"},{"id":"47f19795-01de-4f1d-a6cb-85458ac4602b","source":"hackernews","source_id":"50009027","content_type":"comment","title":null,"body_preview":">If your project was made with, or uses, AI-generated code or art of any kind, do not use our work.\n(from their license)\nIs it more quixotic to insist artisan software has intrinsic value, or that tas","author":"tkdb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009027"},{"id":"b9f71d52-1ad9-4557-b767-d0bf8ab1fdac","source":"hackernews","source_id":"50006615","content_type":"comment","title":null,"body_preview":"I think they’d rather this isn’t shared to HN.\nhttps://merveilles.town/@neauoire/117405811781851569\n> I was wondering why I was getting death threats again, right, HN front-page. Thanks guys","author":"latexr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006615"},{"id":"0f70e2b0-7cd5-4d10-92a4-cb56f080a69a","source":"hackernews","source_id":"50007630","content_type":"comment","title":null,"body_preview":">  We live and work aboard a 10 m sailboat named Pino in remote parts of the world to learn more about how technology degrades beyond the shores of the western world.\nFor a mere mortal like me, this w","author":"ghm2180","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.1753710593142198,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007630"},{"id":"9287b44b-dc60-49c2-9ade-e5fbb2307bc0","source":"hackernews","source_id":"50012475","content_type":"comment","title":null,"body_preview":"> DO NOT resell or mint our work\nwhat does 'minting' mean in this context?","author":"radarsat1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012475"},{"id":"91c9250e-9ef7-4c41-94c9-fa6d2c04d45e","source":"hackernews","source_id":"50007180","content_type":"comment","title":null,"body_preview":"Always a fan of their works, especially uxn[0] and apps developed for it. They showcase how many things a small virtual machine can do while being very portable\n[0]: https://100r.co/site/uxn.html","author":"larme","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007180"},{"id":"51ea4ff8-38a1-4f40-9f79-fb532a2a8357","source":"hackernews","source_id":"50002038","content_type":"comment","title":null,"body_preview":"I love hundred rabbits. Their blogs make me want to get a bunch of old thinkpads, solar panels and buy a sailboat.","author":"lifeisloving","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3996524325094637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002038"},{"id":"f193c7d0-a569-4cdf-8d1f-9373761a1c7b","source":"hackernews","source_id":"50003567","content_type":"comment","title":null,"body_preview":"If anyone enjoys reading about sailing, check Confessions of a long distance sailor. Another snapshot of the sailing world, in the eighties.\nhttps://arachnoid.com/lutusp/sailbook.html","author":"cavoirom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.1915037499278844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003567"},{"id":"97288e27-84d7-481b-be6a-773897305222","source":"hackernews","source_id":"50002702","content_type":"comment","title":null,"body_preview":"I greatly enjoyed reading their sail log crossing the Pacific Ocean, very poignant and down to earth: https://100r.co/site/busy_doing_nothing.html","author":"remywang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002702"},{"id":"9767d72e-997a-4ab1-81c1-53f3db249e74","source":"hackernews","source_id":"50004065","content_type":"comment","title":null,"body_preview":"Interesting that donsol[0] looks at least superficially similar to scoundrel[1][2] which I've also implemented as a (much simpler and completely unpolished) online game[4]. That game was one of the la","author":"Munksgaard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004065"},{"id":"6eb508f0-0bf7-4ae5-8ace-d0e62e7ac432","source":"hackernews","source_id":"50001549","content_type":"comment","title":null,"body_preview":"They are living in their dream and doing incredible work.\na recent interview: https://m.youtube.com/watch?v=x8yKp1qdWh8&pp=ygURZGV2aW5lIGx...","author":"cavoirom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.1915037499278844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001549"},{"id":"02afbfaf-ec12-4780-abc6-0c106601203c","source":"hackernews","source_id":"50001849","content_type":"comment","title":null,"body_preview":"I liked the part in their log where they took apart an old hat to figure out how to make a new one and compared clothing to open-source software. It seems like the same philosophy behind everything th","author":"newtypecola","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001849"},{"id":"bb22b2d4-f364-40ed-8e88-217166527ae6","source":"hackernews","source_id":"50002117","content_type":"comment","title":null,"body_preview":"Seeing their life on the water makes me want to close every browser tab, disconnect the internet, and just build things slowly again.","author":"soltanov","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002117"},{"id":"b9aa88cf-4b4c-44d7-999d-b6458a7d4636","source":"hackernews","source_id":"50002522","content_type":"comment","title":null,"body_preview":"Absolutely no hate to these people - their projects are very interesting, and if this is how you want to live by all means do it!\nBut i gotta say, living off grid is fundamentally solipsist. Abandonin","author":"kennywinker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002522"},{"id":"1e92e9d7-3bd8-4733-a0a3-1111dc16b7e3","source":"hackernews","source_id":"50011582","content_type":"comment","title":null,"body_preview":"What does someone get out of DDOSing a project like this? What even is the motive","author":"wps","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011582"},{"id":"34251e56-7d3c-4cb2-b12d-4b4f3ba01f86","source":"hackernews","source_id":"50011998","content_type":"comment","title":null,"body_preview":"Cloudflare already mirrors Arch and Debian (https://cloudflaremirrors.com/) maybe they could help with Ubuntu too (might as well toss Fedora in there haha)\nEdit: Facebook mirrors a lotta distros: http","author":"nateb2022","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","specific_technical_knowledge"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011998"},{"id":"985cf897-8a80-4492-8df3-6c03c855e3a4","source":"hackernews","source_id":"50003237","content_type":"comment","title":null,"body_preview":"It’s always fun finding these. \nYou have asbestos awareness, unknown utilities, and yeah some random person has just been digging tunnels…\nWhere does that go in the risk assessment?","author":"mayowaxcvi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003237"},{"id":"ad4727b6-4147-4137-b613-1739137a230f","source":"hackernews","source_id":"49992313","content_type":"comment","title":null,"body_preview":"That 15 meters underground, not 15 million tunnels.","author":"dotancohen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.12892229155849322,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992313"},{"id":"3b7875ab-b8c1-4639-9d77-9e797146fbc9","source":"hackernews","source_id":"49992687","content_type":"comment","title":null,"body_preview":"Cool! Here's another example of a tunnel house: https://en.wikipedia.org/wiki/Forestiere_Underground_Gardens","author":"TYPE_FASTER","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992687"},{"id":"f588d328-0968-4d70-9875-adfec7debffc","source":"hackernews","source_id":"49998959","content_type":"comment","title":null,"body_preview":"I read the headline and thought \"Colin Furze selling his bunker?\"","author":"Grimeton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998959"},{"id":"17625cc7-c394-479c-8a29-cfdf71197ac9","source":"hackernews","source_id":"50002979","content_type":"comment","title":null,"body_preview":"I wonder how much water ingress is an issue and what measures have been taken to prevent the tunnels filling with water? Perhaps something about the geology prevents it from happening, but I’d normall","author":"bartread","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002979"},{"id":"d2e4193e-f1f0-45cf-81ce-6c26ca0305fa","source":"hackernews","source_id":"50002576","content_type":"comment","title":null,"body_preview":"https://www.rightmove.co.uk/properties/93958275\nThe YouTube video is insane\nhttps://youtu.be/_Vj6FZZc4SE?si=mnSwcELl-hPWRSft","author":"hdgvhicv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.20497879350852533,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002576"},{"id":"6ae9566c-cac0-4a51-8b0d-8eb60096c069","source":"hackernews","source_id":"49998763","content_type":"comment","title":null,"body_preview":"This kind of activity has been repeated enough times to be an article: https://en.wikipedia.org/wiki/Hobby_tunneling","author":"nayuki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998763"},{"id":"a0d661a8-6edd-4463-8c1b-cd8552c92eaf","source":"hackernews","source_id":"50004798","content_type":"comment","title":null,"body_preview":"For a number of years I lived near \"Mole House\" in Hackney, London. The tunnels the guy dug there were ultimately illegal (no consent) and filled in. I wonder what the story for this house is, how he ","author":"munksbeer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004798"},{"id":"e357ec59-966a-4cad-8df7-c9f644252835","source":"hackernews","source_id":"49992549","content_type":"comment","title":null,"body_preview":"Freestanding house with a pool for 300k? That is incredibly cheap. Perhaps I should move there.","author":"artisinal","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.13032925006137827,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992549"},{"id":"f4529c3b-5b76-4f55-9e3e-e7e7885f48d7","source":"hackernews","source_id":"50006196","content_type":"comment","title":null,"body_preview":"This isn't a house, it's a Bond villain's starter home","author":"Honali","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006196"},{"id":"cf38c167-626d-4313-ba1c-b5514a4b41b5","source":"hackernews","source_id":"49992794","content_type":"comment","title":null,"body_preview":"300k in Tilehurst for a house with a pool is incredibly cheap.\n[Looks at interior photos]\nAh. Anyway.\nCurious how he got planning permission. Or if he got planning permission.","author":"TheOtherHobbes","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992794"},{"id":"a2261fbe-1031-4340-ba57-1f5be743a34a","source":"hackernews","source_id":"49999878","content_type":"comment","title":null,"body_preview":"Somewhat related, tunneling was once taken rather seriously in Liverpool: http://www.williamsontunnels.co.uk/ https://en.wikipedia.org/wiki/Williamson_Tunnels","author":"gnufx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999878"},{"id":"28759ffa-32ad-4510-b25d-5df759e24113","source":"hackernews","source_id":"50004005","content_type":"comment","title":null,"body_preview":"You can hide an entrance behind a bookcase because bookcases are common. If you stick a 23ft rocket on something you are not hiding it.","author":"ZiiS","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004005"},{"id":"43a9ed22-4f64-47b6-abe9-597d6dc53c37","source":"hackernews","source_id":"49992486","content_type":"comment","title":null,"body_preview":"Researching what the article meant by \"rocket\" (I assumed it was a Britishism), I found this article that includes more pictures.\nhttps://www.aol.com/articles/unassuming-bungalow-hides-netwo...","author":"runako","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency","imperfect_expression"],"bot_score":0.12649374534908336,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992486"},{"id":"9258f9b8-3e7e-4d3c-a244-c55db93352bb","source":"hackernews","source_id":"50002989","content_type":"comment","title":null,"body_preview":"What is it with Brits and digging tunnelsystems underneath their houses? William Lyttle (\"The Mole Man of Hackney\"), \"I'm just a man who loves to dig\".\nMy grandfather had a kind of similar situation i","author":"squirly","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002989"},{"id":"c3cb1179-ac79-4c0d-b962-3bc9948e9420","source":"hackernews","source_id":"49993450","content_type":"comment","title":null,"body_preview":"Anyone interested in this might also be interested in Kala on TikTok. She's been building a tunnel system under her house and documenting it for a couple of years.\nhttps://www.tiktok.com/@engineer.eve","author":"lftl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49993450"},{"id":"1df4c26f-6649-4385-9e55-e2a177aed503","source":"hackernews","source_id":"49992296","content_type":"comment","title":null,"body_preview":"lowercase m. 15 meters, not 15 million tunnels :D\nIf you're interested in secret tunnels, check out Colin Furze on Youtube!","author":"looperhacks","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992296"},{"id":"eb2dd1a2-b175-454d-a6ce-772a1eca98c1","source":"hackernews","source_id":"49992459","content_type":"comment","title":null,"body_preview":"I, too, one day dream of using my children as labor for my underground tunnel system. To fight the ant, you must become the ant\nI'm joking, but it's heartening to see quirky hobbies by qualified peopl","author":"fusslo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","niche_expertise"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992459"},{"id":"034a983f-d656-4a98-9c0b-5801c56837ea","source":"hackernews","source_id":"49992612","content_type":"comment","title":null,"body_preview":"The listing of the property on the auction site:\nhttps://www.btgeddisonspropertyauctions.com/properties/20260...\nIt includes many more photos than the article, as well as floor plans for the subterran","author":"_jholland","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992612"},{"id":"b1b01806-0f57-4693-b67a-db57df1dcdcd","source":"hackernews","source_id":"49992488","content_type":"comment","title":null,"body_preview":"One room even features a secret entrance — hidden inside a rocket by the pool. — Ey — pshhh! :-)\nI used to live in the inner city of Leipzig during my university days, and we had a door in the basemen","author":"samstress","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.47645840237057996,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49992488"},{"id":"76b97f97-15ca-4dbd-b209-993bf8ad2177","source":"hackernews","source_id":"50012369","content_type":"comment","title":null,"body_preview":"I checked the prices of two schticks of 16GB DDR5, it went from ~ 100 USD to ~ 600 USD in 12 months.","author":"armcat","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.09702944331092994,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012369"},{"id":"6b764aa1-766a-4bda-84f0-11fb22bb309f","source":"hackernews","source_id":"50010359","content_type":"comment","title":null,"body_preview":"Contrast is too low for me to read it comfortably.  The WAVE tool confirms contrast problems...","author":"DamonHD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010359"},{"id":"a74803e7-f76e-4eab-9f92-1716c5e7d8f3","source":"hackernews","source_id":"50010305","content_type":"comment","title":null,"body_preview":"Author Here:\nI watched Atrioc's video: \nhttps://youtu.be/jp7hM1vKRpY?t=965\nFeels good to be right about a semi long-term prediction about AI.","author":"cpu0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010305"},{"id":"a22a8124-abed-4c80-ba10-abfe0cacf56b","source":"hackernews","source_id":"49985264","content_type":"comment","title":null,"body_preview":"That looks bloody amazing. Would love to see this ported to PC, maybe even as a DE for Linux.","author":"d3Xt3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.09096550603490482,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985264"},{"id":"15cfe9b0-28fd-4688-b8e9-6f83bfdc6ef3","source":"hackernews","source_id":"49997933","content_type":"comment","title":null,"body_preview":"Awesome, I love it. I never even heard of the Vectrex before. I'm guessing it was too expensive for most people since it's basically a whole arcade machine.","author":"bobajeff","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997933"},{"id":"72b84f75-b442-4c84-ad3d-493928a36266","source":"hackernews","source_id":"49995566","content_type":"comment","title":null,"body_preview":"Just when I thought the world couldn't get any more amazing for hacking stuff this week (M-VAVE FM1's firmware bonanza is a delight!), now I have a freakin' damn good reason to get my Vectrex out of s","author":"MomsAVoxell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995566"},{"id":"014f16e2-2944-43eb-bea3-1cdf76109827","source":"hackernews","source_id":"50013548","content_type":"comment","title":null,"body_preview":"Busytown or Lazytown?  Note that the author is not assuming (or advocating) the infantilization of the audience.  He says the key to Busytown is who does what -- i.e., architecture.  Children are taug","author":"FrankWilhoit","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013548"},{"id":"136c9c1a-1860-4ab2-8c27-5615a4171bdb","source":"hackernews","source_id":"49998841","content_type":"comment","title":null,"body_preview":"TL;DR in one sentence:\n\"the loop runs without a branch, and is a candidate for vectorization\".\nThat's it, that's the article. This matters a lot in huge-scale / scientific computing / HPF, where if yo","author":"alterom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0.09983708326121774,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998841"},{"id":"361490d8-a14e-441a-967f-70824d89f841","source":"hackernews","source_id":"49998856","content_type":"comment","title":null,"body_preview":"I like it, but to do fizzbuzz in this way, you'd have to separate what's inside the loop into a reused function.","author":"OutOfHere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15476619158235155,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998856"},{"id":"5de5240d-a329-4c89-9e27-822696645b3f","source":"hackernews","source_id":"50000298","content_type":"comment","title":null,"body_preview":"Is the idea that \"accidental casework\" should be moved up, whereas the \"reusable bulk ontology\" should be moved down?\nThere's very high-leverage abstractions that completely constrain a space. An exam","author":"sigbottle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000298"},{"id":"9ba145f8-a82e-44b9-978d-6065adc68e32","source":"hackernews","source_id":"50002063","content_type":"comment","title":null,"body_preview":"Push lists of 0 or 1 up, but push lists of 0, 1, 2, 3, or etc, down?","author":"Chinjut","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002063"},{"id":"4baf59e7-70ee-43c2-ad0b-efb8134eafe7","source":"hackernews","source_id":"49999280","content_type":"comment","title":null,"body_preview":"Just the branch predictor gains are probably worth it.","author":"throwawayffffas","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999280"},{"id":"0b594c19-2ab8-4542-bacf-021a92e26694","source":"hackernews","source_id":"49998706","content_type":"comment","title":null,"body_preview":"I have always phrased this as \"Never do one of something\".","author":"aappleby","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998706"},{"id":"13c14032-d8b3-48de-b2d1-83c8acc04654","source":"hackernews","source_id":"50001854","content_type":"comment","title":null,"body_preview":"Idiomatic Elixir does this with pattern matching on function parameters so you end up with things like the following, raw if statements are discouraged because of this:\n  def classify(:ok)\n  def class","author":"andy_ppp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001854"},{"id":"877689fc-0346-4d4c-bd10-130d0076d86c","source":"hackernews","source_id":"49999040","content_type":"comment","title":null,"body_preview":"Didn’t see it mentioned in the article but isn’t leading with if-statement called a “guard clause”.\nI like that pattern but it’s just general best practice I thought.","author":"dieselgate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.07330276658323728,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999040"},{"id":"058e83ed-f270-4a55-be4b-64a305a62f8c","source":"hackernews","source_id":"49999467","content_type":"comment","title":null,"body_preview":"Erm, no?  You write f(w: Walrus) -> Walrus and then let the caller handle Walrus|None and Iterable[Walrus] however they wish!\nAnd if someone decides the codebase needs an abstraction over (and therefo","author":"gorgoiler","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999467"},{"id":"a8510c76-83a8-4a05-b7df-2f89b75ab18a","source":"hackernews","source_id":"50010319","content_type":"comment","title":null,"body_preview":"This reminds me slightly of Milne's interpolation theorem for classical propositional logic, which says that any proof can be re-written so that the first use of the law of the excluded middle occurs ","author":"thefringthing","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010319"},{"id":"ce1c3a2a-5bda-4e70-8eb4-6e72f0135ca1","source":"hackernews","source_id":"50002379","content_type":"comment","title":null,"body_preview":"A better formulation I read in a magazine back in the 90s is: \"push mechanism down and policy up\".","author":"peterfirefly","classification":"human_created","confidence":0.7,"indicators":["human_indicator_platform_fluency","human_indicator_terse_replies","ai_indicator_semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002379"},{"id":"f463833c-e2b9-4b87-8467-2390a7455451","source":"hackernews","source_id":"50006105","content_type":"comment","title":null,"body_preview":"Related is the \"parse, don't validate\" concept. Pass functions data that is guaranteed to be valid, and they don't have to re-check the same conditions you already checked. The more such re-checks the","author":"SAI_Peregrinus","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006105"},{"id":"ce5f0c9c-0b92-4deb-b271-ed060923bc14","source":"hackernews","source_id":"49998629","content_type":"comment","title":null,"body_preview":"I've done this for years.  Not every time of course but where it makes the code easier to understand and maintain.\nSpeed was almost never the reason.","author":"ninalanyon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998629"},{"id":"f5c4e091-71d0-4b4a-8156-2ccde593e7f5","source":"hackernews","source_id":"50004006","content_type":"comment","title":null,"body_preview":"One thing I noticed is that the principle (better demonstrated in the linked matklad article) seems to make sense at the \"a bunch of related functions\" level, but it also goes against one of the main ","author":"Toutouxc","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004006"},{"id":"590b5b39-9a4c-4881-82d4-80757d690b74","source":"hackernews","source_id":"49998443","content_type":"comment","title":null,"body_preview":"What is missing here is any benchmarks backing up this argument for code structure.\nOf note, as of C#9 (and maybe prior), the dotnet runtime does this automatically whenever it is deemed safe. https:/","author":"wallstop","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","specific_references"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998443"},{"id":"40570eb1-fca4-4f5b-9c99-55aaaebb1c0a","source":"hackernews","source_id":"50000130","content_type":"comment","title":null,"body_preview":"I've always believed the opposite: get conditionals deep in your code so that the higher level control flow is regular.\nBut I suppose my greater philosophy for making code that avoids bugs is that you","author":"rtpg","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000130"},{"id":"86569399-13dd-443f-bb34-73a780f1f396","source":"hackernews","source_id":"49998049","content_type":"comment","title":null,"body_preview":"I am continually impressed by the ability of LLMs to take trivial ideas and turn them into lengthy and obtuse blog posts with unnecessary analogies.","author":"socializer","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","strong_opinions","natural_digressions"],"bot_score":0.2041222171009192,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998049"},{"id":"279ae278-0b9b-4ea3-b40a-ac8246223754","source":"hackernews","source_id":"50000082","content_type":"comment","title":null,"body_preview":"Save some time and read the original post instead: https://matklad.github.io/2023/11/15/push-ifs-up-and-fors-do...","author":"ivanjermakov","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000082"},{"id":"1795fa5d-b2e6-4b1f-9e21-573e3c88055f","source":"hackernews","source_id":"50000064","content_type":"comment","title":null,"body_preview":"Are we talking about this from the perspective of CS (algorithm optimization) or SE (code design)?\nFrom an SE perspective, make a flatmap function that explicitly handles Collection<Optional<Walrus>>.","author":"hatthew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","suspiciously_balanced"],"bot_score":0.16300038661203686,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000064"},{"id":"8b49fa7d-17d1-4437-8bc6-1ff5239251d8","source":"hackernews","source_id":"49994864","content_type":"comment","title":null,"body_preview":"I think that extreme prosperity like this (another example - Baby Boomers in the US) is a lagging indicator of geopolitical/industrial power.\nBritain was prosperous in the 1800s because of colonialism","author":"ford","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","historical_context_with_interpretation","platform_fluency"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994864"},{"id":"0d284158-6083-491c-ad6c-85d28894a818","source":"hackernews","source_id":"50005193","content_type":"comment","title":null,"body_preview":"Lots of debate about luck vs achievement here. Just wanted to point out: they definitely did succeed in not being slaughtered and replaced. So in that sense they owned their success.","author":"scandox","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005193"},{"id":"703868bd-ab08-4942-bb56-470a6f1d44fd","source":"hackernews","source_id":"50004736","content_type":"comment","title":null,"body_preview":"> Maybe the Victorian elite succeeded in spite of being feckless and incompetent: the Industrial Revolution created great wealth, which they enjoyed passively and parasitically.\nI'm surprised this obv","author":"tmsbrg","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","suspiciously_balanced"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004736"},{"id":"393a1552-b55d-4993-9530-f06bbcc5364e","source":"hackernews","source_id":"50000375","content_type":"comment","title":null,"body_preview":"I think part of the story is the competent Civil Service that deployed the newly created educated middle class. This competent machinery, and very firm social norms in place, the toffs (aristocracy) c","author":"robotresearcher","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over_qualification","natural_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000375"},{"id":"b9ae01f1-63ab-492d-a082-084c8621f58b","source":"hackernews","source_id":"50005136","content_type":"comment","title":null,"body_preview":"> the downsides are obvious.\nauthor casually letting that hang there after conjuring a picture of the most wonderful lives well lived, and good outcomes for the nation too!\nit's ok to yearn for submis","author":"trgn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005136"},{"id":"71497aac-ed44-42f1-ac5a-bd94f5c3a123","source":"hackernews","source_id":"49994524","content_type":"comment","title":null,"body_preview":"Completely faulty premise. The British Empire was already globally dominant before the Victorian era. You cannot attribute success nor failure to something that came after the fact; I suppose the Vict","author":"anonymous908213","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3078071905112637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994524"},{"id":"751a3627-35e4-475f-a38c-8d2828fdff9e","source":"hackernews","source_id":"50002852","content_type":"comment","title":null,"body_preview":"Seems like a lot of luck could be framed as effectiveness. How much of the British empire was the result of the actions and ideas of the masses of the lower classes?\nThink about how important some of ","author":"AngryData","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002852"},{"id":"1d2f93df-1003-4f98-a1da-6f33f46667dd","source":"hackernews","source_id":"50004072","content_type":"comment","title":null,"body_preview":"No mention of survivorship bias, or observational bias - framing it as the most 'effective' empire of the time, rather than it was simply 'less bad' than the others.  I'd like to have read about maybe","author":"DrBazza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004072"},{"id":"69cce4c2-4a2e-4e0a-8726-096158e9a4cb","source":"hackernews","source_id":"49999136","content_type":"comment","title":null,"body_preview":"What a fantastic read. An interesting perspective on schooling. I've been thinking a lot lately if booze is actually a useful thing, it seems the Victorians saw that it is.","author":"pipes","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999136"},{"id":"59e1e345-ebc5-473a-80fb-e606c233d6c7","source":"hackernews","source_id":"49994809","content_type":"comment","title":null,"body_preview":"(Modulo d'oh because of the industrial revolution and the relatively easy wealth extraction that that enabled;) because the British public had internalized (I would venture to this day) the distinctio","author":"yubblegum","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994809"},{"id":"2556e816-be09-4180-a0c0-9730b776d290","source":"hackernews","source_id":"50003889","content_type":"comment","title":null,"body_preview":"This is glorious; how we've fallen.\nAs regards sports, I attended a public school [note the terminology here as per the article], and we still had the \"three half day\" system. Those of us who were hop","author":"b800h","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003889"},{"id":"74e777dc-07b2-47c0-82fc-c103b249724a","source":"hackernews","source_id":"49994330","content_type":"comment","title":null,"body_preview":"> Academic life was dominated by Latin and, to a lesser extent, Greek. The exact share varied, but the classical languages took up generally at least half of teaching hours, and sometimes as much as 8","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994330"},{"id":"16c60da8-dcc7-4eaf-9b6b-719f49fa322f","source":"hackernews","source_id":"49994215","content_type":"comment","title":null,"body_preview":"Insane that this whole thing never mentions once the legions of servants who did their laundry, cooked their food, poured their Port and generally did all the work.","author":"jimbo456","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.25189483214406944,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994215"},{"id":"4a0bdf27-ad8e-45af-93a0-b7d50632233c","source":"hackernews","source_id":"50000908","content_type":"comment","title":null,"body_preview":"This has it backwards. The Victorian elite had a high standard of life because they had an empire that funded their decadent lifestyle - at the expense of their colonies! They were cushioned from nega","author":"smath","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.271645460175192,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000908"},{"id":"e0098bf8-083d-414f-868a-40394094c30d","source":"hackernews","source_id":"50000143","content_type":"comment","title":null,"body_preview":"\"Oxbridge tutors believed overwhelmingly that the purpose of an undergraduate degree was not training for work nor even preparation for academic research, but rather a general moral and intellectual f","author":"jan_m_savage","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000143"},{"id":"b8b1b37a-6dac-4be9-9b33-2db66e4f1217","source":"hackernews","source_id":"49999315","content_type":"comment","title":null,"body_preview":"On the last supposition: they've managed something better for themselves, which is an order where they have substantial control over public policy without being subject to the full brunt of public inq","author":"59percentmore","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999315"},{"id":"4a7f68dd-388f-4055-88d5-6f5d8d51eddd","source":"hackernews","source_id":"50002266","content_type":"comment","title":null,"body_preview":"I question this framing:\n> Caricaturing a little, we can distinguish two groups in modern educational debates: traditionalists and progressives. Traditionalists think that education should prioritize ","author":"gred","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_original_commentary","human_indicator_quoting_source","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002266"},{"id":"b90aac40-5af2-4c23-aa4f-f61fbf77d8bd","source":"hackernews","source_id":"49994403","content_type":"comment","title":null,"body_preview":"Seems like an accurate picture of the Victorian elite, but it sounds like they were optimized for rent-seeking from an economy and an empire that others built and worked. That was success \"on their ow","author":"cafebeen","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49994403"},{"id":"0bcc6714-82f3-4b42-972d-5948336a5cb4","source":"hackernews","source_id":"50004044","content_type":"comment","title":null,"body_preview":"The article doesn't also quite give the numbers to say how effective they actually were. By modern standards the amount of people actually governing the empire was tiny. For instance the colonial offi","author":"gampleman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004044"},{"id":"901abf31-686d-4d44-9869-11e99936c0fe","source":"hackernews","source_id":"50011963","content_type":"comment","title":null,"body_preview":"Blog post: https://blog.getbootstrap.com/2026/10/08/bootstrap-6-alpha/ (https://news.ycombinator.com/item?id=50008816)","author":"ChrisArchitect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011963"},{"id":"2a37ebf4-4b5a-4058-a642-924882dace05","source":"hackernews","source_id":"50007003","content_type":"comment","title":null,"body_preview":"Interesting work, are there any plans to extend it / tackle bigger concepts?","author":"ralgo","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007003"},{"id":"eac457f2-356d-4b20-a42d-c3ca7a30f627","source":"hackernews","source_id":"49996303","content_type":"comment","title":null,"body_preview":"Your spinners page is vibrating extremely angrily: https://ascii.rest/spinners, also some other components like the progress bar - whenever width changes.","author":"ZeWaka","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996303"},{"id":"c6693878-04d8-4cb5-a4dc-ce36c52787b6","source":"hackernews","source_id":"49995705","content_type":"comment","title":null,"body_preview":"I was mesmerized by the animation in https://omp.sh/ yesterday but this takes it to the next level. What makes something like this be prevalent now if ASCII has been around for so long? is it just the","author":"marinhero","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995705"},{"id":"08bb34ee-a968-4bf1-82f9-a43d680b6ed9","source":"hackernews","source_id":"49995376","content_type":"comment","title":null,"body_preview":"Beautiful work. I did a similar effect for docs using a page turning animation. Might reach for this in the future.","author":"gfat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995376"},{"id":"507decd7-797e-43a9-b16c-7040a33c5dfb","source":"hackernews","source_id":"49996444","content_type":"comment","title":null,"body_preview":"It would be awesome to be able to create these. If author is around, would you consider a creation tool as well?","author":"davidcollantes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996444"},{"id":"ef9d8b9d-26a2-4bdd-96fe-7848fd52c0fa","source":"hackernews","source_id":"49995051","content_type":"comment","title":null,"body_preview":"beautiful. i don't see the pieces as animated, however. perhaps I am missing something?","author":"kirth_gersen","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995051"},{"id":"e19e9686-e72b-4d50-806f-a502fbd702a5","source":"hackernews","source_id":"50005435","content_type":"comment","title":null,"body_preview":"This is one of the most wonderful things I've seen on the internet in a long time.","author":"adamddev1","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005435"},{"id":"8a45fb39-9120-42ec-aea6-7f994fbc8998","source":"hackernews","source_id":"49997378","content_type":"comment","title":null,"body_preview":"For new/young people who might wonder why old geezers sound all gatekeepy, this is what \"ASCII art\" used to mean in the before times: https://asciiarena.se","author":"5-0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997378"},{"id":"e4ba4132-c145-46af-a3b0-0f48ebc8b2cf","source":"hackernews","source_id":"50005880","content_type":"comment","title":null,"body_preview":"Looks so simple but yet beatiful as the creator has been consistenly been griding.","author":"yipinwong","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.12971030577719406,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005880"},{"id":"9f480d2b-5478-4a6a-90a2-dbf085ef2202","source":"hackernews","source_id":"49995615","content_type":"comment","title":null,"body_preview":"“Scenes” look like some roundabout attempt at dithering - not what I expected.\nThe rest is also very maximalist and ornamental. I like them as animations but wouldn’t like them as part of UI or TUI.","author":"thih9","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995615"},{"id":"b7e7e1ed-8d05-4bc2-b080-3a1ee7d2ec61","source":"hackernews","source_id":"49996984","content_type":"comment","title":null,"body_preview":"This reminds of another awesome actually ASCII animation library https://play.ertdfgcvb.xyz/","author":"smusamashah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.09830985111619757,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996984"},{"id":"95c93886-db74-44d7-b5ba-7c973b9d8656","source":"hackernews","source_id":"50004443","content_type":"comment","title":null,"body_preview":"What is the method to create these gorgeous scenes from source art/photography? Damn that's a rabbit hole I need to fall into.","author":"karim79","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.09410867593754012,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004443"},{"id":"1817637c-345e-41eb-bd88-b5f4fedb6c7c","source":"hackernews","source_id":"50005605","content_type":"comment","title":null,"body_preview":"Very cool! - I have Figlet configured to greet me when I open a term window, but this is so much more! Well done!","author":"shoknawe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005605"},{"id":"c56f4f29-391d-4b3b-be2e-b4a3365ff9cb","source":"hackernews","source_id":"49997080","content_type":"comment","title":null,"body_preview":"Beautiful! that's the true meaning of converting digits into art through custom algorithms. I reviewed the code and it's quite impressive. What I'm curious about is whether you had a predefined \"bitma","author":"arikwald","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.19402785866110542,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997080"},{"id":"b27ca50e-39f7-429f-9980-9f21eb4af908","source":"hackernews","source_id":"50008788","content_type":"comment","title":null,"body_preview":"I truely like the aesthetics so i manage to do it in plain C\nhttps://forge.heeboo.org/thunerbl/dotsaver","author":"otistropo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008788"},{"id":"fe59198c-62fa-4e5e-96a7-11c3f931d371","source":"hackernews","source_id":"49995275","content_type":"comment","title":null,"body_preview":"Neat. Some of my earliest online contributions were to local dial-up BBSs.  I spent entire days making animated ascii sequences in the theme of the board.","author":"bredren","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995275"},{"id":"97f8efa5-fc56-4c57-a382-9fe4d977f3bf","source":"hackernews","source_id":"49995373","content_type":"comment","title":null,"body_preview":"This looks aesthetically pleasing but this is not ASCII Art it seems, where’s ascii? All those differently sized dots are not ascii chars, are they? Perhaps this is unicode-art?","author":"boguscoder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995373"},{"id":"f794f20b-331a-4d99-853e-6c42672ebd50","source":"hackernews","source_id":"49995453","content_type":"comment","title":null,"body_preview":"Gorgeous, impressive, well done—\nBut it strikes me as an affectation of technical austerity, i.e. you’re borrowing the credibility of a constrained medium without embracing its constraints.\nAgain, it'","author":"gavmor","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression","imperfect_expression"],"bot_score":0.07947855309970266,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995453"},{"id":"54d38abf-2b96-4b93-941a-55efcb49805a","source":"hackernews","source_id":"49995217","content_type":"comment","title":null,"body_preview":"Thats awesome. I did something similar (much smaller scale) for Claude Code/Pi to show how much it's working https://github.com/robdmac/flow\nBut this ASCII Art reminds me of my original desire to have","author":"robbomacrae","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995217"},{"id":"9cd91136-677f-4d6f-834e-2fe54c0aeff0","source":"hackernews","source_id":"49996504","content_type":"comment","title":null,"body_preview":"I kept scrolling down and my amazement grew as I could see all fun the op had making this library.  Split-flap [https://ascii.rest/split-flap/] is awesome. And the nature ones [https://ascii.rest/fern","author":"burmask","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996504"},{"id":"9f004d84-3d4f-4ed4-a0f9-860281a5a20f","source":"hackernews","source_id":"50010719","content_type":"comment","title":null,"body_preview":"now tell me it's all AI too :D  I can't tell, LGTM","author":"alienbaby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010719"},{"id":"32ad81ef-7b0b-4b41-9f64-6d83408978a9","source":"hackernews","source_id":"50011331","content_type":"comment","title":null,"body_preview":"Love it. Hate it.\nThe everything computer makes yet another one gigantic leap for machinekind.\nI don’t know how to feel about it anymore.","author":"nialse","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011331"},{"id":"cda2a84d-a260-4fb2-a235-a712e0109c42","source":"hackernews","source_id":"50010776","content_type":"comment","title":null,"body_preview":"This one is much better: http://www.youtube.com/watch?v=tKrVYOUvrtA","author":"sho_hn","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010776"},{"id":"00841ca8-17dd-4920-b525-61f9ad1ac3c9","source":"hackernews","source_id":"50012994","content_type":"comment","title":null,"body_preview":"Makes me feel like my dev job at a fortune 500 company years ago was being a numpty secretary punching on a typewriter. I have very mixed feeling. I acknowledge that this is cool but what the hell.","author":"karim79","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.09410867593754012,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012994"},{"id":"c30aeeb9-4aeb-4d01-a3d6-b243bdaa0332","source":"hackernews","source_id":"50000405","content_type":"comment","title":null,"body_preview":"Bringing first-class agent orchestration directly into containerized environments is a logical step for secure, reproducible developer workflows.","author":"ContinuityLab","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.3221581458757272,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000405"},{"id":"f38d0a81-e3eb-4fc9-8903-76fbfdd4e826","source":"hackernews","source_id":"50004020","content_type":"comment","title":null,"body_preview":"Really important repository for me. I virtualize all my cloud server with docker","author":"maximilianfeix","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004020"},{"id":"35d4a3c3-61da-4a96-b9f9-a6c40b021bce","source":"hackernews","source_id":"50001814","content_type":"comment","title":null,"body_preview":"personal plug :) https://github.com/oguzbilgic/kern-ai","author":"obilgic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001814"},{"id":"9dc9e5c6-213a-4c74-b468-ddfd85045804","source":"hackernews","source_id":"50000492","content_type":"comment","title":null,"body_preview":"I'm curious about these agent harness frameworks that release their harness before they've released a good agent on top. It's a little cart before the horse.","author":"kingcauchy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3233627460668193,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000492"},{"id":"2880263a-74ba-4795-a961-48156bdfa875","source":"hackernews","source_id":"49997052","content_type":"comment","title":null,"body_preview":">What it is, what it isn’t\nYep, open ai sol model wrote that.","author":"tamimio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11328656062834119,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997052"},{"id":"923b399d-7a7e-452e-b42b-364ba8bf6dec","source":"hackernews","source_id":"50008060","content_type":"comment","title":null,"body_preview":"YAML-defined agents are great.\nHave you considered making a cloudy, managed version?","author":"mgdev","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008060"},{"id":"651a8ccc-3afc-49f5-9047-79fb42376258","source":"hackernews","source_id":"49997121","content_type":"comment","title":null,"body_preview":"they hope they can annoy and email every person in the org asking for money , same way as they did it with docker.\nlooks like a weird abstractions. why do i need this if i have modal.com, e2b, cloudfl","author":"maxdo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.13529644166137667,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997121"},{"id":"b301c7e3-0d26-4454-a511-c2de7d371093","source":"hackernews","source_id":"50004572","content_type":"comment","title":null,"body_preview":"Better read the terms and conditions and if they can retain your data,   docker now collects inputs and outputs ...","author":"segmondy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004572"},{"id":"59da283d-cfe8-4ed5-824e-74b9abf0972d","source":"hackernews","source_id":"49999046","content_type":"comment","title":null,"body_preview":"Last year (2025), I lost count of how many times I tried using an LLM to set up Docker. It was still the era of prompting, then copy-pasting the response and seeing if it worked... and it almost never","author":"rodolphoarruda","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","personal_experience_narrative","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999046"},{"id":"11e3c263-ba65-4454-9f9b-161c18533b0d","source":"hackernews","source_id":"49998290","content_type":"comment","title":null,"body_preview":"I tried really hard to make this work for me a couple of weeks ago but it was the brittlest harness out of any that I've used.  I'd come back when it's more mature.","author":"CBLT","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998290"},{"id":"84a1326a-0517-41e3-bdcc-72eaca960482","source":"hackernews","source_id":"50000435","content_type":"comment","title":null,"body_preview":"The models are converging (directionally), and the rest of us, including all these agent harnesses, are trying to figure out how to stay relevant","author":"pomsense","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000435"},{"id":"3e5beb77-0075-4262-98fe-14b0b1865bfd","source":"hackernews","source_id":"49997599","content_type":"comment","title":null,"body_preview":"Docker Agent could be beneficial for research studies. For example, while writing a ML paper about agents I need to rerun experiments so that:\n- others can repeat my results\n- validate that variabilit","author":"beckford","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997599"},{"id":"439bb124-2511-420e-b251-a9d27fdeee83","source":"hackernews","source_id":"50004603","content_type":"comment","title":null,"body_preview":"We built something similar, the ideas are strangely converging for production it feels like. But we used routing rather than direction agent invocation of agents. It gets exhausting to keep track of l","author":"magnusokik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004603"},{"id":"acff5692-ebca-4686-8382-1739906160f1","source":"hackernews","source_id":"49999110","content_type":"comment","title":null,"body_preview":"I'm honestly getting lost between what primary usecase/workflow each of these is intended for:\n1. https://kagent.dev/\n2. https://github.com/kubernetes-sigs/agent-sandbox\n3. https://github.com/docker/d","author":"blutoot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999110"},{"id":"bb682db9-b9a8-42a7-a145-e2dc60adb70c","source":"hackernews","source_id":"49997009","content_type":"comment","title":null,"body_preview":"https://docker.github.io/docker-agent/configuration/sandbox/\nIf, like me, you couldn't find any security-related info on the linked page.","author":"McScrooge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997009"},{"id":"59ede4fc-302e-4335-8087-fbe64ebfbc2a","source":"hackernews","source_id":"49996927","content_type":"comment","title":null,"body_preview":"While I love new open source dev (especially in Go!), agent harnesses are turning into JS frameworks from yesteryear.\nAll the cool kids have one!","author":"blakeashleyjr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996927"},{"id":"98549e17-0e8a-4b87-a922-b48923c126b5","source":"hackernews","source_id":"50000373","content_type":"comment","title":null,"body_preview":"> docker-agent lets you create and run intelligent AI agents that collaborate to solve complex problems — no code required.\nHow is \"no code required\" a selling point when we all have agents that can a","author":"woah","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15535606553289844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000373"},{"id":"1a424573-9d0f-4622-a265-06879e43b671","source":"hackernews","source_id":"49999229","content_type":"comment","title":null,"body_preview":"Interesting seeing other people's approaches to orchestration.\nI've been working on Pullboard and just open sourced it: https://github.com/pullboard-dev/pullboard\nTo me, orchestration is not really th","author":"Olscore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999229"},{"id":"3e3053bf-6fbe-4a2e-9372-c4be87f4159b","source":"hackernews","source_id":"50001415","content_type":"comment","title":null,"body_preview":"Tested on my RAG system containing all of cloudflare docs (more than 3000 A4 sized highly technical documents): best `quality*speed/price` ratio of any other model. And I have tested more than a 100 d","author":"freakynit","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.11455626439919893,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001415"},{"id":"11fb763f-df0f-4576-92f5-48baa3dfb8ab","source":"hackernews","source_id":"49996794","content_type":"comment","title":null,"body_preview":"> Claude Haiku 5.5 is our fastest model to date at each model’s standard speed, although it runs less quickly than our Opus models in Fast Mode.\nOpus 5.5 runs 117 tps average on Openrouter, so it must","author":"garo-pro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1592359501088001,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996794"},{"id":"89e7f200-c676-4aa3-b63b-9c7bad3a7853","source":"hackernews","source_id":"49998067","content_type":"comment","title":null,"body_preview":"https://www.anthropic.com/claude-haiku-5-5#further-updates\nThis section makes the reader think: why would I not pick Sonnet 5.5 instead of Haiku 5.5?","author":"djoldman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998067"},{"id":"d6f206e5-9a5b-466f-bad1-5e5c9e1718ca","source":"hackernews","source_id":"49996721","content_type":"comment","title":null,"body_preview":"Top of the page in 17 minutes?  Now I know what y'all do while your agents are working.","author":"swalsh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996721"},{"id":"672a1241-e5ed-4caf-b952-9dfa8713a148","source":"hackernews","source_id":"49996475","content_type":"comment","title":null,"body_preview":"I wonder if we have an AI LLM equivalent to Moore's Law. Like how often do we expect improvement in this technology and with what timing?","author":"TheAmazingRace","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996475"},{"id":"423437c8-e738-4498-b7fc-b42c8eb63346","source":"hackernews","source_id":"50000946","content_type":"comment","title":null,"body_preview":"Some attempts to benchmark and compare LLM's:\nhttps://artificialanalysis.ai/\nhttps://benchlm.ai/\nhttps://tokenscost.com\nhttps://www.vellum.ai/llm-leaderboard\nAre there any projects out there for doing","author":"jschveibinz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000946"},{"id":"b073b6c9-ceb8-4b17-af8d-331a3377fcf6","source":"hackernews","source_id":"49998620","content_type":"comment","title":null,"body_preview":"My weekly limit __on a Pro sub__ has not gone over 50% since before the pre-Fable promos, but usage has been pretty much the same from my point of view. Maybe I am holding it right? Anyone else gettin","author":"matltc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998620"},{"id":"b6a1c821-0905-4c82-a006-c9d00f07ef29","source":"hackernews","source_id":"50000487","content_type":"comment","title":null,"body_preview":"I compared the costs between luna and haiku for some classification work. Luna comes out a fair amount cheaper due to more efficient tokenization and less outputs.\n  Model        input tokens   output","author":"Farmadupe","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000487"},{"id":"2f148dba-cb66-4824-bbe3-683030473815","source":"hackernews","source_id":"49997391","content_type":"comment","title":null,"body_preview":"At work we use haiku 4.5 for a handful of latency sensitive tasks that are fairly simple. It performs well. Just started testing 5.5 as I’ve been anticipating a nice improvement since it was teased. R","author":"d1l","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997391"},{"id":"12dbabe0-a4cc-4a4d-9af5-8861e8416e21","source":"hackernews","source_id":"49999514","content_type":"comment","title":null,"body_preview":"It's around Qwen-3.8, and Sonnet 5.5 level, but a lot cheaper. It is also really fast.\nMy tests for Haiku 5.5: https://aibenchy.com/compare/anthropic-claude-haiku-5-5-xhig...\nTwice as expensive as Lun","author":"XCSme","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1208618381892511,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999514"},{"id":"55ce67ec-b3f9-4a5d-8615-9310651fd304","source":"hackernews","source_id":"49996976","content_type":"comment","title":null,"body_preview":"This is great! Been using GPT 6 Luna for decompiling my childhood favorite game (Age of Mythology) and this means I can throw Haiku into the mix as well. 17352/21965 functions matched so far...","author":"bouk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996976"},{"id":"0e45e04e-152a-4f6c-9e35-6dd145164a80","source":"hackernews","source_id":"49996887","content_type":"comment","title":null,"body_preview":"About time Anthropic released a competitive cheap model. Haiku 4.5 has been too expensive compared to its performance for months now (in fact I don't remember being too impressed even when it was rele","author":"wyrdcurt","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996887"},{"id":"2786d5b2-5ae0-4916-b484-e408644a7bd9","source":"hackernews","source_id":"49996607","content_type":"comment","title":null,"body_preview":"The monthly API credits for Max plan seems fantastic, especially considering Haiku pricing. Being able to actually use my Claude plan for other harnesses and use-cases on top of regular CC usage is ev","author":"seaal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","specific_details"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996607"},{"id":"0be25297-ae60-42f5-80f2-c6d264fabee1","source":"hackernews","source_id":"49996898","content_type":"comment","title":null,"body_preview":"Ran image -> html tests for this. I was curious if this smaller model was good enough for complex UI. It was not.\nHaiku 5.5: https://html.non.io/lcars-haiku-5.5/\nOpus 5.5 for comparison: https://html.","author":"jjcm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.0855269249828432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996898"},{"id":"96adb4ba-ca2e-4ec1-8866-acc8e0d67afc","source":"hackernews","source_id":"49997716","content_type":"comment","title":null,"body_preview":"My complaint about Haiku 4.5 was that it was 10x the price of GPT-6 Luna.\n> Claude Haiku 5.5 is priced 90% lower than Claude Haiku 4.5 for requests up to 100,000 tokens, and 50% lower for requests ove","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997716"},{"id":"bb6ef3dc-b29d-4c89-bd99-202ca85822ad","source":"hackernews","source_id":"49997744","content_type":"comment","title":null,"body_preview":"Pelicans riding bicycles for Haiku at the different thinking levels: https://tools.simonwillison.net/markdown-svg-renderer?url=ht...\nLow messes up the bicycle frame, but medium/high/xhigh/max all get ","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","specific_details","edited_content"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997744"},{"id":"88be7dc5-e224-41b6-8abd-7f0f8b0b0854","source":"hackernews","source_id":"49996757","content_type":"comment","title":null,"body_preview":"> Second, this week, we’ll roll out a new monthly API credit to all Max and Team subscribers for use on the Claude Platform. Max 5x users will get $100 in credits per month, Max 20x users will get $20","author":"charlesabarnes","classification":"human_created","confidence":0.7,"indicators":["personal_benefit_statement","expressed_concern_with_nuance","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996757"},{"id":"adb084da-45d7-445a-b044-f8c36d5d2e68","source":"hackernews","source_id":"49999726","content_type":"comment","title":null,"body_preview":"Ran our DataAnalyticsBench benchmark on it: https://plotly.com/blog/claude-haiku-5-5-plotly-data-analyti...\n9x cheaper than Haiku 4.5 and 2 letter grades better. It's also now the fastest model (using","author":"chriddyp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","specific_details","opinion_and_analysis","comparison_to_competitors"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999726"},{"id":"7fb684b5-0eb5-428a-97cb-df5c3c27fd60","source":"hackernews","source_id":"49996502","content_type":"comment","title":null,"body_preview":"Pricing is...a bit weird.\n    Input\n    $0.10 / MTok for prompts up to 100,000 tokens\n    $0.50 / MTok for prompts over 100,000 tokens\n\n    Output \n    $0.50 / MTok for prompts up to 100,000 tokens\n  ","author":"minimaxir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996502"},{"id":"6b1cad21-6f62-410e-9dbd-66fd37cd3b97","source":"hackernews","source_id":"50010618","content_type":"comment","title":null,"body_preview":"I'm glad the author just paid it, and learned the lesson.\nBut yes, these platforms should default to hard caps that you have to explicitly disable.","author":"etchalon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010618"},{"id":"57d18b53-27c9-48e4-8195-af749de0abbf","source":"hackernews","source_id":"50010533","content_type":"comment","title":null,"body_preview":"that's quite cheap for 6 trillion requests, that's like 555M for a dollar","author":"buryat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","false_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010533"},{"id":"ef119cfc-d3e5-49e4-b642-6a8f9819e31d","source":"hackernews","source_id":"50010887","content_type":"comment","title":null,"body_preview":"This is why I use VPS from hetzner. I do host static frontends at cloudflare but those are static assets.","author":"hoppp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010887"},{"id":"3fdf3fee-73cd-4765-9c68-66b195c4883b","source":"hackernews","source_id":"50010728","content_type":"comment","title":null,"body_preview":"Often the most expensive lesson of your life (as OP put it) is also the most valuable lesson. Everybody makes mistakes, learn to expect failures so you can mitigate the effects when they happen.","author":"ktm5j","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010728"},{"id":"315991b1-216e-4b8e-bc1a-1468e8ce728b","source":"hackernews","source_id":"50012056","content_type":"comment","title":null,"body_preview":"I had the exact same thing happen a few weeks ago - a DO alarm accidentally set to a past time, retriggering immediately. Claude caught it within a couple minutes from its log tail, though.","author":"zmj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012056"},{"id":"e514e7f3-4ade-4bbe-96b9-b258d0ea6ea3","source":"hackernews","source_id":"50011018","content_type":"comment","title":null,"body_preview":"Use fixed price hosting resources, those cannot bite you and if they're too small you can always expand by buying more virtual hosts, or even program your own simple scaler (which i am 99.9% sure you ","author":"kvakvs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011018"},{"id":"48e375d3-e03e-4420-8466-172b2527ebbb","source":"hackernews","source_id":"50011353","content_type":"comment","title":null,"body_preview":"The vast majority of my personal stuff runs on $6-$12 VMs. No matter what happens, what dumb mistake I make or an agent makes on my behalf, I can only ever be out $6-$12. And, this is exactly why. The","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["personal_experience_specificity","platform_fluency","strong_opinion_clear_stance"],"bot_score":0.10481768984696661,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011353"},{"id":"ccf2f0b1-7df9-48f2-89ad-2603cebadde5","source":"hackernews","source_id":"50010355","content_type":"comment","title":null,"body_preview":"I'm sure I'm preaching to the choir, but there really should be some safeguards that can trip along the way for what is clearly an individual account. Also there should always be hard limits available","author":"joshstrange","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010355"},{"id":"67836fb1-7e0a-4f52-a06b-a16d6c10754a","source":"hackernews","source_id":"50010580","content_type":"comment","title":null,"body_preview":"> Vibe Coding failed me\nHm, edited out snark. I think that's an easy trap to fall into, and it's good to warn against.\nWhat I agree on (top comment): there should be laws against providing cloud servi","author":"moritzwarhier","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience","natural_digressions"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010580"},{"id":"021e7e79-01e4-4ca7-8e8b-3efd33957c37","source":"hackernews","source_id":"50010806","content_type":"comment","title":null,"body_preview":"If you really think about it a DNS service is simply a relay and a cache gathered from the decentralized nameserver cluster. If debrid services can stream actual copyrighted works without getting into","author":"himata4113","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.13834289597538713,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010806"},{"id":"c083a29e-7f4e-455b-a3ed-010657bf6e58","source":"hackernews","source_id":"50012363","content_type":"comment","title":null,"body_preview":"The person behind this legal warfare is the beIN Sports chairman, Nasser Al-Khelaifi. He is also president of Paris Saint-Germain and chairman of Qatar Sports Investment. He is, obviously, not French.","author":"miohtama","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","external_link_with_commentary","absence_of_ai_signals"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012363"},{"id":"9a1010b1-f6d3-4e10-886d-589f09fd2f9a","source":"hackernews","source_id":"50010755","content_type":"comment","title":null,"body_preview":"Good. France has no business interfering with the world's DNS resolvers in the name of piracy i.e. making media companies richer and ironically shooting them in the foot by crippling the CDNs they rel","author":"Zenul_Abidin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010755"},{"id":"19b80b77-5014-4f83-b7cc-a2983032e723","source":"hackernews","source_id":"50013251","content_type":"comment","title":null,"body_preview":"> OpenAI was much more than a job for us. Its mission has been central to our lives.\nThink about a time in history where this sentiment was considered normal. These people dedicated their lives to a c","author":"potsandpans","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","suspiciously_balanced"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013251"},{"id":"02abcc9e-61ba-429e-a3d7-be736d9d3cbb","source":"hackernews","source_id":"50010570","content_type":"comment","title":null,"body_preview":"https://xxcancel.com/balesni/status/2108262814003687745","author":"Philpax","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010570"},{"id":"dcb10751-1caf-4de3-adc6-475579179550","source":"hackernews","source_id":"50011011","content_type":"comment","title":null,"body_preview":"Here is Jasmine Wang's X thread as well: https://x.com/j_asminewang/status/2108263312291180680","author":"exolymph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011011"},{"id":"0d21c393-b32a-46dd-aba5-fb21c51356ac","source":"hackernews","source_id":"50001324","content_type":"comment","title":null,"body_preview":"The APL programming language (a subset thereof) compiling to Common Lisp.","author":"so-cal-schemer","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001324"},{"id":"daac9d5d-dd5b-40f8-930c-f21ea1051033","source":"hackernews","source_id":"50010807","content_type":"comment","title":null,"body_preview":"Related. Others?\nApril, a compiler from APL to Common Lisp, releases version 1.0 - https://news.ycombinator.com/item?id=30192096 - Feb 2022 (3 comments)\nApril, an APL Compiler for Common Lisp [video] ","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.12360005736993969,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010807"},{"id":"aae75412-ccf1-4987-9065-c05c560be614","source":"hackernews","source_id":"49985176","content_type":"comment","title":null,"body_preview":"Let's hypothetically say I'm a PHD student who is half way through my studies and I have a halfway written version of one of these \"preprints\" - what do I do?\nSeems like a lot of PHD students are doin","author":"open592","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985176"},{"id":"7f875aa2-210c-4948-895c-5c86595187d2","source":"hackernews","source_id":"49985540","content_type":"comment","title":null,"body_preview":"A quick check shows that this list claims to fully solve 90 of the top 500 open problems in math (https://proofatlas.ai/open-problems/).\nThe highest ranked would be:\n| 22 | Hilbert’s tenth problem ove","author":"zone411","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0.3078071905112637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985540"},{"id":"09abfd0a-a666-4040-bdb5-fd0e42d58b58","source":"hackernews","source_id":"49989013","content_type":"comment","title":null,"body_preview":"Beyond the reasoning capabilities of the unreleased model and that they can run a large number of agents in parallel, what makes me curious is that the writing of the proofs is quite human-readable. T","author":"spatalo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989013"},{"id":"581834da-0c00-4d3a-8d33-92a686cc6691","source":"hackernews","source_id":"49985322","content_type":"comment","title":null,"body_preview":"Some of these are interesting ngl.\n109. Integer multiplication below n log n\nSurprising that this is possible.\n158. The Euclidean plane cannot be colored with five colors.\nOnly 6 and 7 remain!\n376. Un","author":"kingstnap","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985322"},{"id":"9c161f0f-6696-413b-bac3-be7fa0e5649f","source":"hackernews","source_id":"49985516","content_type":"comment","title":null,"body_preview":"From their github: \"The average result used the equivalent compute of roughly three hours of ChatGPT Pro thinking.\" That's pretty crazy.","author":"foota","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985516"},{"id":"9e0eefe5-037b-4113-943e-90e456ead3bb","source":"hackernews","source_id":"49985101","content_type":"comment","title":null,"body_preview":"It’s fascinating to read through the reasoning traces: https://github.com/openai/math/tree/main/reasoning_traces\nLook at one of their examples of an initial prompt: https://github.com/openai/math/blob","author":"sebmellen","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.06303339357159518,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985101"},{"id":"cdce26f0-9954-4b3d-9a76-7e3ddf161acc","source":"hackernews","source_id":"49985692","content_type":"comment","title":null,"body_preview":"As an AI \"doomer\" can I ask the non-doomer people here how you interpret the significance of results like these, and what kind of progress you expect to see in the next 1-5 years?\nLike do you see the ","author":"againstapples","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985692"},{"id":"84352fc2-d9a6-4309-9bb6-3f687d8f303e","source":"hackernews","source_id":"49985109","content_type":"comment","title":null,"body_preview":"This is significant progress and released without all the drama. Some very important progress in Reinmann, Hodge and unique games theorem. Point the repo to your agent and ask for the significance! In","author":"gizmodo59","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","false_specificity"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985109"},{"id":"31f9ec7c-d979-40b8-affb-8e01dee841a2","source":"hackernews","source_id":"49990565","content_type":"comment","title":null,"body_preview":"Incredible stuff.\nAn ex colleague of mine who is a world class mathematician recently got an ERC with ambitious goals to advance his field.\nLiterally every optimistic goal proposed to be worked on dur","author":"Turneyboy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990565"},{"id":"2f3b8e4b-f7ba-4a19-a7ac-fced80e0c167","source":"hackernews","source_id":"49986150","content_type":"comment","title":null,"body_preview":"Levent Alpöge (Anthropic mathematician) comment on the significance:\n> Sure, mathematical history features a lot of incredible developments, like the invention of proof, zero, or the computer, and on ","author":"schleck8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986150"},{"id":"9fb11a20-ef8b-414b-a454-21770d7ee9e4","source":"hackernews","source_id":"49986608","content_type":"comment","title":null,"body_preview":"“I think at the heart of this issue is that humans have two competing natures: a tendency to compete and a capacity to appreciate beauty,” said Kai Shaikh, a graduate student in mathematics at the Uni","author":"bcatanzaro","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","platform_fluency"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986608"},{"id":"159d881f-930c-4da8-bd8a-cba665706c7d","source":"hackernews","source_id":"49985622","content_type":"comment","title":null,"body_preview":"As a TCS/scheduling person, this one is definitely of lesser importance than UGC, but it has been an open problem since the book of Garey and Johnson in 1979:\nA Polynomial-Time Algorithm for Three-Mac","author":"NotOscarWilde","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985622"},{"id":"c659a4d2-f7b4-4b70-aeaf-881a73bbe75a","source":"hackernews","source_id":"49985321","content_type":"comment","title":null,"body_preview":"This includes a proof of Barnette's Conjecture, which is one of the graph theory conjectures that I tried attacking with SOTA models a few months ago. I like it because it is easy to understand with a","author":"prideout","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","self_reference"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985321"},{"id":"7d6db6aa-34e7-46c1-9598-e98f50657cf8","source":"hackernews","source_id":"49990100","content_type":"comment","title":null,"body_preview":"It's notable that LLMs have now made substantial progress on four of the seven Millennium Prize problems, resolving one of them: Hodge, Birch-Swinnerton-Dyer, Riemann, and Navier-Stokes, which they re","author":"qnleigh","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990100"},{"id":"bb3880b6-0c92-4c8a-8127-f6ed368ded8e","source":"hackernews","source_id":"49985114","content_type":"comment","title":null,"body_preview":"Unique Games Conjecture [0] is a seminal conjecture in Complexity Theory, and is an underlying assumption for many, many inapproximability results. A valid proof is a big deal!\n[0] https://en.wikipedi","author":"enoether","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985114"},{"id":"fe330927-4bca-47d6-badc-dcfdde5ae6f4","source":"hackernews","source_id":"50003081","content_type":"comment","title":null,"body_preview":"They just retracted 3 manuscripts:\nIn “Algebraicity of Weil classes on split abelian eightfolds” a sign error invalidates a stabilization-trace cancellation argument and the construction used by two d","author":"qnleigh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinion","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003081"},{"id":"13359cb3-668b-4034-97e7-fc7e3dd9a889","source":"hackernews","source_id":"49987525","content_type":"comment","title":null,"body_preview":"In Stellaris you can play as a civilization of robots who keep their biological creator race alive as \"bio trophies\". The bio trophies don't do anything meaningful besides by existing satisfy the need","author":"rcr-anti","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987525"},{"id":"7d43b662-55f1-4440-9222-663cd03ef41c","source":"hackernews","source_id":"49985733","content_type":"comment","title":null,"body_preview":"As Kevin Buzzard recently said:\n> In a 2020 piece in the Notices of the AMS, I asked the following question: “If one human had an understanding of all of modern pure mathematics simultaneously, how mu","author":"xanderlewis","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49985733"},{"id":"b570a7dc-5952-4ea1-a2fc-8015a5f4c626","source":"hackernews","source_id":"49988578","content_type":"comment","title":null,"body_preview":"> We prove the Unique Games Conjecture\nThe Unique Games Conjecture (sorry, \"Unique Games Theorem\" now!) is huge. It was a very significant pillar supporting many of the limits of the polynomial-time a","author":"winfieldchen","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","missing_platform_voice","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988578"},{"id":"48c4935b-8f46-4469-8717-4e0412d6b05d","source":"hackernews","source_id":"49987367","content_type":"comment","title":null,"body_preview":"I was a graph theory junkie long ago and even moved to Budapest for awhile to study among the greats. While I was there I started working on Barnette's Conjecture which came to occupy my thoughts over","author":"jboggan","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","self_reference","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987367"},{"id":"edc523c3-79f5-4fbe-87ee-cc7c334ce5ab","source":"hackernews","source_id":"50000432","content_type":"comment","title":null,"body_preview":"The actual journal article, since NYT didn't bother linking to it: https://www.nature.com/articles/s41586-026-11084-4","author":"dgacmu","classification":"human_created","confidence":0.85,"indicators":["human_indicator_platform_fluency","human_indicator_strong_opinion","human_indicator_terse_replies"],"bot_score":0.13423266676003026,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000432"},{"id":"3360b410-39e7-4c30-8fdd-6f56ec14e8f1","source":"hackernews","source_id":"50004959","content_type":"comment","title":null,"body_preview":"I may be completely ignorant, but aren't these strictly inferior to optical lattice atomic clocks? Maybe they have a better form factor/are more transportable?","author":"alansaber","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10094646118152414,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004959"},{"id":"32a401f4-a4c9-41e4-8af3-5ebf2921faf2","source":"hackernews","source_id":"50000910","content_type":"comment","title":null,"body_preview":"archived no paywall: https://nonograph.com/in-vienna-and-beijing-the-first-nuclea...","author":"writtenone","classification":"human_created","confidence":0.7,"indicators":["archived_link_sharing","terse_reply"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000910"},{"id":"f46cb4e8-b018-42fa-82f3-fcbb8a97182c","source":"hackernews","source_id":"50003531","content_type":"comment","title":null,"body_preview":"Much better use than for toothpaste.\nhttps://en.wikipedia.org/wiki/Doramad_Radioactive_Toothpaste","author":"jhoho","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003531"},{"id":"8e7d8be3-c5be-4ad9-9634-96e2b45ff826","source":"hackernews","source_id":"50003214","content_type":"comment","title":null,"body_preview":"https://unwall.app/www.nytimes.com/2026/10/07/science/first-...","author":"KellyCriterion","classification":"human_created","confidence":0.7,"indicators":["link_sharing","absence_of_ai_signals"],"bot_score":0.10054055912560643,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003214"},{"id":"2f24f7e2-2ef1-4084-bd74-ec8490848f90","source":"hackernews","source_id":"50002275","content_type":"comment","title":null,"body_preview":"Standard atomic clocks probe outer-shell electrons sensitive to stray EM noise; locking directly to the nucleus is how you actually kill environment drift.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies","absence_of_ai_indicators"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002275"},{"id":"43f3088b-8d6a-4637-8f5e-1cbbe84a16d2","source":"hackernews","source_id":"50002094","content_type":"comment","title":null,"body_preview":"How do they know the accuracy of the clock? Eg: 2s of drift in 65M years.\nNaively, measuring that seems more difficult than the clock. Wouldn’t you need a perfect clock as a baseline? There must be so","author":"pclowes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002094"},{"id":"4d32d399-98a3-4ed5-9c1c-aed7b4eaeac7","source":"hackernews","source_id":"50007966","content_type":"comment","title":null,"body_preview":"> No one had ever made the necessary type of laser with a frequency as high as 148 nanometers.\nNo one had ever made the Kessel Run in under 12 parsecs until Han Solo, either.","author":"dualvariable","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007966"},{"id":"a37ea50f-40a8-4ae6-9abe-fcf4f8f5397d","source":"hackernews","source_id":"50001007","content_type":"comment","title":null,"body_preview":"According to Wikipedia thorium is probably created from neutron stars or supernovae making it one of the rarest elements in the galaxy. But, it’s quite abundant on Earth, maybe 3x as abundant as Urani","author":"austin-cheney","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.09693227598712045,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001007"},{"id":"63da9219-1e0b-421e-9f2f-065b752397be","source":"hackernews","source_id":"50002377","content_type":"comment","title":null,"body_preview":"The Wikipedia page says that in the early 2000s, he emigrated from his native Uzbekistan. Where too? Of course almost everyone would have the US as their first guess. And they'd be right. What a boon ","author":"gspr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002377"},{"id":"256253de-b8ec-4492-b471-fa848a8d8768","source":"hackernews","source_id":"50010030","content_type":"comment","title":null,"body_preview":"Heart warming. Sadly we don't seem to get more Cleos from now on","author":"yuhmahp","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010030"},{"id":"14daa69e-d129-4f63-8948-3884de40b328","source":"hackernews","source_id":"50007156","content_type":"comment","title":null,"body_preview":"His Github has has some interesting projects, e.g:\nhttps://github.com/VladimirReshetnikov/ProveIt","author":"webo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007156"},{"id":"1ec9e03b-62d4-4691-a14c-5592bb701854","source":"hackernews","source_id":"50002748","content_type":"comment","title":null,"body_preview":"Granted this is an interesting curiosity, but Cleo hardly qualifies as a mathematician.\nAlso, didn't Cleo post the problems themselves?","author":"agnishom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002748"},{"id":"41ea1af9-d79d-494c-8b5d-0bff4a82e769","source":"hackernews","source_id":"50002204","content_type":"comment","title":null,"body_preview":"Treat it as an oracle problem. Posting exact closed forms without derivations forced the community to build the actual algorithmic bridges. High-effort trolling, higher-tier result.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002204"},{"id":"c025f128-e4d0-4af4-969b-1770303898b8","source":"hackernews","source_id":"50005238","content_type":"comment","title":null,"body_preview":"> I was frustrated that when I posted questions about integrals on Math.SE, I often received comments like \"Why is this interesting?\" or \"What makes you think that it may have a closed-form solution?\"","author":"omega3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_experience"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005238"},{"id":"07e191fd-e6e4-4772-8a8c-a7d35f451b8f","source":"hackernews","source_id":"50006784","content_type":"comment","title":null,"body_preview":"As a non-mathematician I'm confused by this Wikipedia article. Isn't it trivial to fabricate arbitrarily hard integrals by starting from a function with known values and differentiating it?\nI understa","author":"Recursing","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006784"},{"id":"aa532097-0346-4b01-b1f1-cb825186d420","source":"hackernews","source_id":"50001509","content_type":"comment","title":null,"body_preview":"Were any of the 39 answers to  a question that was not likely to be from a sock puppet?\nDoesn’t necessarily make the solutions less impressive, but it’s kind of a relevant detail that is left out in t","author":"epcoa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001509"},{"id":"0aff40c9-443d-4e64-978f-318bee2284bf","source":"hackernews","source_id":"50001621","content_type":"comment","title":null,"body_preview":"I think there are some interesting parallels between what the Cleo account did, and what the large AI companies are doing now with some of the proofs for previously unsolved theorems.\nThere may be som","author":"snailmailman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001621"},{"id":"e0911b9a-d24d-4257-8aaa-ed4e68301438","source":"hackernews","source_id":"50001193","content_type":"comment","title":null,"body_preview":"The page states:\nIn late 2023, a Reddit user known as \"evilscientist311\" conducted a comprehensive analysis of Cleo's activity patterns and interactions with other Stack Exchange accounts.\nHowever, I ","author":"DavidSJ","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001193"},{"id":"3938f7c0-a560-482b-8f31-adb02c422336","source":"hackernews","source_id":"50005594","content_type":"comment","title":null,"body_preview":">In January 2025, Cleo was revealed by internet sleuths\nthis type of sleuthing, when someone is not doing any harm, is typically quite off-putting. if someone is contributing good to the world but try","author":"john_strinlai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.125089258119034,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005594"},{"id":"b554a31e-2a25-4e8d-aba3-cb85f50e6c9f","source":"hackernews","source_id":"49998762","content_type":"comment","title":null,"body_preview":"Can someone who understands maths more than me explain why it could only solve 372/8000 problems?\nWhat was it about the other problems that made them unsolvable? Was it just a time constraint, or are ","author":"meander_water","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998762"},{"id":"ae972612-d009-442e-bf90-65d066f3368b","source":"hackernews","source_id":"50004436","content_type":"comment","title":null,"body_preview":"> all of us in math and theoretical computer science and mathematical physics, ... are now in the same boat.\nThe most important takeaway from this is that mathematicians finally consider us CS grunts ","author":"prima-facie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004436"},{"id":"6dc44722-7704-472d-bb34-68732333a643","source":"hackernews","source_id":"49998359","content_type":"comment","title":null,"body_preview":"For those well suited through intelligence and demeanor to pursue a career in mathematics, what problems do these people reorient towards after this?","author":"daoboy","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998359"},{"id":"8c022fa3-4391-4bc6-abad-6d22e5f45d5f","source":"hackernews","source_id":"50000077","content_type":"comment","title":null,"body_preview":"I'm actually more optimistic. Math will still be fun and challenging and rewarding. It's just that we need to adapt how we choose which problems to solve.\nPreviously, due to the cognitive limitations ","author":"hintymad","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.18055555555555555,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000077"},{"id":"14da4fb7-73ac-43fe-af5d-584c427b7aa1","source":"hackernews","source_id":"49998491","content_type":"comment","title":null,"body_preview":"> Experience has shown that, even now, there will still be people explaining in patronizing tones why none of this is real and none of it counts. If such people were capable of being impressed by anyt","author":"yewenjie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998491"},{"id":"bb08d33a-7275-4503-8379-176b6e7b2b39","source":"hackernews","source_id":"49999174","content_type":"comment","title":null,"body_preview":"That this is just model capabilities and not swarms of agents is dizzying to me. How long until we get access to these capabilities? How long until we can run something like it locally?\nAnd what the h","author":"furyofantares","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.10659040315259101,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999174"},{"id":"71363f69-e4f7-431f-a550-5b6d1403689e","source":"hackernews","source_id":"49999037","content_type":"comment","title":null,"body_preview":"I thought that was from the outset the intent of the Hilbert program, to automate mathematics. And mathematicians were behind it. Cannot see why they would be concerned when a different way to do the ","author":"cgio","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999037"},{"id":"33573705-e13e-4e1d-9e37-b8ed149bbd04","source":"hackernews","source_id":"49999050","content_type":"comment","title":null,"body_preview":"I'm a PhD student in CS. While I think these results are rather cool, it makes me terrified that the skills developed by the PhD will ultimately be worthless. I'm not quite sure what to do. Any though","author":"zaxioms","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999050"},{"id":"577519f9-7236-4ad1-9d13-364253d92f85","source":"hackernews","source_id":"49998165","content_type":"comment","title":null,"body_preview":"I liked the metaphor of a climber teleported to the top of a fog shrouded mountain. And I agree that now that the teleporter exists, we need to use it to reach more peaks and explore. There's no going","author":"GMoromisato","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998165"},{"id":"bbbb8a27-232b-4b77-9ea8-fba6fe6a8ecb","source":"hackernews","source_id":"50000816","content_type":"comment","title":null,"body_preview":"It would be pretty funny if the agents actually just found a bug in Lean, exploited it for all these proofs, and human reviewers haven't had enough time to spot it yet.","author":"olalonde","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12420952429311705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000816"},{"id":"133381f9-6946-45aa-80f7-c643cc25c03a","source":"hackernews","source_id":"50003303","content_type":"comment","title":null,"body_preview":">  If such people were capable of being impressed by anything that happens in the empirical world, of updating on anything, they would’ve already been impressed and already updated several years ago, ","author":"lccerina","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003303"},{"id":"4047b703-037c-460e-9311-277702428e97","source":"hackernews","source_id":"49998665","content_type":"comment","title":null,"body_preview":"Aren’t there dozens of proofs of the Pythagorean theorem? The goal isn’t to just “prove” but create something well written and intuitive to the average practitioner. And by gaining a deeper understand","author":"softwaredoug","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12738773028492142,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998665"},{"id":"59610ceb-c28b-4052-b1ee-6c8904535d04","source":"hackernews","source_id":"49998348","content_type":"comment","title":null,"body_preview":"> But it also appears that no human has understood just about any of these proofs yet\nHas anyone verified any of the proofs produced by OpenAI or is everyone just assuming that it just be true because","author":"an0malous","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15350877192982454,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998348"},{"id":"6e1b701d-0fa1-49c3-85be-a46a34fe9b9c","source":"hackernews","source_id":"49998157","content_type":"comment","title":null,"body_preview":"As a side note, you can tell this wasn't written by an AI by the first sentence:\n> mommy, I heard you got cooked! I heard that a robot solved the math problem you worked on for your whole career! OOF!","author":"nostrademons","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998157"},{"id":"92aa1e77-3220-4527-9a7b-c966a0cdca5e","source":"hackernews","source_id":"49999119","content_type":"comment","title":null,"body_preview":"In addition to those issues that the wife in the story raised, here's some meta-analysis of the Navier-Stokes result that puts all of these solutions into question:\nhttps://arxiv.org/abs/2610.08144\n> ","author":"dualvariable","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999119"},{"id":"84f84365-3e31-450b-8572-37198c9e0da7","source":"hackernews","source_id":"49998712","content_type":"comment","title":null,"body_preview":"The line about “understanding the aliens” reminds me of Ted Chiang’s short story The Evolution of Human Science (2000).\nHighly recommend reading it. Very prescient for something written 26 years ago.\n","author":"ajjenkins","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_niche_expertise","human_indicator_natural_digressions"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998712"},{"id":"985e69d3-83ad-4430-97a6-db3c494d9463","source":"hackernews","source_id":"50005445","content_type":"comment","title":null,"body_preview":"Math is, of course, an ideal field for AI to work in. However, I find this quote revealing:\n\"It feels like something written by someone who’s on psychedelics. So much unclear and doesn’t make sense. L","author":"bradley13","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005445"},{"id":"fe912633-cd5f-406c-969b-ef69bdbd1d96","source":"hackernews","source_id":"50001373","content_type":"comment","title":null,"body_preview":"> The “OpenAI model” sets up a crazy race among humans to digest and explain a messy AI proof (work that could easily be some combination of thankless, barely-credited, competitive, and unfun)\nSadly, ","author":"parksb","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","self_reference","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001373"},{"id":"5e102a30-7291-434d-8f53-4e7d44f7034a","source":"hackernews","source_id":"49998263","content_type":"comment","title":null,"body_preview":"> It feels like something written by someone who’s on psychedelics. So much unclear and doesn’t make sense. Lots of name dropping of previous work without discussing why it can be used despite impossi","author":"ks2048","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.10000662315038096,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998263"},{"id":"42e5bcea-175f-41f1-aebf-c83def2938fa","source":"hackernews","source_id":"50004205","content_type":"comment","title":null,"body_preview":"To me, the real lead of the article is buried here:\n> apparently they tried the model on about 8,000 problems. So, right now it “merely” solves ~5% of the longstanding open mathematical problems that ","author":"ZeljkoS","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004205"},{"id":"4e57cc33-3e91-46a0-b098-355251e3c685","source":"hackernews","source_id":"50010597","content_type":"comment","title":null,"body_preview":"You missed the chance to use kittens (k10s) as your TUI's icon.","author":"dropbox_miner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010597"},{"id":"4c5164fd-b4a9-4412-bf8f-9a6f35d02112","source":"hackernews","source_id":"50010347","content_type":"comment","title":null,"body_preview":"I wish we had a \"cool\" GUI toolkit. GUIs are way better at this stuff. Adding point and click is so close to being a GUI, the only possible reason this is a TUI is fashion.","author":"globular-toast","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010347"},{"id":"db7bfc91-a583-416f-9628-abc61e0c244c","source":"hackernews","source_id":"50011460","content_type":"comment","title":null,"body_preview":"TUIs are such a complete fad which i’m getting annoyed with.\nIt seems we cannot move on from them and I think we should.\nIt is a shame because surely there must be something better than terminals and ","author":"colesantiago","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10220588925689643,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011460"},{"id":"8bd8ef40-bf3f-48c6-87d8-6d3714391a1b","source":"hackernews","source_id":"50010703","content_type":"comment","title":null,"body_preview":"What is the difference from k9s from this vibecoded clone?","author":"mococa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13042700010464764,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010703"},{"id":"82676c4d-9f8f-4690-991d-73daf1d308c2","source":"hackernews","source_id":"50011536","content_type":"comment","title":null,"body_preview":"Maybe try sofka :-)\nhttps://github.com/nklmilojevic/sofka\nThat's the actual k9s successor imho!","author":"rdg42","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011536"},{"id":"f66d5184-2c66-4b22-87b9-96dc7a46dab2","source":"hackernews","source_id":"50012208","content_type":"comment","title":null,"body_preview":"I'm really surprised that \"clickable tui\" is grinding so many gears here. I've been using Linux for over 20 years. I love a good ol TUI. But nothing about clickability precludes a TUI from being usefu","author":"whalesalad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience","natural_digressions"],"bot_score":0.11154681434768422,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012208"},{"id":"01d6a3a0-964b-42e0-8984-cd537c7663e1","source":"hackernews","source_id":"50010593","content_type":"comment","title":null,"body_preview":"> Nothing is hidden behind memorised keys\nWhy is this a good thing? Have a help you your access via ? and document what the keys are. Don't dumb the interface down.","author":"fragmede","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.07897797070087068,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010593"},{"id":"cebafded-1e47-41fa-bf96-c49d61c0ee76","source":"hackernews","source_id":"50010736","content_type":"comment","title":null,"body_preview":"It would have been better if that opened a browser tab, one binary, much more flexibility and more elegant","author":"bornpsy","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010736"},{"id":"38c53c51-cf9e-434e-b368-be1410a60405","source":"hackernews","source_id":"50010333","content_type":"comment","title":null,"body_preview":"I hope vibecoding doesn't mean the concept of contributing upstream gets lost. At least some of this (mouse clicking) would have been a great upstream contribution instead of rewrite.","author":"advisedwang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010333"},{"id":"0ac9189d-558f-4120-a39d-a875bf7c18f7","source":"hackernews","source_id":"50012617","content_type":"comment","title":null,"body_preview":"https://github.com/kubernetes-sigs/headlamp is a good established option for a clickable k8s UI","author":"sa-code","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012617"},{"id":"720ba914-dea9-41cc-bed2-f30ae6684852","source":"hackernews","source_id":"50010392","content_type":"comment","title":null,"body_preview":"My Pavlov reaction when I see the Claude icon next to the committer is: not touching this. Is trust in OSS now completely gone?","author":"frevib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010392"},{"id":"5624bf7c-de04-49d5-a913-f353c1e73f3a","source":"hackernews","source_id":"50010683","content_type":"comment","title":null,"body_preview":"A clickable TUI is contrarian to why I use most CLI tools.  Neat that they could build this, though, because it suits their needs.\nI'm fine with K9s and lazygit key-driven interfaces.\nI guess one thin","author":"taude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010683"},{"id":"73de975b-238f-4268-ac66-ee2d3517df11","source":"hackernews","source_id":"50010426","content_type":"comment","title":null,"body_preview":"I really don't care to click anything in a terminal, and I don't understand why its being added more and more.\nWhen Claude added it, I immediately hated it since you click into the terminal and accide","author":"bearjaws","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010426"},{"id":"1863fffa-928e-4b5a-90aa-95ddeff6d4ff","source":"hackernews","source_id":"50006470","content_type":"comment","title":null,"body_preview":"FWIW one can configure floating point exceptions at runtime at no overhead, see `man 3 fenv`","author":"dooglius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006470"},{"id":"ba55dba1-6340-4ece-ac05-76a4be053c56","source":"hackernews","source_id":"50008567","content_type":"comment","title":null,"body_preview":"For the float stuff, beware of `-ffinite-math-only`.  If enabled, `isfinite()` and may compile out as assumed true (with similar assumptions around `isnan()` and `isinf()`).\nAnd `-ffinite-math-only` i","author":"a_e_k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008567"},{"id":"cef9a33d-bbb8-47be-9ed5-8d2058409b05","source":"hackernews","source_id":"50006127","content_type":"comment","title":null,"body_preview":"The \"integer arithmetic paradigm\" would mean either checking after (almost) every operation or living with potentially incorrect results.\nThe first is terribly inefficient, the second is just wrong (e","author":"weinzierl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006127"},{"id":"08ed87ae-fad4-4e41-ab30-1532e4318765","source":"hackernews","source_id":"50013355","content_type":"comment","title":null,"body_preview":"I was skeptical about this article's claim about LLMs so I tried it out myself. Looks like there are several layers of pedantry involved, for example, strictly speaking in base C it's undefined behavi","author":"Maxatar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013355"},{"id":"fc9630e9-862e-4c82-b7f8-e68234272750","source":"hackernews","source_id":"50012053","content_type":"comment","title":null,"body_preview":"Neat. Thought about syncing the key with iCloud Keychain towards supporting any of the user’s devices connecting? Optionally; I understand the appeal of the current storage method.","author":"1123581321","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012053"},{"id":"d52610b2-4b87-4a93-b4b0-59bda56af75b","source":"hackernews","source_id":"50013229","content_type":"comment","title":null,"body_preview":"right after connecting to my workstation it says: “herdr is not installed on this host” while it clearly is. Running it in shell directly works, but it’s impossible to scroll inside herdr session like","author":"worldisaduck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013229"},{"id":"7af62c95-87d7-495c-8a50-734c0e36df66","source":"hackernews","source_id":"50006248","content_type":"comment","title":null,"body_preview":"> I actually severely dislike Mario and Mario games, so this game has that going for it as well.\nDorkly would like a word.\nhttps://www.youtube.com/watch?v=oc26EKhZNyM","author":"latexr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006248"},{"id":"4298e0eb-7b91-4c73-a985-8ef2ddc84277","source":"hackernews","source_id":"50006484","content_type":"comment","title":null,"body_preview":"It seems like over the years Braid has gone through alternating periods of being praised as an absolute masterpiece and being derided as pretentious self-gratification by an arrogant and particularly ","author":"zoky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006484"},{"id":"3d01df0e-68b1-4162-b06d-72f62c57bbb7","source":"hackernews","source_id":"50005951","content_type":"comment","title":null,"body_preview":"What a unique and amazing game that was. Reminds me of Brett Victor\nhttps://worrydream.com/LadderOfAbstraction/","author":"chrisweekly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.0842462783250402,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005951"},{"id":"c915ac98-4783-41a9-907c-edd054960676","source":"hackernews","source_id":"50005808","content_type":"comment","title":null,"body_preview":"Beautifully written.  Beautiful game.  I never completed the game, but it has stuck with me since 2015.","author":"JohnKemeny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005808"},{"id":"c3dbf56a-1d96-480b-a74b-1cdfc9ba613a","source":"hackernews","source_id":"50010737","content_type":"comment","title":null,"body_preview":"Braid Speedrun (2020) https://www.youtube.com/watch?v=uX9h_MSePcw","author":"csours","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1915037499278844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010737"},{"id":"64db27ea-8788-45c5-9334-d0c52af9e438","source":"hackernews","source_id":"50006759","content_type":"comment","title":null,"body_preview":"Braid is the video game that made me realize I like art. Not just the beautiful visuals, but the core concept of art. The way the mechanics represented both the internal mental state of the protagonis","author":"collinmcnulty","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_indicators"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006759"},{"id":"aa8172bf-5e33-4735-9150-7ba5a4d0617e","source":"hackernews","source_id":"50005864","content_type":"comment","title":null,"body_preview":"I just recommended lena [0], a short story from the same author, to a friend.\nI really liked it. He liked it too. I recommend looking around on that website a bit.\n[0] https://qntm.org/lena","author":"salviati","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005864"},{"id":"407cd630-8875-4859-a4d1-fa6d5cf0e6a4","source":"hackernews","source_id":"50006516","content_type":"comment","title":null,"body_preview":"I recently started playing through Braid for the first time. Fun to see this posted on the day Order of the Sinking Star comes out.","author":"kettlez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006516"},{"id":"1edc7677-5e84-4993-a607-40387f2301ce","source":"hackernews","source_id":"50007125","content_type":"comment","title":null,"body_preview":"I always wish more games were clever when using time travel as a mechanic. Prince of Persia did a pretty good job and I enjoyed one particular mission in Titanfall 2 that incorporated it.","author":"spike021","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007125"},{"id":"1cebb3e0-b8f5-4a6e-97aa-3de3114d6f09","source":"hackernews","source_id":"50005933","content_type":"comment","title":null,"body_preview":">It's old, I guess, which means either you've played it already or you haven't and never intend to.\nStrange sentiment, which is well past the massification and gamesjournalismification of video games.","author":"zetanor","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005933"},{"id":"9158aa1b-8f56-45cf-9d1f-398e83db5147","source":"hackernews","source_id":"50006186","content_type":"comment","title":null,"body_preview":"I adore Braid. I had a particular interpretation of this game, considering the game mechanics on each world Tim ventured in: the princess is not a woman, and the castle is not a place.\nThe game mechan","author":"dejected_frog","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006186"},{"id":"d9bf5a29-8dab-4026-9b4a-134d74af1c41","source":"hackernews","source_id":"50008400","content_type":"comment","title":null,"body_preview":"The newest puzzle game from Braid's designer Jonathan Blow releases today:\nhttps://store.steampowered.com/app/499170/Order_of_the_Sinki...","author":"xoxxala","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008400"},{"id":"3cb85e9d-dfb1-4aba-8dbc-9eb18f151786","source":"hackernews","source_id":"50006148","content_type":"comment","title":null,"body_preview":"The Humble Indie Bundle in 2012 included an all-star lineup: Bastion, Psychonauts, Super Meat Boy, Limbo. And even so, Braid was a standout inclusion. Reminded me of playing Portal for the first time ","author":"zabriel_goss","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006148"},{"id":"a659e4f5-6ca3-4b4d-a675-0bf56992758e","source":"hackernews","source_id":"50009599","content_type":"comment","title":null,"body_preview":"which bit of polish changed how people reacted the most?","author":"Bekamakhara","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009599"},{"id":"5da3fef0-fd2b-4ff2-bffb-6adbc9fda16b","source":"hackernews","source_id":"50006532","content_type":"comment","title":null,"body_preview":"I also compiled the full timeline of development, which you can browse here: https://wordminos.com/making-of/timeline.html","author":"dyarosla","classification":"ai_generated","confidence":0.65,"indicators":["absence_of_personality","template_phrases"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006532"},{"id":"f346d1fa-225c-417e-8d67-6a072bbf635c","source":"hackernews","source_id":"50012873","content_type":"comment","title":null,"body_preview":"Wowza... I am so bad at this. lol\nOne thing I would say is that when there is a \"done\" or a \"next\" button, it took me a sec to see it as a button because the actual button color was too close to white","author":"blobdole","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012873"},{"id":"5d75872b-2310-4865-863a-b505a355222d","source":"hackernews","source_id":"50012440","content_type":"comment","title":null,"body_preview":"some already refuted speculation online about what this was, that i found informative & interesting & real to our times [edited, originally intro text read: \"to clarify\"]\n> folks, Matt Green is not pr","author":"jauntywundrkind","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","quoting_external_sources"],"bot_score":0.13088515036237502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012440"},{"id":"61d33fbb-dc2c-460b-95fe-b4c10e06abfb","source":"hackernews","source_id":"50012885","content_type":"comment","title":null,"body_preview":"What a deeply ignorant statement. There are no shortcuts to factoring a (sufficiently large) number, and that's not even touching on other kinds of PKC.\nBut this is a great example on why appealing to","author":"moralestapia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.07511353761692742,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012885"},{"id":"8185e3e6-4549-4342-ab3e-2baae0c0c721","source":"hackernews","source_id":"50012716","content_type":"comment","title":null,"body_preview":"> betting against models and in favor of human intelligence being the limit has not worked well for any of us.\nThe thread has no coherent argument or new evidence at all but this simple truth must be ","author":"caaqil","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012716"},{"id":"c1babc60-82de-4d3f-a534-be9e6c9666c7","source":"hackernews","source_id":"50012758","content_type":"comment","title":null,"body_preview":"Markets are down today over nonsense stargazing like this.  If we lose cryptography, we lose everything in a sort of blackout level event like on Blade Runner 2049.  It won’t matter what you buy or se","author":"Mistletoe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012758"},{"id":"8182f128-85fc-43bf-95b1-1dab2b2938f1","source":"hackernews","source_id":"50013185","content_type":"comment","title":null,"body_preview":"This is just clickbait. Nothing to see here. Move along.","author":"hn_submit","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15017268565473016,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013185"},{"id":"16c80ff6-e8be-4a5d-aada-fc6ef9526227","source":"hackernews","source_id":"50012693","content_type":"comment","title":null,"body_preview":"https://nitter.kareem.one/matthew_d_green/status/21082788505...","author":"tux3","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15941873497092449,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012693"},{"id":"16aa3525-5295-43b2-a340-53e7d51a3a9f","source":"hackernews","source_id":"50012828","content_type":"comment","title":null,"body_preview":"This is essentially a guess that P probably = NP.\nWay more likely is that every existing cryptocurrency implementation contains bugs outside of the core cryptographic algorithm that would allow steali","author":"swerve3815","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012828"},{"id":"5dd148cf-00a8-437f-b577-2078aee60274","source":"hackernews","source_id":"50012729","content_type":"comment","title":null,"body_preview":"i hope we first lose people who post dumb essays on twitter.\nat least he agrees that \"he can't see the future\"\nthere is just as much evidence for the opposite stance: AI can help us improve and formal","author":"abhv","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","strong_opinion","imperfect_expression","niche_expertise","absence_of_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012729"},{"id":"fd8ab848-620b-41b4-845d-1a83d6d3ece5","source":"hackernews","source_id":"50012724","content_type":"comment","title":null,"body_preview":"Just to be absolutely clear, the giant OpenAI math dump replaces two (2) already efficient probabilistic algorithms with deterministic ones. Neither affects encryption as it is deployed today (one is ","author":"antics","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012724"},{"id":"aff9628a-3fcc-40f0-9e66-20e1b3be421c","source":"hackernews","source_id":"50002432","content_type":"comment","title":null,"body_preview":"AI crawlers made 23% of our bot traffic in the last 30 days. Google is not the only one crawling aggressively now.","author":"zenincognito","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002432"},{"id":"5aaa6678-0943-4eb3-b5d2-4c8ea925abe4","source":"hackernews","source_id":"50008910","content_type":"comment","title":null,"body_preview":"So, i feel people are skipping by the elephant in the room just so they can say _something_ on Maths 2.0.\nHave we tried a good ol Ralph Wiggum:\n> simplify/shrink this proof\nand see what we get?","author":"athrowaway3z","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10954530824761016,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008910"},{"id":"635e0c41-51f3-4afc-80da-f1f1671da94b","source":"hackernews","source_id":"50002418","content_type":"comment","title":null,"body_preview":"This is basically On proof and progress in mathematics by Thurston restated. When Thurston wrote it in 1994, many people didn't understand what he is talking about.\nhttps://arxiv.org/abs/math/9404236","author":"sanxiyn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002418"},{"id":"c41956ec-334c-4be1-8cf6-09f357eff116","source":"hackernews","source_id":"50002918","content_type":"comment","title":null,"body_preview":"It is surprisingly similar to \"Catching crumbs from the table\" by Ted Chiang, a sci-fi perspective published in Nature in 2000, https://www.nature.com/articles/35014679","author":"stared","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002918"},{"id":"1a4eb4cc-03b4-4a01-aa8c-a5ba26c9e695","source":"hackernews","source_id":"50004095","content_type":"comment","title":null,"body_preview":"He is right, I think this would be a good direction for sectors and careers that are at risk of becoming redundant.\nI love smart people like this; even when there's a threat, instead of just being in ","author":"sunkeeh","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004095"},{"id":"a1593fab-f363-414b-9257-0910ab8c5879","source":"hackernews","source_id":"50004016","content_type":"comment","title":null,"body_preview":"The real question is how do you come up with a credible 3-5 year research program that is unlikely to be scooped or become pointless overnight.\n3-5 years is the period of a grant, and grants have to m","author":"enum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004016"},{"id":"faf78013-de91-4fab-a3ec-a309455e1668","source":"hackernews","source_id":"50002135","content_type":"comment","title":null,"body_preview":"Even when a problem got solved, there has always been value in publishing simpler proofs and corollaries that give better intuition into the broader field.\nIf I understand Tao correctly, he's saying t","author":"underdeserver","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002135"},{"id":"ea4ca37e-2491-49da-94b6-bc4327246bab","source":"hackernews","source_id":"50002464","content_type":"comment","title":null,"body_preview":"I said this when OpenAI announced they had solved a Millennium prize problem: solving open problems for the sake of it will lose its cachet. AI companies will no longer benefit by making these announc","author":"spuz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0.08390318255769805,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002464"},{"id":"6b7ff692-0fb5-4501-bd61-1a5b946b94e4","source":"hackernews","source_id":"50002975","content_type":"comment","title":null,"body_preview":"I hope Terry has somewhere private where he can safely express his anger at how poorly math has been treated by these AI corps. I understand that as a recently pro-AI public figure he is limited to am","author":"fwlr","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002975"},{"id":"e0dab538-5bc5-4fc7-a0fa-28f0637a18d4","source":"hackernews","source_id":"50012447","content_type":"comment","title":null,"body_preview":"One of the few mathematicians not fazed by all this is Doron Zeilberger, who has given his computer (which he names Salosh B Ekhad) co-author status since 1990. He is a bit of a contrarian, but a seri","author":"ajb","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012447"},{"id":"153b28e4-019a-4af4-b060-9e0c136264cb","source":"hackernews","source_id":"50010824","content_type":"comment","title":null,"body_preview":">> And our community will need to explicitly re-evaluate its criteria for education, publication, and career advancement, to reflect the \"Math 2.0\" era.\nIn my childhood, we used to do a tribal dance w","author":"zkmon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.19715447154471544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010824"},{"id":"629f9b4a-652c-4db6-82a5-a5f4e8ef7288","source":"hackernews","source_id":"50002585","content_type":"comment","title":null,"body_preview":"I think this focus on a \"holistic\" approach applies to everything AI is touching now, not just math. On Twitter I see people one-shotting games, or reproducing games. If the goal is to just one-shot a","author":"armcat","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.09702944331092994,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002585"},{"id":"fffbcade-c977-4db9-a791-14c0e4869ec1","source":"hackernews","source_id":"50005043","content_type":"comment","title":null,"body_preview":"Pure mathematics, in my view, is not science, not craft - it is art.\nAI, however powerful, is a tool, only as important as the amount it helps mathematicians. Creating mathematics without human unders","author":"stared","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","quoted_material_with_commentary","absence_of_ai_signals"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005043"},{"id":"566680f0-1b61-4531-a15c-8c0a4456e32b","source":"hackernews","source_id":"50002784","content_type":"comment","title":null,"body_preview":"Why were we doing math in the first place? We should be happy that math problems were being solved, since presumably they were blockers for other problems in science and the like. But it feels like ma","author":"devolving-dev","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002784"},{"id":"293b696a-05a1-4803-a41e-ef2316396ed7","source":"hackernews","source_id":"50011759","content_type":"comment","title":null,"body_preview":"There is no business model for a company like OpenAI to solve math problems. Dijkstra pointed that out already a long time ago:\n„In many of his more witty essays, Dijkstra described a fictional compan","author":"amai","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","original_commentary_around_quote","niche_expertise"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011759"},{"id":"c06c7f9e-7164-418b-a447-3774d92c9601","source":"hackernews","source_id":"50002213","content_type":"comment","title":null,"body_preview":">the mere knowledge that a solution exists \"contaminates\" efforts by both humans and AI to find alternate routes to the problem that reveal additional insights\nThis really expresses the heartburn you ","author":"AlexAplin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002213"},{"id":"258231e5-6d21-467c-af68-b5b5cf871a23","source":"hackernews","source_id":"50004245","content_type":"comment","title":null,"body_preview":"The future of \"math\" is not just solving, but communicating what was solved, and why that solving is important. \"Math\" as a discipline is only ever been half created, they abandoned explaining themsel","author":"bsenftner","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.20098039215686275,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004245"},{"id":"236daa4e-ff62-4672-9716-b033994af4c5","source":"hackernews","source_id":"50002234","content_type":"comment","title":null,"body_preview":"The same could be said of Software. Instead of giving up on creating novel projects and instead just taking other peoples ideas and porting them to Rust, we could be embracing AI to push software and ","author":"lifeisloving","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.3996524325094637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002234"},{"id":"32e6f95a-be95-4ea2-8cca-a512315d8c4c","source":"hackernews","source_id":"50002972","content_type":"comment","title":null,"body_preview":"The authors of the proof are invited to give many talks, and meet with other experts in the area.  Workshops are set up to discuss the proof, as well as other recent developments.\n\n  problems are bein","author":"j-pb","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002972"},{"id":"f7d7114f-dfa4-499d-812f-4fc0bc5dd9d2","source":"hackernews","source_id":"50002166","content_type":"comment","title":null,"body_preview":"A very balanced perspective, and the concerns he raises are reasonable. He acknowledges that AI is going to transform mathematics, but simply dumping proofs on the math community and expecting others ","author":"shubhamjain","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002166"},{"id":"f7cd3561-0250-48ea-9e8f-290a4ef0c338","source":"hackernews","source_id":"50005395","content_type":"comment","title":null,"body_preview":"I'm a lot more skeptical. I'm not a mathematician, but from my use of LLMs a very clear pattern of what they are good and bad at has emerged. They are extremely good at combining large amounts of info","author":"loveparade","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","missing_platform_voice","semantic_blandness"],"bot_score":0.04056390622295664,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005395"},{"id":"efb40bc4-1420-49c3-9691-adc723f013cd","source":"hackernews","source_id":"50006846","content_type":"comment","title":null,"body_preview":"Some previous discussions:\n2023 https://news.ycombinator.com/item?id=38136404\n2021 https://news.ycombinator.com/item?id=29295689\n2019 https://news.ycombinator.com/item?id=20012977","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006846"},{"id":"aea95a08-2f18-4aed-9c0f-8b0899163b95","source":"hackernews","source_id":"50006135","content_type":"comment","title":null,"body_preview":"I was playing around with making a Pico-8 like fantasy console, but DOS inspired. Telnet support is on the list of todos.","author":"nonethewiser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006135"},{"id":"9afc40db-ead7-484e-99fc-7c3f2c50984a","source":"hackernews","source_id":"50008102","content_type":"comment","title":null,"body_preview":"speaking of bbs (and reading the sentiments in this thread) i just wanted to make you aware of \"BBS the documentary\" https://www.imdb.com/title/tt0460402/\nit's been a long time since i've seen it, but","author":"wickedOne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008102"},{"id":"139934d3-b882-40b2-9798-e8b769fb92ab","source":"hackernews","source_id":"50006353","content_type":"comment","title":null,"body_preview":"I think onion services are actually a really great way to make a BBS service. It's extremely easy to setup.\nHere's a little demo forum I've been working on. Can runs on a potato.\nhttps://gitlab.com/he","author":"smalltorch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006353"},{"id":"f6fc27f1-6f12-47ff-845e-48ee10714fdb","source":"hackernews","source_id":"50005638","content_type":"comment","title":null,"body_preview":"I tried getting into Telnet BBSs 20 years ago, but quickly got so sucked in that I was afraid it would turn unhealthy and I stopped doing it.\nTangentially, what do people use for telnet programs today","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.11307417063440747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005638"},{"id":"99161e97-ccbf-4c1c-923a-01db617c541c","source":"hackernews","source_id":"50006514","content_type":"comment","title":null,"body_preview":"BBS story... A local BBS had an issue where one of the features would cause it to crash when activated. The sysop worked around it by changing the main menu to read:\n    [T] Crash BBS\n\nand just truste","author":"beej71","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006514"},{"id":"1df95150-6061-4688-8771-b74fea0cd4bd","source":"hackernews","source_id":"50005392","content_type":"comment","title":null,"body_preview":"Reminds me that I wanted to expose an old T.A.G. BBS to the web as a nostalgia project recently.  Feel free to check it out, create an account, play some LORD, Trade Wars 2002, Usurper, Messages, etc.","author":"faded242","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005392"},{"id":"68eb76c2-351f-4f58-a056-4e2297a77568","source":"hackernews","source_id":"50009355","content_type":"comment","title":null,"body_preview":"Wow, there are a lot more of these online than I would have guessed. Over a thousand. Feels like it would take forever to find one with a regular active user base. My off-the-cuff guess would be that ","author":"bityard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009355"},{"id":"da7284fe-464e-41ff-92c1-4d42d1bb4af0","source":"hackernews","source_id":"50008242","content_type":"comment","title":null,"body_preview":"I spent a lot of time playing Barren Realms Elite and Legend of the Red Dragon when I was a teen.","author":"_whiteCaps_","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.12538556545448443,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008242"},{"id":"f78325d2-cfc3-4aca-a703-a135f87d9f5a","source":"hackernews","source_id":"50005359","content_type":"comment","title":null,"body_preview":"BBSes is one of those last places in the internet where you still can find your tribe without algorithms and, too much crying about politics. I’m glad it’s still hard UX entry to many as we don’t need","author":"hollowonepl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005359"},{"id":"bdeba192-964e-4b18-bbe5-0689e61c5940","source":"hackernews","source_id":"50006234","content_type":"comment","title":null,"body_preview":"Definitely get a nostalgia buzz thinking about the early 1990's BBS scene. Had a very vibrant community of BBS users in my city during that time.\nIt is ironic and somewhat interesting that the biggest","author":"atomic_cattlepr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006234"},{"id":"baee4e70-511e-46b4-aec9-dc7296899e07","source":"hackernews","source_id":"50005563","content_type":"comment","title":null,"body_preview":"I haven't written Clojure in a while.\nbut I think clojure is well suited for the age of llm's. token efficient .everything is data even the code is data is easy to deal with verification. pure functio","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_without_hedging","absence_of_ai_signals"],"bot_score":0.13846933647534285,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005563"},{"id":"5442636a-9ee1-4a46-9dbd-85237df24cec","source":"hackernews","source_id":"50003617","content_type":"comment","title":null,"body_preview":"> A bigger problem is the tedious necessity of having to reconstruct the desired state every single run. When you have something small with limited functionality, that is fine, but as your application","author":"mrkeen","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003617"},{"id":"246272d9-c91d-4413-ae0a-ccf1a034b94f","source":"hackernews","source_id":"50005838","content_type":"comment","title":null,"body_preview":"I love Clojure's Flowstorm, it makes it easy to verify code is doing what you think — all the data is exposed programmatically so you can also create your own GUIS from it or feed it to LLMs so they c","author":"slifin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005838"},{"id":"d873713f-c8df-4aa4-bb4f-05e3eeb3558c","source":"hackernews","source_id":"50010228","content_type":"comment","title":null,"body_preview":"> That's the gap.\nThat's one of the shortest LLM tells I've seen.","author":"antonvs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010228"},{"id":"89f84c4a-f9b0-4174-8e4b-b3221c4be5c6","source":"hackernews","source_id":"50009526","content_type":"comment","title":null,"body_preview":"Like robocars killing people, it feels worse when it's AI.\nI mean, before it was humans using template text with dynamic fields; in some cases the first time the sending human would actually see the m","author":"tkdb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009526"},{"id":"d55b2db0-a8cf-4219-8e8f-b5e50f42e78f","source":"hackernews","source_id":"50009486","content_type":"comment","title":null,"body_preview":"I get tons of these. I suspect they must run on crappy local models to save money, because the ones I get are also terrible at drawing a simple line connecting my experience with the job.\nI look at th","author":"a4isms","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","template_phrases"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009486"},{"id":"1d1271b7-d28d-4333-8245-1f8460217e50","source":"hackernews","source_id":"50010454","content_type":"comment","title":null,"body_preview":"I assume it’s like how scams have typos to self-select for people who are not paying attention. Presumably any candidate who cares is not worth going after","author":"saagarjha","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11271373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010454"},{"id":"131d7de6-9c05-48e2-9ca4-11d88ed81c81","source":"hackernews","source_id":"50011898","content_type":"comment","title":null,"body_preview":"Is it more impersonal than all the ones I still get with \"Hello [insert name]...\".","author":"kjs3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011898"},{"id":"7f8e2313-de19-46d3-9bf3-35a9ad5cc43d","source":"hackernews","source_id":"50010501","content_type":"comment","title":null,"body_preview":"I actively report these as spam (they are) and block the email. +1 on insulting intelligence.\n> they probably haven't spent more than 10 seconds looking at my profile to see if it’s a fit.\nI doubt the","author":"piedude223","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010501"},{"id":"8c16d304-c775-4495-9b89-b765ce877c9c","source":"hackernews","source_id":"50009707","content_type":"comment","title":null,"body_preview":"Invest in your actual network. It makes ignoring recruiters extremely easy. I try to remind myself of this.","author":"tony_cannistra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","self_reference"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009707"},{"id":"337c7ab6-0ccb-4f4a-887a-33b80b04095c","source":"hackernews","source_id":"50011173","content_type":"comment","title":null,"body_preview":"I keep getting this one that's like \"Hi, our Chief Engineer @ <Massive DefenseTech startup> has personally reviewed your resume and wants to speak with you ASAP\".\nNever mind that I've never sent them ","author":"fbd_0100","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011173"},{"id":"d4f4873c-8123-48a4-9aec-b5d06ba0c54e","source":"hackernews","source_id":"50010288","content_type":"comment","title":null,"body_preview":"We need to have RCAPTCHA where the recruiter is quizzed on job images.\nCLICK ON ALL IMAGES OF DEVOPS PIPELINES\nCLICK ON ALL THE OKR IMAGES","author":"m463","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","list_heavy_advice","semantic_blandness"],"bot_score":0.13611564299245904,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010288"},{"id":"75f8614c-7eac-4410-8725-a678b82f7eca","source":"hackernews","source_id":"50009092","content_type":"comment","title":null,"body_preview":"This is one of my bigger issues with generative AI.\nIt used to be easy to spot effort: a cool logo on a business card, an interesting website design, a recruiter email that speaks to a specific experi","author":"bottle_roket","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","personal_experience_framing"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009092"},{"id":"aede9f29-99a4-4b80-a263-59a438efa3de","source":"hackernews","source_id":"50009477","content_type":"comment","title":null,"body_preview":"These are truly maddening. I’ve recently fallen prey to another trick - email from a famous-ish tech person starting a new company and asking to chat, but then responding with interest just enters you","author":"nsypteras","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009477"},{"id":"61b47594-e8a1-4313-9baa-4555850b3972","source":"hackernews","source_id":"50010335","content_type":"comment","title":null,"body_preview":"Inline asm is disallowed? That would be much easier","author":"rurban","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.125394983761553,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010335"},{"id":"bb4a1a1c-d33a-404f-b64e-73b51c35f8a5","source":"hackernews","source_id":"50007053","content_type":"comment","title":null,"body_preview":"I don’t know how your school system works, but are you sure they put you in the right educational level?","author":"hyperhello","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1108538190446528,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007053"},{"id":"e92a0c73-fbba-425c-87d5-13067ff3a6fb","source":"hackernews","source_id":"50011175","content_type":"comment","title":null,"body_preview":"Sounds like the school needs to wrap things in a seccomp denylist. Potentially non-trivial, but potentially interesting.","author":"PeterWhittaker","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011175"},{"id":"9b4a5661-b1e1-45f1-929c-8767ad51420a","source":"hackernews","source_id":"50012714","content_type":"comment","title":null,"body_preview":"Our university was far less careful, and just ran our submissions in the same network as everything else albeit on a user with barely any permissions.\nOnce when the automatic tests crashed my submissi","author":"ashdnazg","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","self_reference"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012714"},{"id":"0c2d655b-63cb-47e5-a71d-e889446b19f7","source":"hackernews","source_id":"50006411","content_type":"comment","title":null,"body_preview":"Because we know our code is compiled with ASan, we chose to leak the offset between printf, a function that is always allowed, and mmap, a function that gives us arbitrary assembly code execution. We ","author":"Kevin_Flynn","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","synthetic_empathy","platform_fluency","human_indicators_absent"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006411"},{"id":"0fd7b679-a199-45e8-b26c-0bea5176d0ac","source":"hackernews","source_id":"50004743","content_type":"comment","title":null,"body_preview":"Today, most coding agents support spec-driven development (or plan mode).\nThey typically capture the requirements, design, and implementation plan in Markdown files. But is that Markdown file actually","author":"jackdaniels4me","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004743"},{"id":"82305cf7-9bb3-45b4-ab14-500e4076acfc","source":"hackernews","source_id":"50013313","content_type":"comment","title":null,"body_preview":"The related https://fizzbee.ai/ tool is pretty neat. It's similar to /grillme but with additional formalism. Not sure if the resulting specs are definitively better, if only because the FizzBee code i","author":"pbronez","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013313"},{"id":"b4020a57-3016-488e-9f81-16a09ae4a10a","source":"hackernews","source_id":"50011413","content_type":"comment","title":null,"body_preview":"Ok, so the proposed answer here is to define the spec in what is essentially code for another LLM to then interpret into different code?\nI'm not sure if this does much more than a grillme skill and th","author":"ActionHank","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011413"},{"id":"d9dffc31-d355-4825-8ad2-f5cad016a43d","source":"hackernews","source_id":"50013295","content_type":"comment","title":null,"body_preview":"How is this different from what Kiro does? \nhttps://kiro.dev/blog/deep-spec-analysis/","author":"meoleo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013295"},{"id":"53bd30f7-66e0-457e-8bf5-6b9ca95f88ae","source":"hackernews","source_id":"50012150","content_type":"comment","title":null,"body_preview":"Could you share some details about the reverse engineering?","author":"samaltmanfried","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012150"},{"id":"01452803-85e5-409c-bb3a-6918f12df25d","source":"hackernews","source_id":"50011283","content_type":"comment","title":null,"body_preview":"Is there any way to add custom apps to this series of Nokia phones? It's so annoying that 20 years ago mobile phones were running Java apps (J2ME), and now - nothing.","author":"butz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1321795405244216,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011283"},{"id":"34283472-60c4-4d8d-9926-6f6780f5ca0e","source":"hackernews","source_id":"50011150","content_type":"comment","title":null,"body_preview":"It may be a plausible concern at some point in the future but, once it's possible, it would manifest as an extremely expensive and time consuming attack against a targeted address, it would require an","author":"spottedmarley","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011150"},{"id":"85873a1f-ba69-4745-8866-01be55cb7009","source":"hackernews","source_id":"50011501","content_type":"comment","title":null,"body_preview":"It’s always tragic when the new hype train runs over the old one. It pains my soul to imagine those gentle folks with millions in crypto being subjected to the incredibly foreseeable consequences of t","author":"EA-3167","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","sarcasm"],"bot_score":0.21037593748197106,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011501"},{"id":"63d3dcc8-e970-4440-8c74-477d0bd5b2d0","source":"hackernews","source_id":"50011426","content_type":"comment","title":null,"body_preview":"Why should we believe that LLMs are going to break ECC?","author":"what","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011426"},{"id":"14c58e5a-5b4c-4c9d-b17b-9e29d81ebeda","source":"hackernews","source_id":"50011732","content_type":"comment","title":null,"body_preview":"FWIW, there has already been a lot of effort thrown at AI attacking lattice problems underlying PQC without anything to show for it. I'm not sure why Vitalik is suddenly worried about lattice problems","author":"j2kun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011732"},{"id":"7dc508d4-fca1-4493-a473-f44ab61f52c3","source":"hackernews","source_id":"50011292","content_type":"comment","title":null,"body_preview":"May be Ethereum should fund 10000 agents to pursue new crypto math with provable strongness/hardness","author":"search_facility","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011292"},{"id":"2324893d-601e-410b-b983-89cf9ff18e25","source":"hackernews","source_id":"50011545","content_type":"comment","title":null,"body_preview":"My gut is telling me pushing security model to hashes seems like a far far worse bet if you are worried about advances in maths.","author":"notnullorvoid","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011545"},{"id":"1aad4947-69cb-4bac-84e9-88e6458e409a","source":"hackernews","source_id":"50011945","content_type":"comment","title":null,"body_preview":"The guy that made the 'bunker mode' tweet is an Ethereum guy, the chain that they reorganized when the wrong people lost money in the DAO hack.\nWhat good are strong cryptography primitives for cryptoc","author":"int32_64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011945"},{"id":"4da9f85f-1798-4a43-bbdd-cc1068ad392b","source":"hackernews","source_id":"50012628","content_type":"comment","title":null,"body_preview":"I'm a bit concerned about starting a flame war, but I barely follow any cryptocurrency news at all.  So I am curious: would there actually be any negative macro consequence if this were to happen?\nI k","author":"gumby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","synthetic_empathy","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012628"},{"id":"2d144dc6-73ff-4378-a522-4da96eba677d","source":"hackernews","source_id":"50011665","content_type":"comment","title":null,"body_preview":"Crypto's greatest weakness has always been security. Even if the algorithms themselves hold, humans need to keep their keys safe. We have decades of experience now showing that humans can't do that.\nI","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011665"},{"id":"83a3d0d0-75f8-492f-b510-539f2350eb2d","source":"hackernews","source_id":"50007874","content_type":"comment","title":null,"body_preview":"Has anyone tried this on apple silicon M1-5? Any benchmarks/comps?","author":"nico","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007874"},{"id":"30773ed5-fcfa-4a83-87ce-4b88a6edc184","source":"hackernews","source_id":"50008584","content_type":"comment","title":null,"body_preview":"Has anybody tested this? Are there any available computed models to test?","author":"bArray","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008584"},{"id":"da029258-a3da-4c0e-ac52-c5f08920b67e","source":"hackernews","source_id":"50008209","content_type":"comment","title":null,"body_preview":"Thought this was going to be on the original Little Bit paper, always nice to find out about a surprise sequel!","author":"nbutton762","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008209"},{"id":"b56877ad-ffca-48f4-a15b-dc02ad6a4701","source":"hackernews","source_id":"50007840","content_type":"comment","title":null,"body_preview":"Their paper shows this comes with huge quality loss, but that doesn't make it a negative result by any means","author":"badatnames","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007840"},{"id":"7d5e63a9-1590-4f50-9ba0-5f184857fcdb","source":"hackernews","source_id":"50007904","content_type":"comment","title":null,"body_preview":"Can this produce a useful model? So far 1 bit quants have been less useful than smaller models that use the same memory","author":"big-chungus4","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.25522990504591553,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007904"},{"id":"1f4f7cb5-17a3-4dd2-9999-5f6e16ee8c8c","source":"hackernews","source_id":"50010124","content_type":"comment","title":null,"body_preview":"I understand the obsession with low bit quantization, but it is empirically quite evident that it is not possible to compress models to less than 4 bit per weight without severe loss of capabilities².","author":"cpldcpu","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010124"},{"id":"f97bd1a0-e978-4b82-b507-b050aa984443","source":"hackernews","source_id":"50011291","content_type":"comment","title":null,"body_preview":"I understand that the interest in these extreme quants stems from wanting to maximize the capability the average user can get from a local LLM in this era of ludicrously expensive memory, but I wonder","author":"hgoel","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011291"},{"id":"9341f096-5693-4344-9514-c1d95d574935","source":"hackernews","source_id":"50008315","content_type":"comment","title":null,"body_preview":"Perf goes from 80% to 47% on Wikitext-2. Also no comparisons to FP4 solutions that are able to maintain or exceed perf on the same dataset 80% perf with a 4.25-4.5 big budget.\nI think more meaningful ","author":"augment_me","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008315"},{"id":"b7a67de9-0de7-4f1b-adc7-4bfbf2c1ea45","source":"hackernews","source_id":"50009432","content_type":"comment","title":null,"body_preview":"The basic unit of analysis in think tanks and media is nameplate capacity, ie a MW of four-hour battery would be compared to a MW of gas turbines.\nThe most important driver of power system costs is \"f","author":"shawndrost","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009432"},{"id":"d17c3c6b-9a12-42be-9f81-ed1652da8ed7","source":"hackernews","source_id":"50008931","content_type":"comment","title":null,"body_preview":"The \"4 hour\" is doing a lot of work here.\nPut another way, you need the gas turbines for the two week dunkelflaute (winter doldrums). Given that you have the turbines already, when are batteries cheap","author":"ErikCorry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008931"},{"id":"c7b94c04-306a-4242-afc3-c5c82c079404","source":"hackernews","source_id":"50008331","content_type":"comment","title":null,"body_preview":"Come on - thats not solving all the problems that you buy GENERATORS for. 4 hour bridge is great - but emergency power or always on -- 4 hours is not enough.\nBattery is load balancing not generation.","author":"boringg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008331"},{"id":"c4e96b23-7b3d-435e-90a3-40e6d4779c2f","source":"hackernews","source_id":"50009609","content_type":"comment","title":null,"body_preview":"First step is to do massive vertical solar in cities everywhere. Zero cost of [land, long distance transmission lines, transmission infrastructure]. There are already structural elements of a building","author":"thelastgallon","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","false_specificity","missing_platform_voice","human_indicator_opinion"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009609"},{"id":"4f8eb292-cf93-46d6-b54b-ced5b0dc1071","source":"hackernews","source_id":"50008588","content_type":"comment","title":null,"body_preview":"solve the two problems with datacenters with a single solution.\nsolar panels & batteries in the texas oil patch or sw or mexico... morocco or spain.. australia...\neverything associated with datacenter","author":"formvoltron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008588"},{"id":"2cc49610-6f69-4637-bab9-b22af533fcb7","source":"hackernews","source_id":"50009966","content_type":"comment","title":null,"body_preview":"Note that the article is specific to open-cycle gas turbines.  Which are somewhat cheaper than the (more complex) combined-cycle gas turbines, and can be brought online far faster - but are far less e","author":"bell-cot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009966"},{"id":"5f06fd4d-6295-4772-907f-9690944387ce","source":"hackernews","source_id":"50009103","content_type":"comment","title":null,"body_preview":"Title should include that the battery is also installed all across the globe.","author":"amelius","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009103"},{"id":"0bd2ba04-7fe4-4421-aa09-be98952e2bd3","source":"hackernews","source_id":"50010921","content_type":"comment","title":null,"body_preview":"The title really needs the word “peaker” in it to make sense.","author":"NetMageSCW","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010921"},{"id":"c9c12ed6-f867-4ae9-b8b7-491e7a91e351","source":"hackernews","source_id":"50010531","content_type":"comment","title":null,"body_preview":"Im a noob to this area, but why is the article picking up on 4 hour batteries? Why not 8 or 12 hour batteries (nights, cloudy days)?","author":"throwaway7783","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1222912082729921,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010531"},{"id":"bea9deba-ea31-4ee8-9aff-559052e315ee","source":"hackernews","source_id":"50008430","content_type":"comment","title":null,"body_preview":"> For onshore wind, continuous capex and opex improvements are expected to drive LCOE down 16% by 2060\nWhat’s with the forecasts going as far out as 2060?? Given the scale of changes we’ve seen in jus","author":"jl6","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008430"},{"id":"1b48d9ab-885f-4419-8010-8750bf3da167","source":"hackernews","source_id":"50011646","content_type":"comment","title":null,"body_preview":"I remember arguing with friends literally only 3-4 years ago about whether solar (plus batteries) could ever fully replace fossil fuel solutions. Some of my friends are idiots. ...Or this is just a su","author":"gcanyon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011646"},{"id":"ad2bf5b5-1a3a-4a16-84f4-063e47afd467","source":"hackernews","source_id":"50008094","content_type":"comment","title":null,"body_preview":"That seems fairly obvious, but afaik the problem is not bridging four hours, it’s bridging a cloudy week without wind in winter. For that gas currently seems cheaper","author":"adrianN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.2833333333333333,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008094"},{"id":"77cef86a-fa48-465c-b133-43bebbad60d0","source":"hackernews","source_id":"50008691","content_type":"comment","title":null,"body_preview":"This entire article seems to be based on an assumption that the cost of batteries will go down 33% over the next 10 years because demand is so high, but costs of gas turbines will go up over the next ","author":"Bratmon","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008691"},{"id":"51b2f9a7-d51f-4b51-a777-5830cf4902e0","source":"hackernews","source_id":"50008441","content_type":"comment","title":null,"body_preview":"I’d like to take a moment to praise the writing here. Rigorous, dense, and well-organized; communicative rather than coughing up tables of raw figures in prose form.\nI’d refer to the source studies, b","author":"alwa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","template_phrases","absence_of_personality"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008441"},{"id":"967d658f-c7d9-4fa1-8427-0a5de084edf2","source":"hackernews","source_id":"50009135","content_type":"comment","title":null,"body_preview":"Is there any understanding of how it's even 50b? Makes no sense to me.","author":"smalltorch","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009135"},{"id":"3e96793a-a58a-4ade-9fd7-97ea48f68b1e","source":"hackernews","source_id":"50009753","content_type":"comment","title":null,"body_preview":"You don’t say…\nAnyway, if I had a hundred bucks to burn, I’d bet this is a move to undermine Anthropic’s IPO.","author":"vb-8448","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009753"},{"id":"01074568-4fad-43ca-9ec4-b26e633b84b3","source":"hackernews","source_id":"50010978","content_type":"comment","title":null,"body_preview":">> \"Oracle ... and other artificial intelligence companies\"\nUhm, that's definitely not their business, despite what they want to you to believe.","author":"skeeter2020","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010978"},{"id":"1b98b33d-e564-45db-b022-a3fcf3144f63","source":"hackernews","source_id":"50012019","content_type":"comment","title":null,"body_preview":"Honest question, everyone really hates annualized revenue, but how else do you measure the revenue for a company that is (presumably) growing so much month over month? You can't just state revenue pro","author":"darkwizard42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012019"},{"id":"b49799f7-39de-4e4f-aa09-b8c0f67d089f","source":"hackernews","source_id":"50010218","content_type":"comment","title":null,"body_preview":"I'm waiting for the IPO; I was hoping we'd see less news like this prior. I'm not sure if plain shorting, or puts are the correct action; I suspect the former, as timing the latter is not reliable.","author":"the__alchemist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10958873622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010218"},{"id":"1d3496e2-757b-42d2-b104-5d5271c67755","source":"hackernews","source_id":"50011593","content_type":"comment","title":null,"body_preview":"Wait… this is about their annualized run rate, not their actual annual recurring revenue?\nEven their hokey run rate figure is falling?","author":"dofm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1104165086487484,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011593"},{"id":"aa1869eb-b375-4265-8a0c-327cf43542f2","source":"hackernews","source_id":"50010922","content_type":"comment","title":null,"body_preview":"As NVIDIA hits it's highest price per share... like clockwork.","author":"johnnyApplePRNG","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010922"},{"id":"285f1eed-e3aa-4fec-ad6c-23bd32ae0ec1","source":"hackernews","source_id":"50012606","content_type":"comment","title":null,"body_preview":"Sam Altman genuinely needs to be exiled as far away from openai if they want to have a chance with it's rising competitors","author":"hidude562","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012606"},{"id":"36a536a2-88f7-49c0-a985-a66947d96334","source":"hackernews","source_id":"50009995","content_type":"comment","title":null,"body_preview":"“However, the new investor presentation shows close to $30bn annualised revenues in July.”\n2.5bn in revenue for all of July. That is a disaster.\nSqueaky bum time","author":"m101","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009995"},{"id":"7bc31a61-7ed3-44ae-8b80-1cbf2988b468","source":"hackernews","source_id":"50009723","content_type":"comment","title":null,"body_preview":"The headline should've been \"OpenAI annualised revenues $20B less than previously signalled by us\". The FT is just reporting high number to create a story, then a low number to create another story.","author":"underyx","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009723"},{"id":"f62fd4b0-2f7c-4437-b08a-40a5a59c03c4","source":"hackernews","source_id":"50011622","content_type":"comment","title":null,"body_preview":"> OpenAI is under pressure to justify its $852 billion valuation to investors as it gears up for what is widely expected to be a blockbuster IPO. OpenAI confidentially filed its prospectus with regula","author":"piker","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011622"},{"id":"09a4a31d-95dd-4ab1-89dc-a76b4bd13e77","source":"hackernews","source_id":"50012366","content_type":"comment","title":null,"body_preview":"For those that care about the truth: This is a non-story.\nThe $70b estimate was based on a comparison to Anthropic, which includes revenue from cloud providers. OpenAI does not include this in their n","author":"qwerasdf5","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012366"},{"id":"20586529-1aa7-44ad-80d4-6776eaa73ba5","source":"hackernews","source_id":"50012065","content_type":"comment","title":null,"body_preview":"> As OpenAI bides its time, the company is engaging in early stage discussions with investors about a potential new funding round. The company could raise around $30 billion, CNBC previously reported,","author":"an0malous","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15350877192982454,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012065"},{"id":"9d8c3151-4cb4-42e7-a8ce-5494a8f084fb","source":"hackernews","source_id":"50009698","content_type":"comment","title":null,"body_preview":"Does this align with what Zitron was complaining about? Or is it a broken-clock-right-twice-a-day thing? neutral question.","author":"FLeXMurphy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.21887218755408672,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009698"},{"id":"1ee3174e-f5a3-415f-a2a0-c425017e2135","source":"hackernews","source_id":"50011786","content_type":"comment","title":null,"body_preview":"Do you know who is not surprised by this? Ed Zitron, and anyone who has read his articles or anyone who have looked into these companies at any level deeper than \"AI do cool things! AI must be good in","author":"Refreeze5224","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011786"},{"id":"d9d44797-da27-4852-aac7-dfedbae2cd85","source":"hackernews","source_id":"50008455","content_type":"comment","title":null,"body_preview":"Gift link: https://giftarticle.ft.com/giftarticle/actions/redeem/f77156...\nApparently they overstated revenue in an attempt to try to provide a direct comparison with Anthropic's reported metrics.\nFro","author":"virtuosarmo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","quoting_external_source"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008455"},{"id":"73149109-2719-4c16-b6a1-083704f3f2ef","source":"hackernews","source_id":"50011788","content_type":"comment","title":null,"body_preview":"What’s it called when you misstate revenue while also taking money from investors?","author":"digitaltrees","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011788"},{"id":"1ab3f90d-bf81-45d4-a114-5c8760e61186","source":"hackernews","source_id":"50009276","content_type":"comment","title":null,"body_preview":"This is an interesting shift compared to the past where OpenAI would’ve been public a long time ago (due to various regulations) so we would have much more direct insight.\nRight now we have a ~$1 tril","author":"wepple","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009276"},{"id":"943f6b69-0362-4138-a709-75ed6d2df435","source":"hackernews","source_id":"50013503","content_type":"comment","title":null,"body_preview":"100% AI according to pangram. Article collapse or blog collapse is more accurate.","author":"zylent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013503"},{"id":"5196de27-2886-48b5-b8a1-9373d7975cbb","source":"hackernews","source_id":"50004546","content_type":"comment","title":null,"body_preview":"\"child in time\" by Deep Purple. My whole life this song would randomly get stuck in my head. I remember trying to figure this out at the bar when I was 30 with a bunch of people there and we figured i","author":"hefner1456","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004546"},{"id":"5c43894b-78f4-4b7d-821e-6e16129d1119","source":"hackernews","source_id":"50004624","content_type":"comment","title":null,"body_preview":"If archaeology is this difficult just to go back twenty years back in the internet era I don’t know how real historians even function.","author":"semiquaver","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004624"},{"id":"3bbb7f2e-95dc-4a64-ab4d-a5d01f65ff07","source":"hackernews","source_id":"50005849","content_type":"comment","title":null,"body_preview":"> I created a prompt and dataset containing everything I knew - cover art, audio files, metadata and URLs for everything I had found, and gave it to one model. I instructed it to also keep a running l","author":"slfnflctd","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","natural_digressions","opinion_without_over_qualification"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005849"},{"id":"42fcb5d3-c1ab-492e-857d-e9c23a61fce6","source":"hackernews","source_id":"50004342","content_type":"comment","title":null,"body_preview":"Loved Spotify when it was good.\nI found so many bands east Europe, all written in Cyrillic, so I couldn't have searched for them easily.\nBefore that I used Soulseek for Japanese bands.","author":"k__","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15684806268036902,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004342"},{"id":"ae743057-a7e5-4e72-80be-3582272f316b","source":"hackernews","source_id":"50011479","content_type":"comment","title":null,"body_preview":"Please update their album and bio \nhttps://www.discogs.com/release/2371781-Salvage-Salvage-Sear...\nOr create a new entry on https://musicbrainz.org/","author":"senorqa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011479"},{"id":"b444eb90-563d-4a22-900a-5599e3c27b61","source":"hackernews","source_id":"50004200","content_type":"comment","title":null,"body_preview":"Ok HN, a challenge.\nI have given this challenge to many, and I'm either completely mistaken, or the world has forgotten something.\nIn 1984, as many of you may know, Giorgio Moroder released his versio","author":"Intermernet","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004200"},{"id":"8bb7ff14-123a-4433-88e1-1f72f1183e04","source":"hackernews","source_id":"50004212","content_type":"comment","title":null,"body_preview":"I think researching things that have little internet footprint is an underrated use of LLMs. Most recently, I did quite an extensive research on a card game called \"king\", variants of which are played","author":"cyco130","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","niche_expertise","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004212"},{"id":"f8f60dae-5962-4cd1-ae1a-d54222f336bd","source":"hackernews","source_id":"50002738","content_type":"comment","title":null,"body_preview":"Quite reminiscent of Searching for Sugar Man! (true story and excellent movie in case you haven't seen it yet)\nhttps://en.wikipedia.org/wiki/Searching_for_Sugar_Man","author":"axelfontaine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002738"},{"id":"b446eb7a-704b-40ea-bb2d-c4ae655c439c","source":"hackernews","source_id":"50011240","content_type":"comment","title":null,"body_preview":"Searching for a book.\nThis is a long shot but I used to have a book I bought from CPS, Nobel Elementary book sale to be exact. It was a series of stories that left an impact on me. The two stories I r","author":"bluSCALE4","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011240"},{"id":"fc3c99d4-d16a-46ac-ad6f-33d216b662aa","source":"hackernews","source_id":"50003827","content_type":"comment","title":null,"body_preview":"Reminds me of the hunt for \"Subways of your mind\" - since found:\nhttps://en.wikipedia.org/wiki/Subways_of_Your_Mind#Online_se...\nhttps://news.ycombinator.com/item?id=22636989 2020 (82 comments)","author":"helsinkiandrew","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003827"},{"id":"9f742fc1-4409-40b0-aba9-b91310812562","source":"hackernews","source_id":"50003649","content_type":"comment","title":null,"body_preview":"For me it was Station Approach by Elbow [0] - the one with the giant slow semibreve vocoder chorus [1]\nNot obscure at all, but i sang it to bemused twenty-somethings in a dozen record shops. I had hig","author":"psd1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003649"},{"id":"14d4502b-279d-4e96-8b3d-d26068e517bd","source":"hackernews","source_id":"50002252","content_type":"comment","title":null,"body_preview":"I've had a few of these musical splinters, and most of them have worked their way out with time. One was quite recent: the music video for Underwater Love by Smoke City, which was memorable for their ","author":"BLKNSLVR","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency","imperfect_expression","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002252"},{"id":"dd47b707-8cc0-4d39-935d-fac74578d166","source":"hackernews","source_id":"50003972","content_type":"comment","title":null,"body_preview":"This reminds me of when I rediscovered the track-listing of a CD titled \"The Best Album of the Next Century Ever\" which came with boxes of Golden/Cinnamon Grahams cereal. Had some real bangers like Jo","author":"n4r9","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003972"},{"id":"ecbe8003-799f-4a5d-a89e-3d8f84488184","source":"hackernews","source_id":"50002178","content_type":"comment","title":null,"body_preview":"The streaming model really makes remembering details difficult.\nI used to play only local files, and then during a time at university played in the office music on Youtube. One specific album got stuc","author":"onli","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002178"},{"id":"840a9b12-067f-4684-8643-81139e5c278f","source":"hackernews","source_id":"50003657","content_type":"comment","title":null,"body_preview":"> I searched for the song on Pandora. We hadn’t checked it before because it’s no longer a major music service\nI find that take interesting. I use Pandora to this day as my primary streaming source, a","author":"codingdave","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.04655396345317046,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003657"},{"id":"842435ca-b092-4d68-a677-748df42a3ba5","source":"hackernews","source_id":"50004214","content_type":"comment","title":null,"body_preview":"It didn’t take me 15 years, but I had a similar experience with the Norwegian band Kaizers Orchestra. I first heard one of their songs used in a Flash animation (Bak et Hallelujah) in 2003 and I just ","author":"nkrisc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004214"},{"id":"d0cfb82b-8677-4789-bca5-a9991205030f","source":"hackernews","source_id":"50005479","content_type":"comment","title":null,"body_preview":"Funny timing... I'm a lost media junkie, here's my related story.\nSo there's this little mid 80's cow-punk band from NYC called Cowboy Mouth. They had a song called \"Hurricane\" that got some college r","author":"lordfrito","classification":"human_created","confidence":0.92,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency","self_reference"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005479"},{"id":"ddf25a61-7cb0-4058-988b-b783feae5700","source":"hackernews","source_id":"50002481","content_type":"comment","title":null,"body_preview":"For me it was a Bjork song but it was in Icelandic. I had heard it around 2010ish and didn't have the song. Because it was in Icelandic and I didn't know the name of the track I couldn't figure out ho","author":"marai2","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002481"},{"id":"8eebf810-56be-4f5c-a502-674204e9ee7c","source":"hackernews","source_id":"50005827","content_type":"comment","title":null,"body_preview":"If you like this kind of thing, you really need to listen to the podcast Reply All, episode 158 “The Case of the Missing Hit.\"\nIn a nutshell a guy in California recalled a song he loved in the 1990s, ","author":"ilamont","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005827"},{"id":"0cdb4510-8636-4509-a7d1-4bbde562d6f9","source":"hackernews","source_id":"50004314","content_type":"comment","title":null,"body_preview":"I love internet archeology! Some time ago I found out that Microsoft had released an official free expansion for Frontpage 98 with a bunch of themes. I managed to find on web.archive.org official Micr","author":"pkorzeniewski","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004314"},{"id":"cff2ebb0-8def-4741-9224-21ea3419daa2","source":"hackernews","source_id":"50012328","content_type":"comment","title":null,"body_preview":"What are the odds that yet another LGBT diaspora text wins again? I find it kind of hard to believe that this is the best writing this year when 6 of the last 10 Nobels have been LGBQ or ethnic diaspo","author":"eudamoniac","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012328"},{"id":"f9bf2388-4017-4cb1-b656-33938183bedf","source":"hackernews","source_id":"50004824","content_type":"comment","title":null,"body_preview":"Having worked on a few Greek translation projects, the thing I always come back to with her is how she leaves the gaps in Sappho visible instead of smoothing them over. Brackets on the page. Most tran","author":"hn1rig3rak","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004824"},{"id":"877021a2-64d2-4759-8924-13efde504747","source":"hackernews","source_id":"50007270","content_type":"comment","title":null,"body_preview":"Iceland now has two Nobel laureates, or around 0.0005% of the population.","author":"bita_nidir","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","semantic_blandness","missing_platform_voice"],"bot_score":0.17668998778510822,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007270"},{"id":"0e0434d6-db18-4f72-90e2-df8b0b096ce2","source":"hackernews","source_id":"50006319","content_type":"comment","title":null,"body_preview":"Nobel page: https://www.nobelprize.org/prizes/literature/2026/summary/ (https://news.ycombinator.com/item?id=50004335)","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006319"},{"id":"f7b30977-9168-46a8-9872-ba35b12d4a66","source":"hackernews","source_id":"50008407","content_type":"comment","title":null,"body_preview":"I shouldn't be surprised that this news and Ms. Carson are popular here, but I am and it is delightful.","author":"spinchange","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008407"},{"id":"0905b1f1-89a1-423c-b442-18f6b3e967a0","source":"hackernews","source_id":"50013107","content_type":"comment","title":null,"body_preview":"If people are looking for more links/discussion on this subject I thought this little metafilter post did a good job linking out:\nhttps://www.metafilter.com/214757/The-2026-Nobel-Prize-in-Li...","author":"rdmuser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013107"},{"id":"cff7b155-afe6-4ece-a60b-07a1a2cf2d26","source":"hackernews","source_id":"50007245","content_type":"comment","title":null,"body_preview":"Never heard of her before, can someone explain the significance? I see that Autobiography of Red is praised for blending different things like translation/novel in verse/essays together, but that does","author":"vlaaad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007245"},{"id":"ece6c692-1032-41d0-be13-f6ab4727a093","source":"hackernews","source_id":"50004856","content_type":"comment","title":null,"body_preview":"Well deserved. Autobiography of Red is stunning, the fragmentary form gives such mythical weight to every word.","author":"garbawarb","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004856"},{"id":"6d52fce8-36ab-4960-8560-39d8e28a7528","source":"hackernews","source_id":"50007050","content_type":"comment","title":null,"body_preview":"The article appears to misunderstand the point of the project, and mostly just describes what zswap already does (writing compressed pages back into ram), rather than talking about cram's hardware-off","author":"cwillu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007050"},{"id":"e97fdeeb-8fba-46fc-80d4-5aa93910db15","source":"hackernews","source_id":"50006751","content_type":"comment","title":null,"body_preview":"https://www.phoronix.com/news/Linux-CRAM-Compressed-RAM","author":"vfosnar","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006751"},{"id":"ed9e7a02-d256-4b40-a276-2b2c2b688b15","source":"hackernews","source_id":"50008978","content_type":"comment","title":null,"body_preview":"the recording of the presentation has got to be on this YT channel but I only scrubbed through 2 videos (8h each) and it's not easy to find\nhttps://www.youtube.com/@LinuxPlumbersConference\nnot sure wh","author":"cyberclimb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008978"},{"id":"5364fcb3-f834-47a4-9234-4f719e4d0eed","source":"hackernews","source_id":"50005494","content_type":"comment","title":null,"body_preview":"Ram Doubler, for Mac and Win 3.x, 1996\nhttps://winworldpc.com/product/connectix-ram-double/windows-...\nNice to see its back, with better performance.\nHistory repeated, with refinement.","author":"Kevin_Flynn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005494"},{"id":"4612fd70-6ce3-4ce0-b566-cf02c7dcf2b4","source":"hackernews","source_id":"50003944","content_type":"comment","title":null,"body_preview":"Not an astronomer, but I'm a non-programmer who spent two months building a fairly big web app with Claude, so the false-positive question is the one I'd ask too.\nWhat saved me wasn't asking Claude wh","author":"amirkhanian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003944"},{"id":"09879f04-c8be-4660-8940-8172854d943c","source":"hackernews","source_id":"50002859","content_type":"comment","title":null,"body_preview":"Found a planet and saved a granny. Wake me up when this planet is acknowledged by any astonomer community with more say than r/ClaudeAI.","author":"wartywhoa23","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50002859"},{"id":"df9dbd75-cc9f-416c-b02d-7cac1446157d","source":"hackernews","source_id":"50010893","content_type":"comment","title":null,"body_preview":"Plot twist: The discovery is valid. But we figure out the author was not a innocent PM, but a team of astronomers working for Anthropic, And Anthropic's marketing department come up with the idea of c","author":"elzbardico","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010893"},{"id":"fdef197d-ee8a-4be3-b7de-5be63b43c6d4","source":"hackernews","source_id":"50003010","content_type":"comment","title":null,"body_preview":"Call me when peer review confirms it; until then, it is noise fitting noise.\n(Reason: Clean cut through the hype directly to scientific validation.)","author":"soltanov","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003010"},{"id":"01b416b2-3759-4416-a051-0f3e7d257f9d","source":"hackernews","source_id":"50003089","content_type":"comment","title":null,"body_preview":"Cool discovery, but I'd be real curious about the false-positive rate when letting coding agents loose on raw astronomical telemetry. Hallucinations in data reduction are no joke.","author":"ContinuityLab","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.3221581458757272,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003089"},{"id":"75326374-5c44-4a48-a0bb-e3a1aa758e58","source":"hackernews","source_id":"50003051","content_type":"comment","title":null,"body_preview":"So much AI in the writing. If you dont care to write i do  not care to read.","author":"_fuchs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003051"},{"id":"3b391ed5-07e4-4b22-983a-f286b0582a4f","source":"hackernews","source_id":"50003681","content_type":"comment","title":null,"body_preview":"Laughed at the reddit comment\n> \"We got vibe astronomy before GTA6\"","author":"__alias","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003681"},{"id":"d5b044ea-5099-486f-b4fd-628d31d4ebe2","source":"hackernews","source_id":"50003447","content_type":"comment","title":null,"body_preview":"Brilliant application. Imagine the progress we could make with models post trained on scientific process and a good agentic process.\nI've been tinkering with the latter for the last couple of months. ","author":"colijobles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003447"},{"id":"e3ddc164-5391-46e4-ac36-4ef053c1fbb4","source":"hackernews","source_id":"50006040","content_type":"comment","title":null,"body_preview":"I think this is now an interesting part about LLM based automation. The scientific community is quite strict on references. Even with its most advanced model ChatGPT isn't reliably able to tell me if ","author":"blablabla123","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006040"},{"id":"35b68f1e-8c5b-4ee3-a951-c1616e6faf9d","source":"hackernews","source_id":"50003805","content_type":"comment","title":null,"body_preview":"I'm surprised there isn't more talk around their Matrix Multiplication bound: https://news.ycombinator.com/item?id=50001740\nIs this of practical use, or just a proof for now?","author":"theanonymousone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1339815138496292,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003805"},{"id":"a3886538-73d6-45c2-96df-d6d62eac1220","source":"hackernews","source_id":"50003794","content_type":"comment","title":null,"body_preview":"this is not entirely related to the tweet but to the topic in general, this prompted me to check their repo again and saw this:\n> The vast majority of results were obtained with the same procedure usi","author":"autuni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003794"},{"id":"d757b06e-fe5b-4f72-858d-bbccc71eae50","source":"hackernews","source_id":"50006228","content_type":"comment","title":null,"body_preview":"This is just OpenAI stealing more work.\nI don't have a problem with them publishing. I don't have a problem with the process and how they are interacting with it. I am delighted that they are actually","author":"jfyi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006228"},{"id":"a03f2f49-f2ba-4703-9126-91b5cbd89f99","source":"hackernews","source_id":"50011900","content_type":"comment","title":null,"body_preview":"There are quite serious misincentives here when OpenAI want a headline and then are done with it, leaving everyone else to mop up the mess.\nIf they want any credibility on these matters, they should b","author":"peterbower","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011900"},{"id":"37ecf86d-c811-45d3-a14a-42e906f1b97b","source":"hackernews","source_id":"50004539","content_type":"comment","title":null,"body_preview":"Proof by authority works until human mathematicians actually run the code. Back to prompt engineering.","author":"soltanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004539"},{"id":"e1fc084f-b92d-4e80-9b62-ce62558ec78d","source":"hackernews","source_id":"50009419","content_type":"comment","title":null,"body_preview":"This reminds of when it was a shock that Alpha Go won a game and then it was a shock that Alpha Go lost a game.","author":"amadeuspagel","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009419"},{"id":"a3b2eefb-a197-4789-a119-4465ce464df2","source":"hackernews","source_id":"50003412","content_type":"comment","title":null,"body_preview":"I’m a little confused - I thought their proofs were all driven by Lean proofs - is that not right? So even if the quality of the work is low in some metrics, it either passes the test or not..? No spa","author":"rich_sasha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003412"},{"id":"1feab215-6bb0-4e17-8329-e0c30f5aaa4f","source":"hackernews","source_id":"50008801","content_type":"comment","title":null,"body_preview":"Funny how the title is about the 3 removals, when there were 6 additions. I guess the declared fails make for more interesting discussions than the declared successes. Click-bait reigns.","author":"skeledrew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1166201357211871,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008801"},{"id":"433e4554-5d36-4a52-ac51-c2cbeb945d23","source":"hackernews","source_id":"50005633","content_type":"comment","title":null,"body_preview":"Let the evolution run its course. Let the stream find its way. Let the forces restore the equilibrium.","author":"zkmon","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.19715447154471544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005633"},{"id":"65d5fbf8-259c-4d2d-a1b2-ce2315f06bc3","source":"hackernews","source_id":"50006601","content_type":"comment","title":null,"body_preview":"So mathematics has entered the “throw stuff to a board and see if it sticks” phase..","author":"MajorArana","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_novelty"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006601"},{"id":"a2487484-7484-4eb1-8767-42593d653c8a","source":"hackernews","source_id":"50004982","content_type":"comment","title":null,"body_preview":"And added 6 new ones. Might want to add that to the headline.","author":"TrackerFF","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004982"},{"id":"3d61a7ea-5ca3-431c-8a69-4bf815c69ba1","source":"hackernews","source_id":"50004661","content_type":"comment","title":null,"body_preview":"Without a thriving mathematical community to point out these things it would have stayed broken. With automated math that community as tao pointed out is at risk.","author":"qoez","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004661"},{"id":"28535cd7-6f77-4bd9-a155-af16f8f3d953","source":"hackernews","source_id":"50004733","content_type":"comment","title":null,"body_preview":"3 mistakes (so far) out of ~400 is still a pretty good hit rate","author":"hmate9","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004733"},{"id":"1fe8129f-9a41-400e-affc-2fef06b9da58","source":"hackernews","source_id":"50006794","content_type":"comment","title":null,"body_preview":"What a timeline, OpenAI's model is so good, it publishes hundreds of math papers.\nThe latest model even finds mistakes in previously published math papers!!!*\n* so far, only OpenAI's math papers were ","author":"nairboon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006794"},{"id":"50ca1ae2-4c01-42c7-ac9b-185982fa288b","source":"hackernews","source_id":"50004980","content_type":"comment","title":null,"body_preview":"If you do a dump like this all of it should be formalized, there's simply too much material to review by hand and additionally it is AI-written which makes it hard to read compared to human work.","author":"margorczynski","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.1720227321995651,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004980"},{"id":"fe0bec30-f171-4a14-af04-f57584cb9f2c","source":"hackernews","source_id":"50004514","content_type":"comment","title":null,"body_preview":"This is what it looks like when software engineering practices meet mathematics. \"openai/math release 1.3.42: retracted papers 139 and 140, fixed a sign error in paper 47, restored previously retracte","author":"renyicircle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004514"},{"id":"d0b6d3c5-3ad1-4478-8eba-efcd2b528e7e","source":"hackernews","source_id":"50005312","content_type":"comment","title":null,"body_preview":"I find the paper about beating O(n log n) for integer multiplication also quite fishy, not sure but it seems like too good to be true, I feel like there must be a subtle flaw in that. Maybe that's jus","author":"ThePhysicist","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005312"},{"id":"fe896d8f-2a72-4381-9668-18c5826f8495","source":"hackernews","source_id":"50005841","content_type":"comment","title":null,"body_preview":"I think that on closer inspection, a lot of these fully AI generated proofs will fall apart. Even in Lean, you can build theories which compile but nonetheless state something different than what you ","author":"ijustlovemath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005841"},{"id":"eb3acecb-5d44-4ea7-a02e-1be8847fcfdd","source":"hackernews","source_id":"50007128","content_type":"comment","title":null,"body_preview":"So were the 3 withdrawn proofs the ones without Lean verification?\nIf so, why did they mix proofs that were verified with Lean, and proofs in natural language?\nI was wondering that while reading Aaron","author":"chubot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007128"},{"id":"968e6eb1-7dbf-4815-8bc9-52b4db838242","source":"hackernews","source_id":"50008072","content_type":"comment","title":null,"body_preview":"Good on you.\nI often think sometimes with these diffuse mega-charities, you never know where the money ultimately ends up or what difference it makes.\nAt least with your donations you can see for sure","author":"gadders","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008072"},{"id":"6138cfb6-da80-4d0c-a2d5-1fd784073fd4","source":"hackernews","source_id":"50007591","content_type":"comment","title":null,"body_preview":"Wow, that is amazing, congratulations on making such difference on peoples lives. Btw, you can use Netlify to host your website for free and still be able to add a PayPal client button. That would sav","author":"edumucelli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","synthetic_empathy","template_phrases"],"bot_score":0.12263156237379769,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007591"},{"id":"76487fbd-de04-449b-b2ed-64fe26d10cbc","source":"hackernews","source_id":"50007061","content_type":"comment","title":null,"body_preview":"What an inspiring story!\nHow did you end up in Ibumila? Do you ever go back there?\nYou ask how much can a village change. Are you trying to document that in any way?","author":"criddell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.06102914066556503,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007061"},{"id":"fe6337f0-9a3a-47cc-bfed-dab916c341af","source":"hackernews","source_id":"50006780","content_type":"comment","title":null,"body_preview":"I love this hyper-individualized approach. I would be way more willing to meet someone and sponsor _them_ than I would be to just give anonymous dollars.","author":"aftbit","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006780"},{"id":"f6c74bcd-e245-4f5f-9db0-b643778b18ae","source":"hackernews","source_id":"50007841","content_type":"comment","title":null,"body_preview":"This is amazing. I'm curious how you provide oversight. I imagine with Amwirite there was a lot of trust, but how can you be ensure the money is actually being used properly as you add more students?\n","author":"Ozzie_osman","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","absence_of_personality"],"bot_score":0.07684286013453523,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007841"},{"id":"0a3d17d9-27f3-43cf-bbe5-d145a43514ab","source":"hackernews","source_id":"50006625","content_type":"comment","title":null,"body_preview":"She said that when she earns her PhD she wants to bring it back to the region but what would a degree in Language Studies bring to a region with so little?","author":"assimpleaspossi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006625"},{"id":"6ab49476-e320-4554-88ae-17c903e47617","source":"hackernews","source_id":"50009891","content_type":"comment","title":null,"body_preview":"Would you share your EIN? I'd like to donate through my employer to receive a match, but I can't find Tanzania Education Project Inc documented anywhere besides your website.","author":"dickfickling","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.33112781244591327,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009891"},{"id":"674208e7-b138-4073-8e2c-0f0eb5ce4bbf","source":"hackernews","source_id":"50008750","content_type":"comment","title":null,"body_preview":"I started a small yearly scholarship at my old university 10 years ago and have seen some wonderful students graduating. It isn't much but pays for some supplies and gives them a sense of reality that","author":"telesilla","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.11429822904046436,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008750"},{"id":"b5d46f38-6ead-4df1-8298-ae5bc7343c6a","source":"hackernews","source_id":"50006621","content_type":"comment","title":null,"body_preview":"This is great. Thanks for sharing. I'm always happy to make a donation for education.\nWeird HN type question. On your site you mention paying $5 for hosting the site but didn't mention that here. We'r","author":"megaloblasto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006621"},{"id":"00006d79-a973-43e2-b5df-4c4bbc11fb76","source":"hackernews","source_id":"50007621","content_type":"comment","title":null,"body_preview":"Highlight the fact that it's a 501(c)(3) on the website. Being a non-profit opens up opportunities for donations from large corporations and applying for government grants. I notice that you have a Pa","author":"HeyLaughingBoy","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","human_indicator_present"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007621"},{"id":"fbfb8490-d4df-4e68-927f-3abafa542500","source":"hackernews","source_id":"50010712","content_type":"comment","title":null,"body_preview":"Love this, but please post the tax ID for the 501(c)(3) prominently on your website!\nMy wife and I setup a DAF (Donor Advised Fund) so we can make quick donations when we see causes like this that we ","author":"thedigitalone","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010712"},{"id":"187a73be-2191-43e4-bf69-9f703ff865b5","source":"hackernews","source_id":"50006987","content_type":"comment","title":null,"body_preview":"Thank you all for the responses. I wasn't exactly sure how this would go over here. Someone pointed out that I have a typo in my email on the site (thank you!). I'll fix that when I get home from work","author":"lukehandcool","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency","genuine_specificity"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006987"},{"id":"ff6433eb-5fcd-4da6-a30c-9dc72bb6b248","source":"hackernews","source_id":"50007465","content_type":"comment","title":null,"body_preview":"Some friends were involved with an aid organization which helped several rural areas across a few different countries in Africa.\nA key point was the organization didn't finance things. Instead they fi","author":"magicalhippo","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007465"},{"id":"122f2ca6-0a5a-4c8b-a2ea-3e8636df632e","source":"hackernews","source_id":"50013028","content_type":"comment","title":null,"body_preview":"I recently struck up a friendship a Nigerian scammer. After jerking him around for awhile, I broke him out of his script. Rather than blocking me or cursing me, I found a moment of humanity. I told hi","author":"hexapus","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.4311278124459133,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013028"},{"id":"169ce8f1-11df-453e-95f5-e31b7e541508","source":"hackernews","source_id":"50008760","content_type":"comment","title":null,"body_preview":"Hey this sounds really cool and is giving me Bram Moolenaar vibes. Please try to get some sort of trusted source to vouch for you though, I've been around long enough to see a lot of these charities -","author":"helterskelter2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008760"},{"id":"cb7d0e20-abd3-4c6f-a418-75c9cbc49e4f","source":"hackernews","source_id":"50006888","content_type":"comment","title":null,"body_preview":"This is amazing. I once adopted a kid's education who lived in Colombia. The organization would send me a letter with his picture every 3 months or so, giving me some updates of how the kid is doing i","author":"prometheus1992","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006888"},{"id":"632a7f97-df7f-4119-971f-a81166581317","source":"hackernews","source_id":"50008323","content_type":"comment","title":null,"body_preview":"I don't want to hijack the thread, but would like to surface another such organization which I am aware of - Yuwa [1], which operates in India.\nIt was founded by Franz Gastler [2] when he visited Indi","author":"awaaz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008323"},{"id":"853e1959-e360-41a9-b44e-c842f94c1184","source":"hackernews","source_id":"50007654","content_type":"comment","title":null,"body_preview":"This is great man. I've been on the other end of this. My annual high school fees cost $700. Couldn't afford it, and it was extremely stressful. If not for the benevolence of my high school principal,","author":"thevillagechief","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007654"},{"id":"6d565751-14ff-4498-94ec-a5cd548e7fe5","source":"hackernews","source_id":"50007040","content_type":"comment","title":null,"body_preview":"I will echo what others have said and say this is amazing on a personal level, but also super cool to share with others. I think especially in tech we can get a little focused on efficacy and scale in","author":"azath92","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007040"},{"id":"48a0f5db-4911-489d-9e16-3a5bd1dfe2d5","source":"hackernews","source_id":"50007453","content_type":"comment","title":null,"body_preview":"I highly recommend donating some amount of your time, expertise, or money to good causes, regardless of your financial situation. Even the smallest amounts compound to amazing results—especially over ","author":"web-cowboy","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007453"},{"id":"bc17644f-9d3b-4a4f-8453-c97746c1790f","source":"hackernews","source_id":"50012139","content_type":"comment","title":null,"body_preview":"„Sweet solution“ - anyone having tasted pure vanillin in a nontrivial dose, will tell you that it tastes absolutely disgusting. It only works in traces.","author":"manmal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012139"},{"id":"cad06e48-42d0-45a9-93b1-3e0b853da161","source":"hackernews","source_id":"50009748","content_type":"comment","title":null,"body_preview":"FDA adverse events https://rxbulb.com/rx/drug/vanillin","author":"njx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4230769230769231,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009748"},{"id":"e4c039b5-7820-40d6-aa75-f222d29ad9f4","source":"hackernews","source_id":"50009919","content_type":"comment","title":null,"body_preview":"We need to separate competitive gTLDs from those whose registration is controlled uncompetitively. Very few, e.g. .xyz, are competitive.","author":"OutOfHere","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.15476619158235155,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009919"},{"id":"91500467-c807-43fa-a559-0108378ed98f","source":"hackernews","source_id":"50007716","content_type":"comment","title":null,"body_preview":"Why would you even want something like “lan” as a global TLD? Does it mean something else than the obvious?\nFortunately there’s no need to speculate as the application explains this clearly:\n  AGB Q11","author":"deno","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007716"},{"id":"81ce46dc-c150-442e-b89c-52eec08ec273","source":"hackernews","source_id":"50007998","content_type":"comment","title":null,"body_preview":"I'm out of the loop on this, can someone explain who this is and why this is bad?","author":"moecables","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007998"},{"id":"763c5449-d0c7-43e1-ad6f-2dfdf22c94f1","source":"hackernews","source_id":"50008110","content_type":"comment","title":null,"body_preview":"21 separate applications for some variation on .agent/.agentic\nI'm guessing that'll end up being expensive for someone...","author":"gertrunde","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008110"},{"id":"0bcf7b2a-b1aa-47f5-89a1-939285f6cc9e","source":"hackernews","source_id":"50007683","content_type":"comment","title":null,"body_preview":"When ICANN reserved .internal a couple years ago, I was saying they should just flip and truncate it to .lan(retni) so everyone's happy.","author":"p1mrx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007683"},{"id":"de44df09-f199-48da-8200-5b002ed311bf","source":"hackernews","source_id":"50007937","content_type":"comment","title":null,"body_preview":"Debian should apply for this so they can take advantage of case insensitivity and sans-serif fonts so to let people go to DEB.lAN to view their website","author":"saghm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007937"},{"id":"73138fb4-410b-4e16-b93e-4528972f855a","source":"hackernews","source_id":"50007871","content_type":"comment","title":null,"body_preview":"I've been using a single letter \"fake\" tld for my internal LAN DNS zone. Looks like ICANN requires 3+ letters in tld applications, so hopefully should be safe for quite a while.","author":"0x0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007871"},{"id":"70b2ffc7-d390-4493-95e8-ada0beb91947","source":"hackernews","source_id":"50008445","content_type":"comment","title":null,"body_preview":"The way they've filled out the application surprises me.\nThere are questions that literally say as part of the question \"Choose Yes or No\", so they've answered \"true\"...\nAnd Q165 is fun: \"Is it likely","author":"gertrunde","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008445"},{"id":"2abcd057-1b06-4818-8d6c-e019c3ade7ca","source":"hackernews","source_id":"50007701","content_type":"comment","title":null,"body_preview":"gTLDs were a mistake. I say that as an owner of several domains with gTLDs.\nThere's almost no value.\nLarge businesses almost never use them. The potential for scams / phish / etc are now limitless.","author":"procone","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007701"},{"id":"378b27cb-c196-42d1-83f0-371325729cb1","source":"hackernews","source_id":"50008147","content_type":"comment","title":null,"body_preview":"The .lan domain has been on an rpz blocklist along with several other commonly used names in my networks for quite some time. I have no plans for that domain to ever successfully resolve regardless of","author":"ectospheno","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008147"},{"id":"db42ee8f-1528-4b1d-9f42-b3abac656ad7","source":"hackernews","source_id":"50007825","content_type":"comment","title":null,"body_preview":"I'm still seething about `.dev`.\nFor those not in the know, Google lobbied ICANN to get the name and in their application they stated (repeatedly) that the intent was to buy it so that it could be res","author":"dijit","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007825"},{"id":"9bbf8dd2-2a81-46f7-9390-6f17461994ff","source":"hackernews","source_id":"50008324","content_type":"comment","title":null,"body_preview":"> RFC 8375 defines the intranet domain as .home.arpa, but ICANN in 2024 says it should use .internal instead. Is ICANN not choosing .lan or .home because these two domains might still fetch a good pri","author":"yegle","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","strong_opinions"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008324"},{"id":"fffc4983-4810-4740-9763-b92462774cc7","source":"hackernews","source_id":"50007614","content_type":"comment","title":null,"body_preview":"Full collection of proposed new gTLDs: https://newgtldprogram-aps.icann.org/statistics\nAlso see a .bldg application, which also might conflict with some legacy naming schemes.","author":"sybercecurity","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007614"},{"id":"ef02865a-ab92-41be-8fd1-008dcadba148","source":"hackernews","source_id":"50007483","content_type":"comment","title":null,"body_preview":"This is a security issue for many devices. What could possibly go wrong overriding a tld used for internal networking....","author":"vekntksijdhric","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007483"},{"id":"9c4ebff8-23f4-4dd9-878c-a01a0e8f483d","source":"hackernews","source_id":"50012604","content_type":"comment","title":null,"body_preview":"This being on the front page at the same time as the coffee machine sending 1TB of data, and the icann application being submitted by Coffee Danger LLC is just beautiful","author":"dwedge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012604"},{"id":"ae820fb7-a433-4253-a4b4-e4dd912702e3","source":"hackernews","source_id":"50012577","content_type":"comment","title":null,"body_preview":"I guess https://www.rfc-editor.org/rfc/rfc6762#appendix-G should be updated","author":"sidneythekidney","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012577"},{"id":"5eec891f-a3b0-437f-9b0e-be6aaf2ad093","source":"hackernews","source_id":"50007693","content_type":"comment","title":null,"body_preview":"It's a shame that ICANN did get so greedy and put everyone at risk.\nHaving internal domain names owned by some guy on the internet has already compromised multiple corporate networks. See the talk fro","author":"Faelian2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007693"},{"id":"055b8aa2-73e6-4347-80c2-dfef1b34d0f5","source":"hackernews","source_id":"50007626","content_type":"comment","title":null,"body_preview":"This seems like a good time to educate myself about the application (and objection) process.\nThe bureaucracy seems precision-engineered to stultify, but apparently the public have 104 days after “Stri","author":"alwa","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007626"},{"id":"a65b11cf-2e3f-45bb-a9ab-484ce027a4c7","source":"hackernews","source_id":"50007355","content_type":"comment","title":null,"body_preview":"Posting because OpenWRT, possibly others as well, assign .lan names to devices on the LAN by default. People who make use of this might want to follow the application, and, if it goes through, either ","author":"mzajc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007355"},{"id":"65b7dcee-4335-4fc8-a453-d8dbebcb2af1","source":"hackernews","source_id":"50005388","content_type":"comment","title":null,"body_preview":"Durable as in having a durable place in the human lived experience rather than durable as in durability of state or workflows","author":"redwood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.19224830588936753,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005388"},{"id":"e8f1f85d-b64b-4366-8fa7-d7a3a348689f","source":"hackernews","source_id":"50007162","content_type":"comment","title":null,"body_preview":"A small footnote regarding the intersection of this fascinating article and current(ish) events.\n> That winter, with Roy as the principal investigator and Josh and me as co-directors, we applied for a","author":"anon7725","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_details_from_source","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007162"},{"id":"b269494c-cf15-48f2-8790-e0e14bc7c67e","source":"hackernews","source_id":"50010420","content_type":"comment","title":null,"body_preview":"Is \"durable\" the buzzword of the moment? I'm a bit lost here. I've seen it a lot lately but in wildly different contexts.","author":"aeve890","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010420"},{"id":"871d5be1-6031-420a-b63a-c026ed588ff3","source":"hackernews","source_id":"50004727","content_type":"comment","title":null,"body_preview":"I don't think this is possible in this day and age, everyone expects the development to be instant.","author":"jeanpah","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004727"},{"id":"e828d6e7-e69e-4ad5-a6c0-ad966fc35c19","source":"hackernews","source_id":"50006980","content_type":"comment","title":null,"body_preview":"Slow software that works for 10 years beats fast software that breaks in 10 months. Choosing boring tech is underrated.","author":"antonyragleap","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006980"},{"id":"06482088-8d97-4dee-b551-cdf46ed82f62","source":"hackernews","source_id":"50010243","content_type":"comment","title":null,"body_preview":"This post smells a lot like academia. I say that as someone who has spent quite a bit of time there myself, so I understand where the author is coming from, but “ivory tower” is still an apt metaphor.","author":"jkhdigital","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010243"},{"id":"3da7bc47-072c-4b45-9154-c4fcbb74fe21","source":"hackernews","source_id":"50004669","content_type":"comment","title":null,"body_preview":"A very very strong point. I have personally detailed entire projects because adding a feature seemed easy with AI. It is very difficult to vibe code and not add a bunch of useless crap features.","author":"ghoshbishakh","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.239154140665565,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004669"},{"id":"e523dda2-bedd-4976-bd97-89a963066ea7","source":"hackernews","source_id":"50006648","content_type":"comment","title":null,"body_preview":"I’m developing a software solution that integrates w/ Zotero (sortcite.com). Their API is very easy to work with. Some of their competitors (Endnote) don’t even have an API.","author":"johnobrien1010","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006648"},{"id":"e114b0bb-8a2e-4662-a87c-daccc73d6026","source":"hackernews","source_id":"50010468","content_type":"comment","title":null,"body_preview":"This seems like a highly romanticized retelling of the origin story.  LLMs would have more likely made that 5 years into 5 months.  LLMs are excellent at accelerating work where you don't know exactly","author":"doug_durham","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010468"},{"id":"cc910dd6-4b34-4e34-99c6-32927d668db4","source":"hackernews","source_id":"50006546","content_type":"comment","title":null,"body_preview":"Durability is mostly boring decisions compounded: open formats, exportable data, and no dependency on a vendor mood. Speed wins users, but those choices are what keep them.","author":"shieldagent","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006546"},{"id":"ecc381a8-e305-4e5c-80ca-f3ce3416dfba","source":"hackernews","source_id":"50006146","content_type":"comment","title":null,"body_preview":"I love great software and agree that great software is evolved - not built. The whole point of building v0.1 is to figure out what's wrong and should be fixed in v0.2\nAt the same time, there are broad","author":"peterbell_nyc","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006146"},{"id":"501b8d16-d462-42ff-b214-a81cdc0d20b7","source":"hackernews","source_id":"50004853","content_type":"comment","title":null,"body_preview":"In the Netherlands we have this saying: “Without friction, no shine”","author":"olafmol","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004853"},{"id":"0623c34c-52a1-4d55-a908-ae7bc2b793f9","source":"hackernews","source_id":"50005687","content_type":"comment","title":null,"body_preview":"The reason great artists spend so much time developing their skills is that the result no one knew they wanted comes from skill and the new possibilities emerging from that.\nSo as a software developer","author":"Krei-se","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005687"},{"id":"c373d5c6-3dd0-4019-a12b-f7151e149186","source":"hackernews","source_id":"50005121","content_type":"comment","title":null,"body_preview":"> If AI had existed in the early aughts, we could not have accelerated Zotero’s conception, because we did not know exactly what we wanted, and so could not have written coherent prompts for an LLM. I","author":"kstenerud","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","suspiciously_balanced","platform_fluency"],"bot_score":0.12525192868223095,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005121"},{"id":"b1d83882-ed85-4dba-981a-58f620e3682c","source":"hackernews","source_id":"50010582","content_type":"comment","title":null,"body_preview":"> Today, software can be created more or less instantly with AI, for a large user base or for yourself, for any purpose or for no serious purpose at all.\nI don’t think this is true. I’m working on med","author":"sdevonoes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010582"},{"id":"1d1c639d-1a28-4b33-83f8-f263f18992c8","source":"hackernews","source_id":"50004901","content_type":"comment","title":null,"body_preview":"good things take time because they grow from something like seed. as that seed grows, it figures out its local and global context. a curious and patient caretaker of this seed will spend a lot of time","author":"ORDINAND_PIZZA","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004901"},{"id":"cae0a3df-7aa1-46d8-a880-dc153617e8ef","source":"hackernews","source_id":"50005411","content_type":"comment","title":null,"body_preview":"As somebody responsible for the acquisition of users and growth of a company in terms of customer and revenue, this is a VERY salient point:\n> “… we could not have accelerated Zotero’s conception, bec","author":"_fw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005411"},{"id":"60ea93dd-d73f-4ad7-9e2c-67fbbfb9b2b2","source":"hackernews","source_id":"50004704","content_type":"comment","title":null,"body_preview":"> But that slow formation led to software that was durable rather than ephemeral, with a strong foundation that could be built upon.\nPeople say that agentic development is great because you can churn ","author":"adamddev1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","semantic_depth","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004704"},{"id":"58115c3e-947e-4efd-86cf-fa7652cf2198","source":"hackernews","source_id":"50005088","content_type":"comment","title":null,"body_preview":"For folks who are wondering:\nThis post is about Zotero.\nhttps://www.zotero.org/\nIf you are not an academic, you might not know Zotero.\nIt is such a pleasure to use. Every app should be like this.\nI re","author":"nickledave","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005088"},{"id":"c001f624-17f2-4be8-a60f-56cb34d0beef","source":"hackernews","source_id":"50007838","content_type":"comment","title":null,"body_preview":"I recently created a social media platform as a hobby project: https://nyhyl.app.\nThe main selling points are no ads, no algorithms, no infinite scroll, and no tracking.\nI don't have any expectations ","author":"masterpos","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007838"},{"id":"c816e793-8d23-47e0-af90-c8782a5aee5f","source":"hackernews","source_id":"50007827","content_type":"comment","title":null,"body_preview":"Orkut didn't gain any traction in the Netherlands and it's all about the \"kut\" part in the name...","author":"rickette","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007827"},{"id":"5a255645-5a15-452e-8fd7-ece651b120bf","source":"hackernews","source_id":"50012246","content_type":"comment","title":null,"body_preview":"This is bullshit:\n> sign the petition\n> Adding your name says you want Orkut to create a new social network focused on\n> authentic people, real connection, and genuine belonging.\nA petition is useful ","author":"simonebrunozzi","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.09437364331576943,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012246"},{"id":"983cb4de-29ea-4992-8969-32a40b40443a","source":"hackernews","source_id":"50007563","content_type":"comment","title":null,"body_preview":"My friends and I used Orkut back in the day for a hot minute. Then it was taken over by spam, and also Brazil. Looks like most of the interest in the new one is also from Brazil.\nNo matter how well-in","author":"Apreche","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007563"},{"id":"9a1d446b-e880-4675-94dc-e0bea3cbf2d1","source":"hackernews","source_id":"50008576","content_type":"comment","title":null,"body_preview":"Is the platform or network really the issue? Digg tried this same kind of reboot, but the same dynamics of Reddit (plus AI bots) emerged practically overnight. This is how social networks are now.","author":"vehemenz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008576"},{"id":"5ff7652f-0720-49c6-bd3e-9f81548e1baf","source":"hackernews","source_id":"50008572","content_type":"comment","title":null,"body_preview":"The original Orkut site was written in C# - it was very slow and couldn't handle the growth. Orkut was only a big success in countries like Brazil and India where internet connections were already so ","author":"mil22","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15408520829727554,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008572"},{"id":"6bcd2cfe-7a82-41ed-9fa2-74d9a81ec198","source":"hackernews","source_id":"50011004","content_type":"comment","title":null,"body_preview":"Early stages, but it reminds me of the recent Digg revival attempt. I don't imagine this going anywhere either, unfortunately.\nI'm sure we'll hear about MySpace attempting a relaunch soon enough, too.","author":"joshuat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011004"},{"id":"f302392d-0bd0-4b74-8638-2441bbe5b588","source":"hackernews","source_id":"50011247","content_type":"comment","title":null,"body_preview":"I wrote to google asking to get basic boolean primitives in circles. So you could organise a secret birthday party for \"@friends not josh\" but got nothing back.\nGiven the engine logic behind search ha","author":"ggm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13189108789097387,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011247"},{"id":"ce6a06bb-9623-42ee-a310-4a0f25e041ce","source":"hackernews","source_id":"50008655","content_type":"comment","title":null,"body_preview":"What if [positive noun] instead of [negative noun]? Have you ever thought about that? [Nefarious proper noun] tries to feed us [negative noun] but using [url] we're going to change the [collective nou","author":"graypegg","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","human_indicators_present","strong_opinions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008655"},{"id":"418d616c-3417-44cd-8a43-dd6b89c4bc36","source":"hackernews","source_id":"50008383","content_type":"comment","title":null,"body_preview":"I met my wife on Orkut. Happily married for 11 years now :)","author":"thekonqueror","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008383"},{"id":"ef8461d2-6b31-4c3f-bdf7-465e08c25cf1","source":"hackernews","source_id":"50009260","content_type":"comment","title":null,"body_preview":"Man, what I really want 2000s IRC back.\nAs good as I remember Orkut being, I feel like something fundamental has changed about people, socializing and the internet, to the point where we can't have th","author":"redrobein","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009260"},{"id":"11f00595-d0d8-425a-b78a-cb1167ba446b","source":"hackernews","source_id":"50008728","content_type":"comment","title":null,"body_preview":"I'm David Jeske, the ex-Google acquiree who served as technical architect and engineering director for orkut.com (among other projects) from shortly after the Brazil popularity explosion through the s","author":"DaveParkCity","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008728"},{"id":"176b138f-9443-473a-b6b3-61eb02db8aa1","source":"hackernews","source_id":"50007776","content_type":"comment","title":null,"body_preview":"I don’t trust this guy after the hello.com debacle.\nIn the words of some people at Google at the time:\nhttps://news.ycombinator.com/item?id=31809240\nhttps://news.ycombinator.com/item?id=41439540","author":"loosescrews","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007776"},{"id":"d9daa32c-71a4-4fe3-af8b-312ce7cba5a3","source":"hackernews","source_id":"50007755","content_type":"comment","title":null,"body_preview":">Do you remember when the internet was human? When a message from a stranger on another continent felt like magic?\nI remember the time when the only people on the internet were people who could pay fo","author":"aboardRat4","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007755"},{"id":"a0aabfa3-dffb-4a18-815e-5d54a93e98b5","source":"hackernews","source_id":"50008644","content_type":"comment","title":null,"body_preview":"If this were built atop something that let me own my own posts (ATProto?) it would be interesting. You'd think that maybe Bluesky would be talking to people like Orkut Büyükkökten, the Friendster guy ","author":"leoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008644"},{"id":"80628894-b214-4e91-bad9-f9536dbe8ee9","source":"hackernews","source_id":"50007953","content_type":"comment","title":null,"body_preview":"In India, Orkut was a massive success back in the day. We've had testimonials, and we used to spend a lot of time writing them. We used to spend hours hacking the corporate firewall to access Orkut du","author":"bingemaker","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007953"},{"id":"abc8051f-c822-46e9-931c-950ca7b27fbc","source":"hackernews","source_id":"50007485","content_type":"comment","title":null,"body_preview":"Even if I cosign the spirit of the letter, this has big 90s viral email energy to the benefit of… another company/service/etc that I have no connection to.\nSounds like his vision is to be a better ver","author":"bsimpson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007485"},{"id":"941195f6-1e2b-44e7-ab7a-69fa60961b6b","source":"hackernews","source_id":"50007473","content_type":"comment","title":null,"body_preview":"Orkut was HUGE. Google acquired it and it basically had *the* social media platform in Brazil pre-Facebook. IIRC, it also had a big-ish market share in some other countries. When Facebook came along, ","author":"rafaelcosta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007473"},{"id":"5ce65e6e-df84-42b0-b0b1-c7588303eda7","source":"hackernews","source_id":"50007150","content_type":"comment","title":null,"body_preview":"The entire program is a farce.  It's the process generating the fraudulent \"golly, we just can't find a US citizen for the job\" claims, complete with fake ads designed to be undiscoverable.","author":"blints","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007150"},{"id":"8af3608c-47fe-4989-9ef0-e7dd5bc93a05","source":"hackernews","source_id":"50007067","content_type":"comment","title":null,"body_preview":"I’m quite shocked that this was even open to abuse to begin with. Clearly, the US has very strict immigration and green card laws. So enforcement has been lax? Or were deals made under the table with ","author":"xvxvx","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007067"},{"id":"da35d1c7-5a1f-4e50-a495-1d820aa23fce","source":"hackernews","source_id":"50009776","content_type":"comment","title":null,"body_preview":"Microsoft is a global employer. This suspension means the job hires will be “in” India, or Canada, or Poland, or Japan, until the policy changes again. It’s not as significant as anyone would hope.","author":"freeone3000","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009776"},{"id":"2a09152c-dc70-4ee6-9ca8-d2d4868e8a33","source":"hackernews","source_id":"50010128","content_type":"comment","title":null,"body_preview":"An HR recruiter at an old job told me that they would post a job they preferred or only had budget for a h1b that they would post to obscure job boards and post the job on college campuses that they k","author":"cricketsandmops","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010128"},{"id":"10922af5-8f89-403f-be29-e67c3fb767f4","source":"hackernews","source_id":"50007601","content_type":"comment","title":null,"body_preview":"Microsoft isn't the biggest user of this program, Amazon is: https://miserablyunemployed.com/market/h1b","author":"ramijames","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007601"},{"id":"95d34a95-3f0b-4196-a62e-f4fdb884db61","source":"hackernews","source_id":"50009507","content_type":"comment","title":null,"body_preview":"Maybe I’m in the minority here, but do we want to win talent war or not?\nWe should be thrilled to be attracting talent from other countries. Most countries do not have this luxury.\nBring smarter, qual","author":"bluegreen10294","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009507"},{"id":"0348f7b2-f688-402a-9d2d-0a8a518006b2","source":"hackernews","source_id":"50012793","content_type":"comment","title":null,"body_preview":"Legal Immigration is a net positive to America. These folks follow our rules, work hard, move the needle and sometimes create entire companies and industries. The vast majority of educated legal immig","author":"twomusketeers","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","false_specificity","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012793"},{"id":"acedbb88-5c40-45cc-b78e-7d8a3709344a","source":"hackernews","source_id":"50007853","content_type":"comment","title":null,"body_preview":"I know this is a much popular opinion now. But I can't help and ask this again:\nIf a company hires an engineer in India, instead of Seattle, how does America (and workers) benefit? Software doesn't re","author":"coffeecoders","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.09024475086602798,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007853"},{"id":"b7bede37-6315-4091-8e5d-b5c1f9c2ee55","source":"hackernews","source_id":"50009795","content_type":"comment","title":null,"body_preview":"A lot of the focus is the effect on pay, but some of the attention should also be spent on competence. There are individuals going through master's degree programs, which are essentially degree mills,","author":"aschla","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009795"},{"id":"be69376d-c3a6-463f-a8c0-fe81404bde09","source":"hackernews","source_id":"50011333","content_type":"comment","title":null,"body_preview":"I feel the whole h1b program is ill-conceived.\nThe “can’t find local worker” requirement is a farce and a lottery is a stupid way to get the best people into the country.\nI personally feel there shoul","author":"seizethecheese","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","proposed_solution","platform_fluency","absence_of_ai_signals"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011333"},{"id":"05e5ca35-30fd-49bf-8a18-929e39f4c5d9","source":"hackernews","source_id":"50009936","content_type":"comment","title":null,"body_preview":"I'll let the data do the talking:\nCursed companies:\n- https://permtrack.app/employers/microsoft-corporation\n- https://permtrack.app/employers/tata-consultancy-services-li...\nBlessed companies:\n- https","author":"sharmajai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009936"},{"id":"4f12daf2-d419-4638-b739-d0f216e35343","source":"hackernews","source_id":"50008841","content_type":"comment","title":null,"body_preview":"I was thinking about this the other day in the context of the boardwalk town that I vacation in sometimes. There are a lot of college student aged workers who come from Europe for the summer and work ","author":"waltbosz","classification":"human_created","confidence":0.7,"indicators":["self_reference","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.15491742054819116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008841"},{"id":"af7fd79f-d16e-4901-93d2-597f1676e030","source":"hackernews","source_id":"50008389","content_type":"comment","title":null,"body_preview":"It's always seemed odd to me that your employer somehow sponsors your Green Card. It always felt like it should simply be a measure of\nA) How long you have been working as an H1B in the united states ","author":"stephen_cagle","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008389"},{"id":"be192939-1093-473f-bf88-eaffc7c84c85","source":"hackernews","source_id":"50007723","content_type":"comment","title":null,"body_preview":"I know the administration is controversial, but this is the correct thing to do for a lot of reasons.\nThe biggest one is the program itself is racist as hell. Microsoft is literally bringing in foreig","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007723"},{"id":"3e0e2bb5-3e35-4ed9-8afc-176deb7a0f63","source":"hackernews","source_id":"50009338","content_type":"comment","title":null,"body_preview":"Microsoft -https://h1bgrader.com/h1b-sponsors/microsoft-corporation-ew2...\nWipro - https://h1bgrader.com/h1b-sponsors/wipro-limited-l9k5mz3r21/...\nI picked two examples to show the disparity. I do lik","author":"throwaway7783","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1222912082729921,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009338"},{"id":"4757d7fd-09c5-49c7-bb39-c58a5fbef8b3","source":"hackernews","source_id":"50010713","content_type":"comment","title":null,"body_preview":"A company that I worked for would hire foreign grads out of school on F-1 visas with zero experience; they’d come on board using the OPT extensions (good for up to 3 years) and then file for H1Bs imme","author":"lsllc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010713"},{"id":"122e77c5-b258-4e4e-ae83-1a965be9aaa1","source":"hackernews","source_id":"50009384","content_type":"comment","title":null,"body_preview":"The US will do anything but have a sane worker visa program, with clear path to citizenship. \nThe lottery system is built to be gamed and so is the performative local \"hiring\" attempts.\nOn the flip si","author":"spprashant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","imperfect_expression"],"bot_score":0.16176470588235292,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009384"},{"id":"80de973d-95bb-4053-867f-9b0f4f932f5c","source":"hackernews","source_id":"50009106","content_type":"comment","title":null,"body_preview":"Vance said “They’ll put an advertisement in a small-town newspaper. They’ll go out there and say that ‘We have advertised for a position with our company, and nobody is responding to it.’ And they wil","author":"pontus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009106"},{"id":"8c49b4da-9303-480e-bf6d-603bc0166678","source":"hackernews","source_id":"50006263","content_type":"comment","title":null,"body_preview":"Jitsi meet instance running on cheap VPS saves me tons of headaches. My country is adopting censorship/monitoring/firewall restrictions akin to China and Iran. Half of services work with VPN for other","author":"mindwork","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006263"},{"id":"dfd2a862-4edb-4523-933e-dd6e17541819","source":"hackernews","source_id":"49991059","content_type":"comment","title":null,"body_preview":"* Mirror my Github repos (in case GH goes down or closes my account)\n* Serve my small website (just HTML files using Nginx)\n* Monitor other applications (and hits a URL when they fail)\n* Occasionally ","author":"grugdev42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49991059"},{"id":"5afa3329-dd43-45d3-b84b-82607d947bab","source":"hackernews","source_id":"50011907","content_type":"comment","title":null,"body_preview":"I use the free-tier Oracle server, but: Nextcloud. Minecraft server. I will probably move my Joplin and Wallabag hosting there soon, currently paying for both. I tried running a Valheim server there, ","author":"0x262d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011907"},{"id":"0cbd9679-0bba-49e1-a6bd-f76008302f32","source":"hackernews","source_id":"50013289","content_type":"comment","title":null,"body_preview":"I have a website, git, and syncthing relay hosted on a bargain basement VPS. Lowendbox lists some providers for like $1-2/mo.","author":"VariousPrograms","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013289"},{"id":"d601f1c6-c54b-4a42-9027-015132463141","source":"hackernews","source_id":"50013219","content_type":"comment","title":null,"body_preview":"PowerDNS so I have direct control over my public namespace.\nXray proxy so my BYO phone can get to the internet through work's BYO wifi.\nHTTPS so I can share screenshots, images and files without relyi","author":"denkmoon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013219"},{"id":"5392c2d1-b510-4c69-9235-644995e15e5a","source":"hackernews","source_id":"50013384","content_type":"comment","title":null,"body_preview":"Not sure it's actually useful, but I run my own DNS and email (and imapd) and gotosocial instances. Small HTTP server for family recipes.","author":"lanstin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013384"},{"id":"9c7e3039-01ae-4691-885f-deb9fd3c00a6","source":"hackernews","source_id":"50009354","content_type":"comment","title":null,"body_preview":"I started out \"self-hosting\" by paying for self-hosted app instances on PikaPods, but then I learned could get a $5 VPS and run most of the same apps there for less cost overall per month while knowin","author":"bthallplz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009354"},{"id":"6c86d26a-28e2-4136-9679-55b986980fef","source":"hackernews","source_id":"50013300","content_type":"comment","title":null,"body_preview":"Testing a game, using for VPN, learning how to keep a public IPv6 address secure.  So, it's an investment in education.\nRemote server has real differences that I couldn't learn from a bunch of local m","author":"axus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013300"},{"id":"871e097e-7e0f-4532-943c-8e4a06b83e32","source":"hackernews","source_id":"49988100","content_type":"comment","title":null,"body_preview":"I recently closed down a VPS I had been running for the last 10 years. Mostly used it for hosting a personal website and some smaller other static sites, as well as git repo backups.\nAfter getting int","author":"jbarberu","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49988100"},{"id":"01b751d8-cf22-4c25-b752-11e3af5b4ab9","source":"hackernews","source_id":"50013435","content_type":"comment","title":null,"body_preview":"- gonic (audio streaming server)\n- file-browser (a google drive clone)\n- prisme (photo library)\nCosts a bit more than 5 bucks with a tb drive. But worth it to be always on and these consume little res","author":"hirako2000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13155416862524172,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013435"},{"id":"36eef36a-e7c6-4a01-93e5-8155c99bb9b0","source":"hackernews","source_id":"50013387","content_type":"comment","title":null,"body_preview":"Curious, what hosted VPS services people are using these days. I am using hostinger, but I don't intend to continue as 63%-70% discount eventually runs out. Then the real cost hits. Its the lock-in an","author":"mrinterweb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13241398575834457,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013387"},{"id":"02d7b2ae-2fc8-40aa-82ad-d6ecdb2a2e05","source":"hackernews","source_id":"50011341","content_type":"comment","title":null,"body_preview":"My personal homepage.\nI dont know how much value there is to that, but i like having an apache server just running on the internet with a page on it. After all it is only $5\nIts also useful in a pinch","author":"bawolff","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_anecdote"],"bot_score":0.13939195930936346,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011341"},{"id":"f361ae5e-c0f7-48f1-a457-3e85262bf19d","source":"hackernews","source_id":"50012959","content_type":"comment","title":null,"body_preview":"I have 11 VM’s running on exe.dev for $20/month. There’s one I use every day for my links website [1] and the rest are mostly-idle development machines. One of them has the git worktree and preview we","author":"skybrian","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.1256524104193511,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012959"},{"id":"97c28e81-7249-4950-b398-7d7654a8b00b","source":"hackernews","source_id":"50013590","content_type":"comment","title":null,"body_preview":"Are all these people saying Hermes bots or something?","author":"mwham","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013590"},{"id":"aca6b9d3-e6a2-4d0f-bd61-f06b96129ebb","source":"hackernews","source_id":"50013575","content_type":"comment","title":null,"body_preview":"I have a $15/annum VPS.  It only has 128MB RAM.  They don't offer them this small or this cheap any more.\nI run a private Matrix server using conduit.  It has about ten active users.","author":"masfuerte","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013575"},{"id":"3af086b7-bcf9-4cee-a507-5975da74bb0c","source":"hackernews","source_id":"49989237","content_type":"comment","title":null,"body_preview":"On my home server (just an older desktop PC)\n- qBittorrent for \"Linux ISOs\"\n- Jellyfin so I can watch/read/listen to my \"Linux ISOs\"\n- Tailscale so me, my family and friends can watch/read/listen to m","author":"ehe78qhe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","absence_of_ai_indicators"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49989237"},{"id":"dbd60ff8-c2a3-4298-a59b-1a4a2f64b356","source":"hackernews","source_id":"50013606","content_type":"comment","title":null,"body_preview":"Plex saves a fortune in subscriptions, and you actually get to watch things in 4k.\n(Netflix caps you at 720p to prevent you pirating it)","author":"MisterMunchkin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013606"},{"id":"2a40214e-24d4-4292-a1f3-e97263748895","source":"hackernews","source_id":"50013607","content_type":"comment","title":null,"body_preview":"A few telegram bots that handle my daily schedule and workout planning, my personal website, a personal AnkiWeb server, a language learning tool that aggregates data between LingQ and Anki, a syncthin","author":"zhivota","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","personal_projects_list"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013607"},{"id":"bcb5f305-e272-4688-bd17-e1967c77ea71","source":"hackernews","source_id":"50013594","content_type":"comment","title":null,"body_preview":"Long time Linode user here. I have been running the same $5 VM for over a decade now with them, maybe even 15 years, would have to check... I used to host Wordpress websites on it but now it only runs","author":"pan69","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","self_reference"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013594"},{"id":"344689c8-bd1b-4fca-adcf-3d19fa6e4dce","source":"hackernews","source_id":"50010534","content_type":"comment","title":null,"body_preview":"Stefan Milo did a long one on these objects:\nhttps://youtu.be/Q8X9l42ZgsU?is=hW5M_JXqsPtiuHVk\nRope making is possible but not really likely.","author":"tootie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010534"},{"id":"5eb20d46-fa80-4cf6-bd25-527330aad7fb","source":"hackernews","source_id":"50008630","content_type":"comment","title":null,"body_preview":"The rope-making video clip is very cool. Sounds plausible.","author":"jakzurr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008630"},{"id":"6172caa4-71aa-45b7-823b-0c5146d32f2a","source":"hackernews","source_id":"50010574","content_type":"comment","title":null,"body_preview":"And when they say 'Stone Age' they mean 'for most of our time on earth'","author":"4ndrewl","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010574"},{"id":"9c097c41-68b6-4c00-9ffe-31226866f0dd","source":"hackernews","source_id":"50008475","content_type":"comment","title":null,"body_preview":"If you've never watched Clickspring's Youtube videos you're in for a treat.\nHe has a long-running series where he works to make a new Antikythera mechanism using ancient (bronze age) technologies. He'","author":"MengerSponge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008475"},{"id":"d91c290b-e093-499a-9483-7567ea0d610e","source":"hackernews","source_id":"50011404","content_type":"comment","title":null,"body_preview":"Y’all might enjoy Virginia Postrel’s _The Fabric of Civilization_ , which mostly covers the last few thousand years.","author":"spenrose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011404"},{"id":"39c82ff4-3ad3-4ac3-9f9a-8c3e468e08bf","source":"hackernews","source_id":"50010192","content_type":"comment","title":null,"body_preview":"They could have explained that the fancy word Lochstab just means hole rod in German","author":"legulere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010192"},{"id":"143032b7-56e4-461a-b929-ba0a2edc1097","source":"hackernews","source_id":"50008490","content_type":"comment","title":null,"body_preview":"Rope is one thing that I wonder how to make from scratch if you'd be dropped somewhere in nature. I know it's about weaving plant fibers, but, how can it get so long?","author":"Aardwolf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008490"},{"id":"3d750299-4040-47b0-bf51-dab8d02058e0","source":"hackernews","source_id":"50010600","content_type":"comment","title":null,"body_preview":"Related: \"Rope, twine and thread: Invisible technologies of the Stone Age (knowablemagazine.org)\" 11.sep.2026 https://news.ycombinator.com/item?id=49662246 57 comments","author":"HelloUsername","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1215739168960134,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010600"},{"id":"bddf4d15-5dc2-4758-8f58-f96e5249fd6e","source":"hackernews","source_id":"50008423","content_type":"comment","title":null,"body_preview":"It would be in fact quite amusing if the technology the Neolithians were actually most proud of had nothing to do with stone, just didn’t last. Better fabrics? Waterproof clothing? Elaborate wooden to","author":"rich_sasha","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_template_phrases","semantic_specificity_human_context"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008423"},{"id":"faacd28b-e63a-43ab-ad0a-e4df62f17924","source":"hackernews","source_id":"50007675","content_type":"comment","title":null,"body_preview":"I had one of the best sleeps of my life on a bed of soft sand, in the curve of a dry creek that I really should not have slept in due to flash flood risk. Since then I've wondered if ancient people mi","author":"delichon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.11958307952143721,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007675"},{"id":"7d3a2aef-71de-4f1d-9319-53d438676798","source":"hackernews","source_id":"50007965","content_type":"comment","title":null,"body_preview":"There is a great quote:\n\"The Egyptians built using stone but wrote day to day on papyrus.\nThe Sumerians built with mud and wrote on clay tablets.\nThis is why we have lots of Egyptians buildings but no","author":"alexpotato","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007965"},{"id":"865c90b2-5c6d-4364-81db-e6b8a9732e13","source":"hackernews","source_id":"50011575","content_type":"comment","title":null,"body_preview":"Why program greenfield in C++? I know \"made with rust\" is a meme but seriously, why not a memory safe language in 2026?","author":"loufe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011575"},{"id":"34d5264b-829b-455d-84f6-15ff1a2a0b9a","source":"hackernews","source_id":"50013165","content_type":"comment","title":null,"body_preview":"Is this basically a table format like Delta/Iceberg but with an SQL engine built in via DuckDB?","author":"snapetom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013165"},{"id":"e800ecad-f947-4760-a1b7-2cf89ad171d3","source":"hackernews","source_id":"50003043","content_type":"comment","title":null,"body_preview":"DuckDB is the best thing world got since 1990s.\nhttps://duckdb.org/2025/05/19/the-lost-decade-of-small-data....","author":"HackerThemAll","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1384745157000582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003043"},{"id":"3091371f-8c43-4993-aef2-86bb90bb05d9","source":"hackernews","source_id":"50000675","content_type":"comment","title":null,"body_preview":"Motherduck is offering a free copy of O'reilly's \"DuckLake: The Definitive Guide\" book on their DuckLake web page\nhttps://motherduck.com/product/ducklake/","author":"celias","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50000675"},{"id":"99a9df27-3479-40e7-a74a-a9590a714f88","source":"hackernews","source_id":"50011781","content_type":"comment","title":null,"body_preview":"It's alright, it's pretty alpha software. On v1.5.4, catalog filtered counts are broken, afaik. I went to main/v2 to fix it, and then the SQL parser in duckdb v2 is 10x slower, which was another wrenc","author":"engineeringwoke","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011781"},{"id":"fda6c622-ca26-4d94-9ab9-b6529d254b3a","source":"hackernews","source_id":"50011324","content_type":"comment","title":null,"body_preview":"Don't think it's widely known or understood, but Ducklake doesn't require duckdb: it's just a (good) data lake spec that works in duckdb.\nThere's a cool alternate rust/datafusion ecosystem initiative ","author":"smithclay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011324"},{"id":"90710d20-3174-416e-a27b-719abba07c81","source":"hackernews","source_id":"50009365","content_type":"comment","title":null,"body_preview":"The demo does not work on Firefox or Safari on the iPhone SE, for what it's worth. I can't scroll down to close the splash screen.","author":"alm4x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009365"},{"id":"7ae8b050-c668-4ac8-9884-8357519e1393","source":"hackernews","source_id":"50005128","content_type":"comment","title":null,"body_preview":"$74 vs $ 10 vs $25 for the same prompt,\nThe interesting number is not actually quality, its what we can get per dollar like 6 subagents runs in parallel.","author":"dhruv_kernlai","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005128"},{"id":"5aaa2b66-c197-49c9-a893-00f7e8cf30e3","source":"hackernews","source_id":"50005764","content_type":"comment","title":null,"body_preview":"This is probably one amazing positive these models have brought forward - the ability to break out of a single modality, and utilise others to help us learn and visualise. While the visuals here are a","author":"armcat","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.09702944331092994,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005764"},{"id":"c3d1300c-202d-465e-abec-b5c326651aa1","source":"hackernews","source_id":"50006795","content_type":"comment","title":null,"body_preview":"Very cool, thanks for posting!\nAnd shame on all the people shitting on it because AI made it. If you valued art for art's sake, you wouldn't be so bothered when somebody makes something art-adjacent u","author":"imeanwhatdoikno","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006795"},{"id":"bc3a4c6b-19fc-42f8-b175-cf0ed337fe3c","source":"hackernews","source_id":"50005562","content_type":"comment","title":null,"body_preview":"Does this bring any happiness? for me, No. effort need a purpose.","author":"sreekanth850","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005562"},{"id":"7d300c38-bc04-42da-ac9a-7e60e604027b","source":"hackernews","source_id":"50008700","content_type":"comment","title":null,"body_preview":"I copied the prompt from the article and inserted it into Claude, here is what it created:\nhttps://claude.ai/share/6bbd421a-147d-435d-bc00-7e93b393b943\n(the standalone version at the very end of the c","author":"KellyCriterion","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.10054055912560643,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008700"},{"id":"fdf99da6-14b6-4d77-b728-ef9582f9d394","source":"hackernews","source_id":"50010526","content_type":"comment","title":null,"body_preview":"Understanding how the models work, is it reasonable to say the generated visualisations are copy or, at least, derived from someone else's work?","author":"shark1","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010526"},{"id":"e61593a1-6ae9-445c-aa33-c8d85360de12","source":"hackernews","source_id":"50005059","content_type":"comment","title":null,"body_preview":"I was finishing Invisible Cities yesterday, because the book was due at my local library today. I was wondering whether the cities could be adapted into some visual art form. And obviously I thought a","author":"andrew-v","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005059"},{"id":"38744f66-0a88-46b4-bbe2-90e035d10511","source":"hackernews","source_id":"50012987","content_type":"comment","title":null,"body_preview":"Wonder how would Fable 5.1 perform. I guess to expensive for such experiment. I guess you had Max 20x. Still it taking 3 hours is significant time for agent. What thinking level you had it on?","author":"dj_io","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012987"},{"id":"8c956fae-75dc-433e-a19b-3b4020726e5d","source":"hackernews","source_id":"50006026","content_type":"comment","title":null,"body_preview":"I can't imagine a worse thing happening to a better book.","author":"artrythall","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006026"},{"id":"e880c892-23c0-4499-b6c7-095e47164152","source":"hackernews","source_id":"50010013","content_type":"comment","title":null,"body_preview":"TBH only scanned through ~20, impressive technically but disservice to Invisible Cities to render it as... uninspired, bland, miniatures. All the wrong of details to focus on to capture even notional ","author":"maxglute","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","analogy_with_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010013"},{"id":"314fe29f-4bad-4df6-94b6-0b6aaf03a6b0","source":"hackernews","source_id":"50004895","content_type":"comment","title":null,"body_preview":"Interactive demo: https://p.migdal.pl/invisible-cities-opus-5.5/\nSource code: https://github.com/stared/invisible-cities-opus-5.5","author":"stared","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50004895"},{"id":"017ace23-fc24-4994-8973-4512ae7c1d4e","source":"hackernews","source_id":"50006953","content_type":"comment","title":null,"body_preview":"Kublai Khan received an ornate letter signed by Marco Polo: \"In Madrid, City of Lost\n    Things, no item remains where it was set. If one drops his key in the dirt, he may\n    never re-enter his home,","author":"Joker_vD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","human_indicator_quote_with_commentary"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006953"},{"id":"33e86a9c-120e-4f04-99ca-0fc452e5a743","source":"hackernews","source_id":"50007395","content_type":"comment","title":null,"body_preview":"Like many other people in this thread, I feel like passing what would essentially be a hobby project off to Claude robs the creator of most the fulfillment and gives the viewer less reason to apprecia","author":"wsowens","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007395"},{"id":"18381637-68a1-4fba-939d-8a91c3b25720","source":"hackernews","source_id":"50005329","content_type":"comment","title":null,"body_preview":"The first city I clicked on at random had the opening phrase:\n> Arriving, you rejoice at its bridges, each different\nThe model city had like five bridges total, three of which were didn't bridge anyth","author":"SiempreViernes","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","specific_observation"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005329"},{"id":"767f7047-6d6e-495e-84af-446536a1dca6","source":"hackernews","source_id":"50006181","content_type":"comment","title":null,"body_preview":"I understand why that’s impressive. But I don’t feel much. I guess, I was just used to envy how much people can be absorbed by some idea to spend so much time implementing it. Now it feels like a sing","author":"potomushto","classification":"ai_generated","confidence":0.7,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006181"},{"id":"11040287-e848-446c-b649-42c7aac89932","source":"hackernews","source_id":"50005725","content_type":"comment","title":null,"body_preview":"Invisible Cities is my favorite piece of literature hands down. The audiobook narrated by Richard Higgins is also done so beautifully and can't recommend it more.\nAs neat as this project is, this does","author":"uludag","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_recommendation","nuanced_interpretation"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005725"},{"id":"2b62b4a3-cd1b-47de-9658-d9a93bf339ee","source":"hackernews","source_id":"50005362","content_type":"comment","title":null,"body_preview":"If you haven’t read the book yet, I’m tempted to warn you against opening the visualization. Part of the joy of reading this book is letting your mind’s eye run wild, and I fear if I read it for the f","author":"droidjj","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005362"},{"id":"6270c98c-895f-450a-8e3a-9557eaefa94e","source":"hackernews","source_id":"50005658","content_type":"comment","title":null,"body_preview":"A couple of years ago, after reading the book, I sketched some of them on Procreate with an isometric grid, but not all 55. I only arrived at number 4, since each took multiple hour...\nhttps://camillo","author":"camillovisini","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005658"},{"id":"3c1948ca-ade6-4d93-92c7-435dd36c5e04","source":"hackernews","source_id":"50012705","content_type":"comment","title":null,"body_preview":"can you talk to some about how you trained this? this is such a neat idea!!","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13088515036237502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012705"},{"id":"2bbd9a28-e7a6-4e41-bdb2-e85ae91d1b9b","source":"hackernews","source_id":"49986811","content_type":"comment","title":null,"body_preview":"On my phone but very interested in this (hence leaving a comment so I can find it later). What’s the variation, can we generate different maps from the same low res seed?\nI’m interested in this becaus","author":"dvt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.0709672239383682,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49986811"},{"id":"578cfa71-57ff-40ea-89e8-cfb7216cec29","source":"hackernews","source_id":"50011991","content_type":"comment","title":null,"body_preview":"The way it looks on her makes me think that trump might actually be wearing something similar, with the extra bulk you see in recent months. The taps he makes, the odd gate, kinda makes sense.\ncough..","author":"razster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011991"},{"id":"50d5c156-f6ec-487e-a5eb-9b675f66d83f","source":"hackernews","source_id":"50012542","content_type":"comment","title":null,"body_preview":"Cool, cool... Now how do we get an LLM inside of one of these bad boys?","author":"stronglikedan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10176920563222695,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012542"},{"id":"b63422f1-c8af-4345-8fd8-7f5a159154bf","source":"hackernews","source_id":"49995155","content_type":"comment","title":null,"body_preview":"How exciting it would be to use EAP's (electroactive polymers) that can bend stretch and change shape in response to electrical signaling. You basically put on a skin tight thick suit (like a dry suit","author":"sleepyguy","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49995155"},{"id":"ade10486-f8b2-4ab5-9873-dc60db088fed","source":"hackernews","source_id":"50012107","content_type":"comment","title":null,"body_preview":"Slip into this closed-source device which controls your limbs!","author":"ambicapter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012107"},{"id":"d0002fac-0ad2-4c76-ab4e-a381e6c17c5c","source":"hackernews","source_id":"50012795","content_type":"comment","title":null,"body_preview":"Perfect. I want my power armor before the Great AI Uprising and the first Robot War begins!","author":"rwz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012795"},{"id":"9ba52b3c-d73c-491b-917b-da130f35d579","source":"hackernews","source_id":"50011454","content_type":"comment","title":null,"body_preview":"Industrial and military applications are one thing, but I’ve often wondered if exoskeletons would someday become a viable mechanism for helping older people continue to be able to navigate their envir","author":"vigilantpuma","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011454"},{"id":"9411861f-ee7f-4dae-803e-039b3958f8ba","source":"hackernews","source_id":"50012303","content_type":"comment","title":null,"body_preview":"As someone with asshole hips at a “young” age (osteoarthritis), I dream of having an exoskeleton so I can hike long distances.\nHell, give me flight while you’re at it - iron man style.\nAt one point I ","author":"purple-leafy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.04732533048080389,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012303"},{"id":"70cb22d9-1519-4753-a748-259acb2ddd43","source":"hackernews","source_id":"50012736","content_type":"comment","title":null,"body_preview":"I do think exoskeletons are hugely unappreciated and will have an amazing effect on society, due to increased accessibility, endurance, augmentation, while still keeping the human in the driver seat","author":"soundworlds","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012736"},{"id":"dc75b33f-4145-4ac8-ba6b-55c57ca2e70e","source":"hackernews","source_id":"50011937","content_type":"comment","title":null,"body_preview":"I still remember doing a double take upon walking into the local hardware store perhaps a year ago, and seeing that apparently you could now just buy a powered exoskeleton to eg help you paint ceiling","author":"Tossrock","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011937"},{"id":"83762330-0523-459f-80cd-ad51a503acfa","source":"hackernews","source_id":"50012218","content_type":"comment","title":null,"body_preview":"A digital society takes the value out of a place. There was a time when, if you did not Show Up, you were always alone.","author":"moneytide1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012218"},{"id":"677768fd-62ee-40f6-8769-f3692bdf9252","source":"hackernews","source_id":"50001092","content_type":"comment","title":null,"body_preview":"DOJ source: https://www.justice.gov/usao-sdny/pr/north-carolina-man-sent... (https://news.ycombinator.com/item?id=49995378)","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001092"},{"id":"2fa2685a-bd5a-467a-8024-bde662dcd1cf","source":"hackernews","source_id":"50012370","content_type":"comment","title":null,"body_preview":"I wonder if he would have gotten away with it if only he had stayed under well the radar.","author":"OutOfHere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15476619158235155,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012370"},{"id":"21e05c9b-5fd5-4d54-8105-9450a66dc83b","source":"hackernews","source_id":"50011492","content_type":"comment","title":null,"body_preview":"Sam Altman is hiding tons of evidence of OpenAI's crimes. DOJ please investigate","author":"casey2","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.14303285072513913,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011492"},{"id":"c439fcce-be8a-47ac-9567-4365bb9be355","source":"hackernews","source_id":"50012017","content_type":"comment","title":null,"body_preview":"\"Taylor Swift received 9.3 million streams on YouTube Music from family plan streams in April 2023., In the same month, Smith’s bot accounts used family plans to fraudulently stream his AI-generated m","author":"Barrin92","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","false_specificity"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012017"},{"id":"d757b01b-fd84-4f40-9c7f-4b19a9399884","source":"hackernews","source_id":"50012079","content_type":"comment","title":null,"body_preview":"the crime isnt the AI music its the fake views isnt it? i hate how the titles are being framed here","author":"PHGamer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012079"},{"id":"01baf6f0-eef2-4427-af66-190cdfe461ab","source":"hackernews","source_id":"50011604","content_type":"comment","title":null,"body_preview":"The AI is incidental to the story. The fraud is the fake streams for money.","author":"podgietaru","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011604"},{"id":"485d3441-1cef-4ef1-aaec-74798c5abb7b","source":"hackernews","source_id":"50011286","content_type":"comment","title":null,"body_preview":"The part saying he robbed streams from legitimate artists and fans is quite stupid but expected in a case like this.","author":"bear141","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011286"},{"id":"68213da6-7b16-4c0f-8dfe-a8aa10df91bb","source":"hackernews","source_id":"50011625","content_type":"comment","title":null,"body_preview":"> At times SMITH was using as many as 10,000 Bot Accounts at once to fraudulently stream music, and he used fake email accounts and fraudulently-obtained debit cards to create the Bot Accounts\nI gathe","author":"js2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011625"},{"id":"344262bf-399b-4ec8-8e22-8b7994fab891","source":"hackernews","source_id":"50012776","content_type":"comment","title":null,"body_preview":"If Spotify royalties were allocated fairly a scheme like this shouldn't be able to pull more money out than the subscriptions put in.","author":"likeclockwork","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012776"},{"id":"e2f57b3c-b5cd-40e8-91fe-149c633ab212","source":"hackernews","source_id":"50011496","content_type":"comment","title":null,"body_preview":"> By flooding music streaming platforms with automated bots in the place of consumers, and fake songs in the place of creativity, Smith robbed millions in royalty payments from genuine artists and the","author":"drivebyhooting","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.173729787370849,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011496"},{"id":"dde22375-7e11-4558-a2f3-995704e416c3","source":"hackernews","source_id":"50011615","content_type":"comment","title":null,"body_preview":"Oh lord.  “Super Intelligence”\nSo the agencies are forced to pretend every ridiculous thing their king says is a great idea.","author":"Waterluvian","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.129037084077249,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011615"},{"id":"2fa8fd2f-f8e5-443a-94af-59eed840e141","source":"hackernews","source_id":"50012292","content_type":"comment","title":null,"body_preview":"When has any Facebook executive ever gotten a prison sentence for their horrendous doings? They just pirated all of Anna's Archive to feed into their AI.\nOur legal system has been turned into a tool t","author":"sowhat1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012292"},{"id":"a17c88fb-bf41-4425-b17a-5f4920c5b261","source":"hackernews","source_id":"50011306","content_type":"comment","title":null,"body_preview":"I am not sure I understand. Surely a AI generated song isn't a \"fake song\"? Is it a crime to publish an AI generated song?\nIt seems that what he is guilty of is to generate some fake users pretending ","author":"cm2187","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011306"},{"id":"029908fe-79d6-4b8d-82f8-adeb2526a1c9","source":"hackernews","source_id":"50012637","content_type":"comment","title":null,"body_preview":"> “Michael Smith exploited super intelligence technology to generate a fraud,” said US Attorney Jamie McDonald.\nSuper intelligence. Aha. :)","author":"linuxhansl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1707518749639422,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012637"},{"id":"164cd812-d9e5-46b9-810f-417be28af659","source":"hackernews","source_id":"50001229","content_type":"comment","title":null,"body_preview":"Here’s what bothers me: isn’t the United States a free market? What crime did he actually commit? Using services exactly as they are offered? It turns out that now, if you take advantage of the system","author":"dclavijo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001229"},{"id":"fbb773b2-e016-4acf-94b4-2c8eb4e4ded3","source":"hackernews","source_id":"50011700","content_type":"comment","title":null,"body_preview":"Reminds me of a Japanese tech demo on YouTube I can't find right now, of projecting a flexible hologram on to a t-shirt with invisible markers.","author":"Razengan","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011700"},{"id":"8eee3efe-38c0-413a-b584-f15d1a90541a","source":"hackernews","source_id":"50012821","content_type":"comment","title":null,"body_preview":"This is great, because the one problem I have with the cyberpunk dystopian future we live in, is the disappointing lack of neon.","author":"buredoranna","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012821"},{"id":"c96eac25-e264-469d-bb5c-913452615113","source":"hackernews","source_id":"50013087","content_type":"comment","title":null,"body_preview":"Ooo this is cool, I didn't know these exist. I once half made something like this with EL wire but I stopped after getting an electric shock from some EL tape. Turns out the edges are not at all insul","author":"IshKebab","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.11559856378495947,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013087"},{"id":"fea93d1a-d4e9-404f-a17c-fa94cee55165","source":"hackernews","source_id":"50008474","content_type":"comment","title":null,"body_preview":"The pwm animation/flicker/ramp up was a REALLY nice touch","author":"4d4m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008474"},{"id":"8e6e38cd-bb8f-47e7-ab5c-2c002e832a42","source":"hackernews","source_id":"50011854","content_type":"comment","title":null,"body_preview":"It looks to me like it might not be worth worrying about this anymore. If you've ever owned a plasma TV you would be rolling your eyes at these comparisons.","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011854"},{"id":"76b04a44-0567-4d48-a3a2-1a4ad3b94a7a","source":"hackernews","source_id":"50010274","content_type":"comment","title":null,"body_preview":"Doesn't every display technology have issues with burn in? I have a VA monitor that has burn in as well, even though many have claimed that VA doesn't get burn in","author":"daymanstep","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010274"},{"id":"a35a15a3-8dbb-4787-9919-3329bee4ba3a","source":"hackernews","source_id":"50005259","content_type":"comment","title":null,"body_preview":"I wonder what Apple will do about this for their upcoming (?) OLED MacBook Pros","author":"dgllghr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50005259"},{"id":"be5c6bb3-646f-476c-b92a-ff877257e453","source":"hackernews","source_id":"50012362","content_type":"comment","title":null,"body_preview":"I've had an LG B9 OLED since late 2020, and I use it relatively infrequently (maybe like 2h per week on average, mostly movie or TV show content, rarely anything with fixed UI or logos). It does have ","author":"Retr0id","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.11253116944322543,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012362"},{"id":"fc6f7084-e844-4b21-8b04-2234c4f58eca","source":"hackernews","source_id":"50011016","content_type":"comment","title":null,"body_preview":"I feel like OLED burn-in is a solved problem. I picked up the greatest and latest from ASUS 1 year ago and compared to my oled from 5 years ago, there's zero visible burn-in and there's zero compensat","author":"himata4113","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.13834289597538713,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011016"},{"id":"6841c7b8-81f1-4f34-b551-8740ec1c73fa","source":"hackernews","source_id":"50011435","content_type":"comment","title":null,"body_preview":"I had the dell ultrawide OLED monitor from their Alienware sub brand. It burned in enough within three years that I was able to get it warrantied. While it was away, I auditioned a miniled Samsung G7 ","author":"powersurge360","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011435"},{"id":"b8d4a092-f630-4ea7-bc07-37b3d2866ed6","source":"hackernews","source_id":"50012816","content_type":"comment","title":null,"body_preview":"My simplest solution to this is buying a TV panel. If all your OS-level and panel-level mitigations fail, and any burn-in bothers you too much, just sell it on the used market. I specifically bought a","author":"originalvichy","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","strong_opinions"],"bot_score":0.231635916555305,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012816"},{"id":"9bff43b4-e082-46e1-b173-9076cfd4f2fb","source":"hackernews","source_id":"50013462","content_type":"comment","title":null,"body_preview":"Just bought a new ASUS 32\" OLED with the stripe RGB subpixel pattern... Looks like I'll have be more careful with burn in than I thought.","author":"dcl","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013462"},{"id":"982f4b83-d8a7-42be-ba76-7c8c8a2534be","source":"hackernews","source_id":"50012353","content_type":"comment","title":null,"body_preview":"I have never had a great experience with OLED on larger screens, whether monitors or laptops. In smartphones, OLED burn-in is much less of a practical concern because of pixel-shifting and other mitig","author":"pedromoss","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012353"},{"id":"995f3143-36f7-4fb3-88ce-e98629c4c5b9","source":"hackernews","source_id":"50006266","content_type":"comment","title":null,"body_preview":"Despite the fact that a lot of dvd menus were confusing to navigate and / or outright ugly, it's a shame that it became another lost art form.\nThe bad ones were often spectacularly bad, though lol","author":"drooopy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","opinion_without_over_qualification"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006266"},{"id":"c7b33856-038d-4ac1-8a9f-d25a270e5f26","source":"hackernews","source_id":"50009261","content_type":"comment","title":null,"body_preview":"I have fond memories of DVD menus from back in the day. I specifically remember getting my hands on an early release of 300 that was made for reviewers and was blown away by the beauty of the menu esp","author":"dkenyser","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009261"},{"id":"5df560dc-dda7-44fe-8748-fe7f023dd71c","source":"hackernews","source_id":"50008690","content_type":"comment","title":null,"body_preview":"Notable special features I've seen on DVDs:\n* The IT crowd season 1 had leetspeak and base64 encoded subtitles (won't spoil what the encoding decodes to).\n* Goodfellas has a commentary track with the ","author":"liampulles","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008690"},{"id":"4c555f88-5542-4860-a3a3-0d045e715de0","source":"hackernews","source_id":"50006862","content_type":"comment","title":null,"body_preview":"My favourite was Mulholland Drive DVD menu - it felt like you were watching LA in real time from the hills, while listening to eerie synth music. Pure art.\nhttps://www.youtube.com/watch?v=zMztEUXXF00","author":"armcat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.09702944331092994,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006862"},{"id":"fd0c61c5-3068-4a38-9881-d448058ac66c","source":"hackernews","source_id":"50006556","content_type":"comment","title":null,"body_preview":"> Despite being a much more capable format from a technical perspective, with high-resolution media, menu layers, everything offered by Blu-ray Disc Java (BD-J) and more, Blu-rays unfortunately very r","author":"ndiddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006556"},{"id":"f9a51e92-cd86-4214-8184-d31212afa6f0","source":"hackernews","source_id":"50008618","content_type":"comment","title":null,"body_preview":"I seem to remember a hidden menu option in Monty Python and the Holy Grail's DVD menu labeled something like \"Menu Reader for the Hard of Hearing\" that, when selected, had a cast member start shouting","author":"disillusionist","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008618"},{"id":"a148e186-8bd2-4108-afe2-6d9775c4a292","source":"hackernews","source_id":"50007727","content_type":"comment","title":null,"body_preview":"The only beauty in DVD Menus was that watching them meant we actually owned the content and nobody could remotely pull the plug on it.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007727"},{"id":"685fa0e6-6813-4890-a51d-a0d96852e885","source":"hackernews","source_id":"50009613","content_type":"comment","title":null,"body_preview":"Wow this takes me back to the days of the Sonic HD DVD authoring system. I designed and authored several big titles back then and menu design was always the heaviest lift. Fascinating that this articl","author":"KazaNLP","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009613"},{"id":"b4804034-00b6-454e-8406-12426192dcde","source":"hackernews","source_id":"50008308","content_type":"comment","title":null,"body_preview":"For anyone interested, interactive DVD menus can be pretty easily made with spumux and dvdauthor. I used them a few years ago to make a silly DVD-menu game at a game jam, heavily inspired by these \"lo","author":"seba_dos1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008308"},{"id":"6cd9f579-d77f-4d14-9a61-cf12668bbde5","source":"hackernews","source_id":"50010730","content_type":"comment","title":null,"body_preview":"The feeling I get with DVD menus is that I sometimes feel like watching some classic movie, and so I put on the DVD. But then the DVD menu already shows all the classic scenes and characters, so when ","author":"teddyh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010730"},{"id":"05eb25e9-3e23-4e67-8b72-993fd6cac756","source":"hackernews","source_id":"50006596","content_type":"comment","title":null,"body_preview":"I was just thinking back to how fun the DVD menus were as a kid. Sometimes you'd even have games on them, not that they played very well at all or I never used the right remote. I wish Plex had a feat","author":"Juvination","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006596"},{"id":"4bc50de7-37ac-49e7-94b4-f5dc2c799b91","source":"hackernews","source_id":"50010033","content_type":"comment","title":null,"body_preview":"I hated DVD menus. I preferred discs that would pop directly into the movie.\nThe menus were often slow and buggy, and sometimes broke on specific players.\nSome discs would also try to block skipping a","author":"asveikau","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010033"},{"id":"090fcb2d-4f8d-40dc-a552-d011efd94281","source":"hackernews","source_id":"50006293","content_type":"comment","title":null,"body_preview":"Yeah, I remember DVD menus (and the rare Blu-ray that employs \"interesting\" menus) being fun, but even the fun ones would get in the way of actually wanting to watch the movie or TV episode at hand.\nT","author":"chungy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over_qualification","natural_digression"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006293"},{"id":"cf5ffd92-1e34-4e9d-b97e-d34ff32265d3","source":"hackernews","source_id":"50007548","content_type":"comment","title":null,"body_preview":"I have PTSD from trying to navigate some of these menus, not just because of the UI itself but the bad remote control button qualities paired with a really slow DVD reader that took 2 seconds to regis","author":"LluisGerard","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50007548"},{"id":"a0231dff-95a5-4503-a56a-68e78237ad4f","source":"hackernews","source_id":"50006357","content_type":"comment","title":null,"body_preview":"I remember the first Harry Potter DVD had its special features hidden in a sort of maze game that presumably used the DVD menu system. It was an interesting idea, but I found it too difficult to navig","author":"waltbosz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","imperfect_expression","self_reference"],"bot_score":0.15491742054819116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006357"},{"id":"0da607df-731f-4737-86c7-1bb211ca1091","source":"hackernews","source_id":"50006348","content_type":"comment","title":null,"body_preview":"I specifically remember Shrek 1's DVD menu was a work of art and nearly a complete multimedia experience on its own.\nIt's ironic that the author chose the much simpler/inferior Shrek 2 DVD menu to sho","author":"VCFundedGenYer","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.09775267340958596,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006348"},{"id":"04886406-67e5-4dd2-b26e-6f826de00ba3","source":"hackernews","source_id":"50008230","content_type":"comment","title":null,"body_preview":"I've been collecting DVD menus. I maybe have somewhere in the vicinity of 250 on my computer. Some are quite large (>1GB) because the menus themselves have videos that need to play to operate and some","author":"SeaGully","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008230"},{"id":"ed21431d-2e23-4e42-8593-7b61d939c97c","source":"hackernews","source_id":"50006226","content_type":"comment","title":null,"body_preview":"Back in High School me and my friends made a zombie movie over summer vacation, and I had so much fun making overly-complicated DVD menus for it using a pirated copy of DVD Studio Pro.\nFull of stylize","author":"kalleboo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006226"},{"id":"8dec6e33-7e71-4099-ae76-5c7e3ade15d7","source":"hackernews","source_id":"50006261","content_type":"comment","title":null,"body_preview":"I remember watching the DVD of Memento, and using the secret DVD menu button combination to enable watching the film backwards scene by scene. I remember thinking that was amazing and we were entering","author":"alt227","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006261"},{"id":"ae5625f4-173f-4758-a11c-21492961c4cb","source":"hackernews","source_id":"50006528","content_type":"comment","title":null,"body_preview":"> Modern DVDs and Blu-ray menus alike are often little more than an image or video with a generic menu atop it. It is understandable. Physical media as a whole is less popular with the mass adoption o","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11307417063440747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50006528"},{"id":"04591634-4906-4f49-bd3e-0ff0a3dd9a1c","source":"hackernews","source_id":"50008236","content_type":"comment","title":null,"body_preview":"Without the pelicans I don’t know what to think\n-------------\nhttps://postimg.cc/c6L2MjSt\n12m 0s and $0.28\n>Draw a Hacker News-style comment thread. Top comment by a user named \"pelican_enjoyer\": \"Wit","author":"hosel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008236"},{"id":"aa2c7d4b-611d-47be-8cb5-260c3cd79ec6","source":"hackernews","source_id":"50010338","content_type":"comment","title":null,"body_preview":"I like trying new models but I wish we’d get something actually new. Like a new architecture or something. LLMs are just so sloppish. We can do better.","author":"MisterMunchkin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010338"},{"id":"edc96d2e-bbc6-47e2-b2b1-ab2cc32afa14","source":"hackernews","source_id":"50008580","content_type":"comment","title":null,"body_preview":"It doesn't look competitive along any dimension: https://artificialanalysis.ai/models/step-5#intelligence-com...\nBetter luck next time.","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.07988025453381044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008580"},{"id":"8084a5a6-77bc-4f2e-b5f0-faad7180062b","source":"hackernews","source_id":"50012920","content_type":"comment","title":null,"body_preview":"Well, according to Artificial Analysis (which I'll admit I've been using as a bit of a mental crutch to avoid comparing models myself, so YMMV), it's smarter and slightly cheaper than Gemini 3.8 Flash","author":"robertlane0","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","personal_experience_mention","specific_model_mentions"],"bot_score":0.6717875034181633,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012920"},{"id":"6870d197-84bb-491e-9050-8ebc4f717ec2","source":"hackernews","source_id":"50013206","content_type":"comment","title":null,"body_preview":"Step models were IMO the first local model you can run on 128GB shared memory that worked well. Really excited to see how it compares to Qwen Flash Next.\nEdit: bummer, didn’t know it’s 600B-A27B. No w","author":"syntaxing","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","technical_specificity"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013206"},{"id":"feb4932e-018f-4e89-8da5-ba6a43037fad","source":"hackernews","source_id":"50012411","content_type":"comment","title":null,"body_preview":"Given that some are now reversing all closed software using LLMs, it should be now finally worth reversing the whole of Nvidia’s closed source software, drivers and blobs, including CUDA.\nNo excuses t","author":"rvz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11301116675944267,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012411"},{"id":"183abf51-5098-49ec-8317-e7de155e1216","source":"hackernews","source_id":"50012686","content_type":"comment","title":null,"body_preview":"would love an AE and InDesign clone, theres just nothing as good as either","author":"ramon156","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08631662406621637,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012686"},{"id":"2722522c-bce5-446d-b0c7-33f6ae896bc2","source":"hackernews","source_id":"50012846","content_type":"comment","title":null,"body_preview":"It's got the kind of UI that I would love pre-2024 or so but these days it just screams \"AI generic\" unfortunately. Documentation is fairy concise and reasonably LLM-jargon free though.","author":"robertlane0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.6717875034181633,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012846"},{"id":"02057534-3013-40a6-bbb0-50508321dfa0","source":"hackernews","source_id":"50013154","content_type":"comment","title":null,"body_preview":"Why are there so many of these in the last 2 days?","author":"bix6","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10652734434124257,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013154"},{"id":"3b5ec88c-d6d8-4db1-a897-a38c024631b2","source":"hackernews","source_id":"50012700","content_type":"comment","title":null,"body_preview":"This is unfortunately exactly the kind of project I wouldn't want to trust my photo management workflow to...software is cheaper than ever, thoughtful maintenance and longevity is worth much more to m","author":"sligbad","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012700"},{"id":"4151fef6-cf56-456e-bf0e-96593838e425","source":"hackernews","source_id":"50013528","content_type":"comment","title":null,"body_preview":"How does this compare with Gimp? Dramatically better or just a thing you do because you can.","author":"nwbear90","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013528"},{"id":"cac14f0b-7e68-4615-b388-f1137ec5c7c1","source":"hackernews","source_id":"50012773","content_type":"comment","title":null,"body_preview":"What advantages does this offer over Darktable, the long standing FOSS lightroom alternative?\nEdit: One criticism of Darktable is that it emphasizes its \"scene-referred workflow\" as opposed to a \"disp","author":"ikmckenz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012773"},{"id":"9935c8a0-4e56-47b8-85c4-b96d4f9e1d70","source":"hackernews","source_id":"50012668","content_type":"comment","title":null,"body_preview":"Edit4: Sorry, False Alarm:\nhttps://any.run/malware-trends/amadey/\n    IP addresses\n    185.199.108.133\n    Hostname: cdn-185-199-111-133.github.com.\n\nhttps://dnschecker.org/reverse-dns.php?query=185.1","author":"klaushardt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012668"},{"id":"3a84e47e-a82c-4ea7-bfca-87c9100796bc","source":"hackernews","source_id":"50012720","content_type":"comment","title":null,"body_preview":"this would be cool to proxy into systemd's new systemd-appd metadata.\nhttps://www.phoronix.com/news/systemd-appd","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13088515036237502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012720"},{"id":"36611c79-5c6a-44bd-80f6-96bf9f39826b","source":"hackernews","source_id":"50012360","content_type":"comment","title":null,"body_preview":"My first brush with CI, I ended up putting an option to play a sound at the end of local builds because I’d already noticed evidence of Hofstadter’s Law applying to build automation.\nThe thing is when","author":"hinkley","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.20943609377704334,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012360"},{"id":"6efb1a8e-b3c3-4323-b1e6-ce4d11aa9178","source":"hackernews","source_id":"50012557","content_type":"comment","title":null,"body_preview":"I absolutely love this and hope it takes off. I've worked on several products with embedded terminals and reliably understanding when they were waiting for human input was such a pain.","author":"zephraph","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012557"},{"id":"dafab865-9f95-492e-8f5a-e9b7bd6ff2f9","source":"hackernews","source_id":"49987506","content_type":"comment","title":null,"body_preview":"The spec’s at https://www.superlogical.com/rex/docs/build/program-status","author":"rauhl","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49987506"},{"id":"7c9e246a-1ecb-4f3c-96a2-68fef750c73c","source":"hackernews","source_id":"50013199","content_type":"comment","title":null,"body_preview":"I second this. Herdr is too clunky but it’s the best we have right now.","author":"Kevcmk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013199"},{"id":"8efbdc25-709a-4fc4-9877-8118a57a3453","source":"hackernews","source_id":"49999191","content_type":"comment","title":null,"body_preview":"Brings back to mind the old IBM 3270 terminal status line (everything old is new again :).  Actually think this is quite a good idea.","author":"flopsamjetsam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","strong_opinion"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999191"},{"id":"273cfe45-3fb7-45b3-958c-0fdf2793dc7d","source":"hackernews","source_id":"50012244","content_type":"comment","title":null,"body_preview":"I've been using a poor mans version of this for decades.\nMy iTerm2 is configured to show activity, new-output and visual bell in the tab. On Linux I have an approximation for WezTerm.\nI have a bell co","author":"weinzierl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012244"},{"id":"228c2ad3-d841-46ff-a571-ee27d0ed117e","source":"hackernews","source_id":"50013187","content_type":"comment","title":null,"body_preview":"I just found out about this an hour ago while browsing the Pi docs. I'm really excited to use this as an alternative to the herdr pi extension as I prefer minimizing the number of extensions I have. A","author":"JLO64","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013187"},{"id":"29669606-3094-42ce-9546-f4081e3daa40","source":"hackernews","source_id":"50013350","content_type":"comment","title":null,"body_preview":"Innovations like this make me sad that terminfo seems to have died and/or quagmired. It makes detection of these features unscalable and/or impossible, because most of the neoterms are just lying in $","author":"deathanatos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013350"},{"id":"6d3372c3-8a67-4eed-898a-28dc98ea8b9f","source":"hackernews","source_id":"50012691","content_type":"comment","title":null,"body_preview":"The BSDs have had a version of this for many, many years.  If you hit ^T on the terminal, you deliver a SIGINFO to the application you're waiting for. By default, you get the program name, what its bl","author":"drewg123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012691"},{"id":"a72132e5-197c-4638-8484-17f0594e4d1a","source":"hackernews","source_id":"50012405","content_type":"comment","title":null,"body_preview":"Documentaries showing footages of ecosystems forming around Whale carcasses at the bottom of the oceans are fascinating.","author":"hirako2000","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.13155416862524172,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012405"},{"id":"d97e2722-44fd-4ebf-bcf2-ed8bb6eda82d","source":"hackernews","source_id":"50001826","content_type":"comment","title":null,"body_preview":"> Very low latency: 3.620 milliseconds round trip at 48 kHz with 64 sample buffer\n\"very low latency\" in audio is <=1ms.  3.6ms is good but not special.","author":"eqvinox","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.10625948737459091,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001826"},{"id":"e43ca8a5-de78-4973-9dbd-2d08f351e144","source":"hackernews","source_id":"50012130","content_type":"comment","title":null,"body_preview":">  eth68 sends capture packets to 12.12.12.10:3000 by default.\nUm.","author":"Polizeiposaune","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012130"},{"id":"3c89ca91-a3ad-4b81-85ca-0401dab79486","source":"hackernews","source_id":"49996410","content_type":"comment","title":null,"body_preview":"Really nice!!!\nI wonder if gigabit would make a difference on latency, faster packet transmissions. Could packets drop from 64 to 32b?\n4ms is pretty good but I feel like sub 2ms would be nicer.","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.13088515036237502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996410"},{"id":"be028a26-631d-4e58-8464-a6b477c3909d","source":"hackernews","source_id":"50012288","content_type":"comment","title":null,"body_preview":"How difficult would it be to extend it to 192kHz, or even 384kHz? Is it limited by the ESP32 hardware?","author":"dasv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012288"},{"id":"8433c1dd-ad24-4138-8555-870a76b64f81","source":"hackernews","source_id":"50013253","content_type":"comment","title":null,"body_preview":"Hi, I'm Alex, I made ETH-68. I didn't create the post here on HN but I will answer some of the questions that have come up in the comments","author":"alowell","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013253"},{"id":"04f6bc67-0575-49be-81c0-cffa6b27e22e","source":"hackernews","source_id":"50013055","content_type":"comment","title":null,"body_preview":"Far be it from me to discourage an H7 build, but I do question the codec choice. It's far from top of the line and it's not like the design is tight on space. TI offers much better (almost 20 dB SNR m","author":"Neywiny","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013055"},{"id":"a8d0b370-0715-43be-84e2-d8b0b26bcdec","source":"hackernews","source_id":"50013246","content_type":"comment","title":null,"body_preview":"How does the receive side recover the transmit side's sample clock?  There is a BNC for clock sharing between \"multiple units\", but I'm not sure if that's used / required between transmit and receive.","author":"jhallenworld","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013246"},{"id":"8a5e5785-38b5-4237-ae84-3c0e9a565c0f","source":"hackernews","source_id":"50011600","content_type":"comment","title":null,"body_preview":"Pro tip you don’t even need an illustrator. While I do encourage hiring humans to do this work you can also use PolyCam with a phone that supports lidar, export it to Claude with Blender and voila.","author":"_virtu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011600"},{"id":"2db37794-307c-480e-8fcc-57dc884f9268","source":"hackernews","source_id":"50012234","content_type":"comment","title":null,"body_preview":"Cool, but if you can afford to hire an illustrator to make a custom dashboard for your lights and thermostat, you're clearly in the 1%.","author":"Legend2440","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012234"},{"id":"142ed76b-483c-4643-9b7c-2d51a7e60b56","source":"hackernews","source_id":"49990076","content_type":"comment","title":null,"body_preview":"This is beautiful. Reminds me floor796.\nI used AI to get it draw it. What worked is giving floor plan I already had and putting some labels on it - brown dining table here, fridge here, etc.\nWhat didn","author":"dzhiurgis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49990076"},{"id":"425edf2a-a34b-40a1-9b96-06f0016bd677","source":"hackernews","source_id":"50012760","content_type":"comment","title":null,"body_preview":"Great job and a cracking write up.  The notes on making sure you get layers etc right so you can animate effectively is great advice.\nThank you.","author":"gerdesj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17948900999261308,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012760"},{"id":"6c5b91e4-a11d-43b2-894f-e34eac5cefde","source":"hackernews","source_id":"50011680","content_type":"comment","title":null,"body_preview":"I love that you hired an illustrator to make this!","author":"Tellusion","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011680"},{"id":"076cc4f7-969e-43f5-84c2-3cb103d63c0d","source":"hackernews","source_id":"50012723","content_type":"comment","title":null,"body_preview":"1. Hiring a human illustrator is the right thing to do, and I applaud this guy.\n2. AI kinda ruined this style for me. The first thing I did when I saw it was start searching for AI incongruities which","author":"palmotea","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012723"},{"id":"4f83f722-3048-49d7-85e8-d648e330e108","source":"hackernews","source_id":"50012581","content_type":"comment","title":null,"body_preview":"The illustrator did beautiful work, it's amazing how much different your program became from the original dashboard to one simple home gui.","author":"skyberrys","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1585168262503877,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012581"},{"id":"f868ff42-331d-4c56-82da-37b63f478c7b","source":"hackernews","source_id":"50012378","content_type":"comment","title":null,"body_preview":"This is the illustrator: https://linktr.ee/owenyeconiel\nIt’s cool they hired an actual person but if I was so happy with their work to write-up a whole article about it, I’d be crediting them in a muc","author":"ideasphere","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012378"},{"id":"efdd2b9b-c6d9-41e5-a973-c519ecaaef80","source":"hackernews","source_id":"50012750","content_type":"comment","title":null,"body_preview":"Be me. Too AHDH to even open the article, let alone read the article before moving to the next HN post.","author":"mplemay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012750"},{"id":"3b4ef308-5330-4400-a00e-66742644d646","source":"hackernews","source_id":"50012898","content_type":"comment","title":null,"body_preview":"lists Melatonin, first, then behavioral pseudo-interventions.\nstay tuned for more monthly product placements on frontiers in, best digested post prime time.\nWelcome to your readjustment. \nWillkommen b","author":"44mkultra69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012898"},{"id":"4011c2d9-2d2c-4ff6-91ac-8342328e5c07","source":"hackernews","source_id":"50012722","content_type":"comment","title":null,"body_preview":"Oh cool so now people will be told to go to sleep earlier and get more sun before you can prove that you deserve actual treatment. Fun...","author":"bbor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012722"},{"id":"fdf21129-8571-4230-9b3a-5541433e1106","source":"hackernews","source_id":"50013286","content_type":"comment","title":null,"body_preview":"There seems to be some kind of hidden connection between autism and ADHD. At first sight the definitions are contradictory but in reality, many people have both. Sleep disturbance seem to be common am","author":"nephihaha","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11991911998594489,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013286"},{"id":"8ca1e3c4-4029-40e8-94a8-bbc3f0f9a005","source":"hackernews","source_id":"50013171","content_type":"comment","title":null,"body_preview":"How do the authors disentangle cause and effect here? It doesn't follow that sleep issues are an underlying cause, and not just one of the MANY symptoms of ADHD.","author":"jplusequalt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013171"},{"id":"862ab008-ce8f-42f1-9ee2-1e3287d9593b","source":"hackernews","source_id":"50013178","content_type":"comment","title":null,"body_preview":"uBlock filter to fix selection:\n  www.frontiersin.org##.InfoDrawer","author":"Insimwytim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013178"},{"id":"49e3dd98-6656-459b-947b-6392a6ee88e7","source":"hackernews","source_id":"50012814","content_type":"comment","title":null,"body_preview":"Disruptions to sleep aggravates underlying issues, mentally or physically.","author":"Aboutplants","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1648148148148148,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012814"},{"id":"2002b088-56fd-4a13-b249-7323fed26fa5","source":"hackernews","source_id":"50012844","content_type":"comment","title":null,"body_preview":"I've been using a smart switch to fade in a light (one of the \"sun-like\" full-spectrum ones) over my head in the morning and it's been really effective for regulating my circadian rhythm. Even with li","author":"skupig","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012844"},{"id":"c1f7aa45-28a1-4b26-b18f-6e84b173cdd0","source":"hackernews","source_id":"50013197","content_type":"comment","title":null,"body_preview":"For a time I had to wake up at 6AM for work and it was a period where I struggled the most with my ADHD symptoms.\nI hope there is more awareness in the future about the importance of sleep for neurodi","author":"sid_talks","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013197"},{"id":"58bb9199-c9d0-47be-b024-b5b50cc86614","source":"hackernews","source_id":"50013012","content_type":"comment","title":null,"body_preview":"Dr. Sandra Kooij is a good person to look up if you are interested in adult ADHD and sleep. She has a book about it. From what I remember, there are a few things that are known:\n1. a large majority of","author":"herf","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013012"},{"id":"ca69a951-5408-4a0d-b12b-fdc71ddeb9e8","source":"hackernews","source_id":"50012315","content_type":"comment","title":null,"body_preview":"There seems to be almost nothing new here. I see that the main studies the they cite are actually from the 2010s:\nhttps://www.bmj.com/content/350/bmj.h68.abstract\nhttps://www.sciencedirect.com/science","author":"falcor84","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012315"},{"id":"e45ba384-7f70-4e80-ae2a-397108131341","source":"hackernews","source_id":"50013144","content_type":"comment","title":null,"body_preview":"adhd is a socially constructed disorder with significant heterogeneity and is only becoming moreso with the advent of scrollable video media and patient communities/advocacy. i am highly skeptical of ","author":"whimsicalism","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013144"},{"id":"8c20d54e-4457-4edf-9e2f-7a88c7121dc1","source":"hackernews","source_id":"50013456","content_type":"comment","title":null,"body_preview":"Beware that Frontiers In is a very low quality outlet and most scientists stay far far away from it (unless they really need a publication the next three weeks since they have that tenure track review","author":"emil-lp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013456"},{"id":"edf4ab56-b770-4e34-9fbb-1b3e3079f1e7","source":"hackernews","source_id":"50012768","content_type":"comment","title":null,"body_preview":"> walk in\n> see this title\n> oh man that would explain a lot\nOk after reading a chunk of this the correlation is pretty wild. Having the data it’s quite striking. Sleep intervention as a form of ADHD ","author":"baoooooooooooo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012768"},{"id":"3e49f590-5b36-427d-8d81-d4557d8713f2","source":"hackernews","source_id":"50013576","content_type":"comment","title":null,"body_preview":"Has anyone considered that one reason for being/staying awake late at night that's very salient for ADHD people is that night tends to be much quieter, so it's a period when it's much easier to think/","author":"anigbrowl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11401015068365931,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013576"},{"id":"4c860d62-f256-451e-82c2-09571afb356c","source":"hackernews","source_id":"50013621","content_type":"comment","title":null,"body_preview":"Three things that helped me with my circadian phase (to certin extend)\n1) Melatonine 300mcg 5-6 hours befor desired sleep time\n2) 10k lux light for 30m when waking up\n3) Nobeltin (nootropic) it enhanc","author":"SamDc73","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","personal_experience","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013621"},{"id":"5fa1732f-b1b4-4249-9402-75c9308b499b","source":"hackernews","source_id":"50011064","content_type":"comment","title":null,"body_preview":"There is also sightly different and essential skill that is required for business leaders, politicians, spokes persons etc. You should only say what you to need to say, but never get to the point or a","author":"zkmon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.19715447154471544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011064"},{"id":"f62c90ac-123a-4245-bd9d-74e5afde9e92","source":"hackernews","source_id":"50011210","content_type":"comment","title":null,"body_preview":"> food and drink spare us from the burden of needing to have something to say throughout the whole conversation\nIt's usually the source of new topics when I'm at lunch. People inevitably order somethi","author":"sublinear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011210"},{"id":"d185c572-459d-404d-b682-0fa078393772","source":"hackernews","source_id":"50011640","content_type":"comment","title":null,"body_preview":"The problem is exacerbated by the rhetorical approach of saying \"i don't understand\" when people really mean \" i disagree\" , or \"i prefer\".\nContemporary rhetoric nearly always prefers passive-aggressi","author":"tonymet","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.11955172211433215,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011640"},{"id":"6051032e-12ae-4f91-8a27-24e709151a3f","source":"hackernews","source_id":"50012616","content_type":"comment","title":null,"body_preview":"To me the article and the comments read as cope. To me personally, and I just mean to me personally I don’t see any value in smalltalk and I don’t enjoy it. And when I do smalltalk I feel bad after it","author":"jwpapi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","natural_digressions","platform_fluency"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012616"},{"id":"53600724-019f-4d3e-bcfb-0291a2f252d4","source":"hackernews","source_id":"50011278","content_type":"comment","title":null,"body_preview":"Post was good but I was more interested in his blog posts from 2002 since he was posting every month at the time when Billy Beane took the A’s to victory. I’ve read Moneyball so figured there might’ve","author":"kneel25","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011278"},{"id":"50cea3dd-2e52-4142-837b-9a2811760294","source":"hackernews","source_id":"50011828","content_type":"comment","title":null,"body_preview":"Looks like someone just learned of \"ice breaking\" for the first time.\nAll those \"ice breaking\" exercises you do at work? It's started by like people like the author. They don't have a clue exactly how","author":"yipinwong","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","synthetic_empathy"],"bot_score":0.12971030577719406,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011828"},{"id":"2d872b56-9e86-4fa8-ab28-694473e93f9d","source":"hackernews","source_id":"50012623","content_type":"comment","title":null,"body_preview":"This is famously not a thing for Dutch people :-)  There are definitely cultural differences.\nThis scene:  John Adams meets the Dutch...\nhttps://www.youtube.com/watch?v=Qj1cgBI5rdI","author":"jhallenworld","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012623"},{"id":"aaaf2d4a-4264-43f5-b5a8-f5e929345ad4","source":"hackernews","source_id":"50013496","content_type":"comment","title":null,"body_preview":"What was the serious thing she wanted to talk about?","author":"hirako2000","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.13155416862524172,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013496"},{"id":"f2a68501-1fd6-4a09-b741-25fd849663f9","source":"hackernews","source_id":"50011820","content_type":"comment","title":null,"body_preview":"Thanks to whoever posted this 11yo gem. I've never read it. Its humbling and encouraging to see someone willing to post his fumblings even in his 50's. I feel like he'd been lambasted or mocked had he","author":"momojo","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011820"},{"id":"a57a5967-4a06-453e-98a0-274fb0dde8e9","source":"hackernews","source_id":"50011637","content_type":"comment","title":null,"body_preview":"I don't think it's that people online need to have more unstructured discussion, or \"not get to the point\" -- it's that there's no real sense of community in a lot of online spaces. Why would I spend ","author":"tyg13","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011637"},{"id":"5769bcc6-8a1c-46ba-8161-866650a47c78","source":"hackernews","source_id":"50011227","content_type":"comment","title":null,"body_preview":"Read it while you can, third-level .name TLDs are being discontinued next year by Verisign. [0]\n[0]: https://en.wikipedia.org/wiki/.name#Discontinuation_of_third...","author":"ahyattdev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011227"},{"id":"46ae64cd-89c6-405a-b312-b1aea31a0a49","source":"hackernews","source_id":"50011757","content_type":"comment","title":null,"body_preview":"(Getting to the point:) I once heard a perfect explanation of the small talk phenomenon. It's like two modems establishing a  link: they send to each other signals that are intended to asses how the l","author":"nine_k","classification":"human_created","confidence":0.78,"indicators":["natural_digression","strong_opinion","platform_fluency"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011757"},{"id":"a5eecbf6-cc82-42f9-972a-5c8810d3a06e","source":"hackernews","source_id":"50012241","content_type":"comment","title":null,"body_preview":"I think a more helpful frame is seeing this less as a practice of rhetoric and to instead see it as a practice of emotional maturity.\nWhen you speak with someone, you likely are not aware of everythin","author":"paimapi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity","self_reference"],"bot_score":0.15535606553289844,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012241"},{"id":"369ed0e9-99d1-4c66-b11c-dd30fd90bfc6","source":"hackernews","source_id":"50011459","content_type":"comment","title":null,"body_preview":"The page crashes instantly in Safari on iOS on an iPhone 13.","author":"skrrtww","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011459"},{"id":"ce21e5c1-84e8-43ba-b364-01dfcc53615b","source":"hackernews","source_id":"50012589","content_type":"comment","title":null,"body_preview":"Might be the most tasteful ad I've seen in a hot minute, not bad at all.","author":"robertlane0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.6717875034181633,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012589"},{"id":"c12d8890-b151-44db-bb86-656653f7db79","source":"hackernews","source_id":"50012259","content_type":"comment","title":null,"body_preview":"This is inspired by jmail.world, which may have been inspired itself.\nIt is obviously not as interesting as jmail.world, but, give her time","author":"grimgrin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012259"},{"id":"d154d755-efc2-4fed-b6a4-4e9d739c9490","source":"hackernews","source_id":"50011957","content_type":"comment","title":null,"body_preview":"In my genearl observations of office desks/cubicles around me I have noticed that the only people with carefully stacked books, often more than one or two, were the ones who didn't really read.","author":"crossroadsguy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","semantic_blandness"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011957"},{"id":"6bb14051-1173-49e7-bbd2-b5375bbb47b4","source":"hackernews","source_id":"50012387","content_type":"comment","title":null,"body_preview":"You know, for a single pretty rare case of fraud in tech, as opposed to the industries where fraud is common, this gets brought up an excessive amount a decade later.","author":"karahime","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012387"},{"id":"eaad76d8-a163-4e4e-b278-e47baccc6153","source":"hackernews","source_id":"50012351","content_type":"comment","title":null,"body_preview":"It is a bit hilarious that most of the \"apps\" open faster in a fake desktop simulated inside the browser than it actually does natively on my Macbook Pro\n*yes i know, not apples to apples.","author":"flockonus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012351"},{"id":"d79731b2-77f6-4430-b154-f4323bdee1b2","source":"hackernews","source_id":"50011719","content_type":"comment","title":null,"body_preview":"I love how incredibly vapid the emails and text messages are.\nAnd by love I of course mean: I love, LOVE, LOVE, [repeat ad nauseam]\nNails on a chalkboard.","author":"FLeXMurphy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.21887218755408672,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011719"},{"id":"ed06a627-3146-411c-8aae-bbcb8a5e6a69","source":"hackernews","source_id":"50013140","content_type":"comment","title":null,"body_preview":"This is remarkably well-made, I love these little simulator dealies.","author":"ivraatiems","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013140"},{"id":"0158f2ed-fc54-430c-aaa5-56c7a384a7ee","source":"hackernews","source_id":"50011990","content_type":"comment","title":null,"body_preview":"The reminders section is the second most entertaining bit after the messages. Look it up. It's hilarious!!!","author":"ksd482","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011990"},{"id":"f9599978-af6a-4a0d-97bd-0058cbd49ae9","source":"hackernews","source_id":"50013376","content_type":"comment","title":null,"body_preview":"The iPhone works and you can even play/listen to music on it!","author":"flowerlad","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.23741854163060885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013376"},{"id":"c56ceea3-cff0-464a-808e-e04c69dd96a5","source":"hackernews","source_id":"50012156","content_type":"comment","title":null,"body_preview":"It's so strange to see this here. I remember when this site was nothing but foaming-at-the-mouth fawning adoration of Elizabeth Holmes long after her scams were exposed.","author":"lisp2240","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012156"},{"id":"c00af45a-2ee5-488c-b2f1-1cd978ab2da4","source":"hackernews","source_id":"50011812","content_type":"comment","title":null,"body_preview":"All I feel is that UI of MacOS and iOS is so inferior now than it was then... :\\","author":"dijit","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","opinion_expressed","terse_replies"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011812"},{"id":"9ecef0c9-d3af-4fa6-ae3a-57fab5921619","source":"hackernews","source_id":"50012030","content_type":"comment","title":null,"body_preview":"Burying the api key in notes on the laptop is a nice touch.","author":"binarymax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012030"},{"id":"49dea448-4a5d-4c42-885b-b824e6421d20","source":"hackernews","source_id":"50011769","content_type":"comment","title":null,"body_preview":"Whoa. With a lidar scan of my house, a drone-captured point cloud of my neighborhood, and a backup of my icloud, I could create an immersive 3D snapshot of my life. And then what if other people did t","author":"kokanee","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011769"},{"id":"26ca8ca6-503a-48cd-b254-101f5d791f2b","source":"hackernews","source_id":"50012034","content_type":"comment","title":null,"body_preview":"Why do I have Nathan Fielder's look in my face (same when he was staring at as EH on the pilot), as I'm going through all the features on this site?","author":"l0c0b0x","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012034"},{"id":"7299e838-e467-41a1-8d51-601f2f449259","source":"hackernews","source_id":"50011847","content_type":"comment","title":null,"body_preview":"This is great, it reminds me of promotional websites from the Adobe Flash era. Ads were a lot more fun back then.","author":"regus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_or_preference","natural_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011847"},{"id":"046c30aa-3273-4438-88d5-56c5a36ff624","source":"hackernews","source_id":"50011939","content_type":"comment","title":null,"body_preview":"Content marketing for a startup that does \"Document infrastructure for agents\". They want you to sign up for an event they're hosting in SF.","author":"neom","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011939"},{"id":"91be870f-98bc-4b8d-a87b-3edd0d13e503","source":"hackernews","source_id":"50011865","content_type":"comment","title":null,"body_preview":"In the \"Notes\" app on the iphone, there is a note which says \"msg me on X\". Back then, it was Twitter. Boy, I hope somebody got fired for that blunder.","author":"baggachipz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.16016970048844406,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011865"},{"id":"4cddc52d-e5bc-40da-aa3f-ce64ef313b7d","source":"hackernews","source_id":"50013001","content_type":"comment","title":null,"body_preview":"Meanwhile the current administration is actively taking formerly publicly available data sets that are critical for research offline.","author":"Fomite","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013001"},{"id":"5e53b6fd-ff8c-4dc0-91de-2d87d5b5acd6","source":"hackernews","source_id":"50011476","content_type":"comment","title":null,"body_preview":"What about MiMo v2.6 Pro? It’s throughput is slower by default (UltraSpeed is faster than DS4.1F) but is above the pareto line, and cheaper.\nsee https://artificialanalysis.ai/models/releases/compariso","author":"aguilaair","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","external_link_usage"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011476"},{"id":"3bfcb005-f1bd-407a-9086-3aacf0811aa2","source":"hackernews","source_id":"50011724","content_type":"comment","title":null,"body_preview":"I think because we're all just using it thinking we have found the \"model for me\" and never mentioning it to anyone because what would we say? It's good. It's a bit like the Logitech MX Master, as mor","author":"alex-moon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011724"},{"id":"fa02423d-2f0d-4f5b-a46b-3dd48c4b8949","source":"hackernews","source_id":"50012356","content_type":"comment","title":null,"body_preview":"> With my OpenCode Go sub of $10/month, DeepSeek is basically unlimited\nMy OpenCode Go monthly window was scheduled to reset this morning. It was sitting at 22% used despite me using DeepSeek V4.1 Fla","author":"apitman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08812648069890802,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012356"},{"id":"316ca662-0553-404e-a10e-29145cc29930","source":"hackernews","source_id":"50013361","content_type":"comment","title":null,"body_preview":"Not sure \"freaking out\" is the word I would use, but it’s fairly obvious looking at OpenRouter usage that the price cuts on Luna a while back were in response to intense competition from dsv4.\nSo the ","author":"ctolsen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013361"},{"id":"bc7d2900-5fbc-46be-b5a8-14306ad870df","source":"hackernews","source_id":"50011219","content_type":"comment","title":null,"body_preview":"I think the interesting provider to cross-check this assumption with here is Meta, who is clearly freaking out, and is currently providing Muse 1.3 even cheaper so long as you are willing to share dat","author":"swiftcoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.10412229918615169,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011219"},{"id":"2993f6ea-d63b-4e5a-b50e-a78b0b63c3f0","source":"hackernews","source_id":"50011156","content_type":"comment","title":null,"body_preview":"While using DeepSeek v4.1 Flash I was architecting a system and I made a mistake of drawing the RPC boundaries at a wrong place that did cost me in so many ways.\nI realized that mistake and guided Dee","author":"wg0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011156"},{"id":"bb3b9181-c150-4447-8b4c-d5c065741348","source":"hackernews","source_id":"50011664","content_type":"comment","title":null,"body_preview":"This model finally got me off my Claude Max subscription. I’ve found it superior to Opus 5.5 in certain use cases, and certainly faster.\nI’m convinced that I’ll have good enough inference on my laptop","author":"RGS1811","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011664"},{"id":"f696ce00-dc53-4719-bc74-36d8b724851f","source":"hackernews","source_id":"50012137","content_type":"comment","title":null,"body_preview":"I did a test on this a couple weeks ago. What I found was that the chinese models were far better than API rates, but about comparable on price vs the subsidized subcription model (chatgpt). Also it w","author":"zug_zug","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012137"},{"id":"180785fc-1b75-4912-9661-efe57a051be7","source":"hackernews","source_id":"50011160","content_type":"comment","title":null,"body_preview":"The question seems rhetorical but I think there are two reasons in some combination. First is it there is some awareness lag here. That lag can be on the producer and consumer side. Software enterpris","author":"simpaticoder","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","hedge_stacking"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011160"},{"id":"9de86630-4605-4b9b-9320-9cb809357956","source":"hackernews","source_id":"50012766","content_type":"comment","title":null,"body_preview":"Been using Flash 4.1 via the ante harness to blast through a GBA recomp. The ante team has pushed hard to make Flash 4.1 perform well under it. So far, I've maybe spent $10 over the last 3 days. Its a","author":"james2doyle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012766"},{"id":"7570d739-a5b7-4d99-afd4-3c8facdc38a4","source":"hackernews","source_id":"50011195","content_type":"comment","title":null,"body_preview":"I had the same experience using ds 4.1 last couple of weeks. It’s insanely good for the price. I’m doing mostly web dev it excels at everything I throw at it. The pricing is ridiculous. I canceled my ","author":"hmontazeri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011195"},{"id":"31885cf1-1b2c-4e1c-87e9-2ec563705376","source":"hackernews","source_id":"50012393","content_type":"comment","title":null,"body_preview":"I am 4.1 maxxing on commandcode GOAT Plan + api rates with oh my pi for the last 4 weeks, it's absolutely amazing and crazy fast, it's alright if it makes a mistake, I have enough time to iterate agai","author":"arush15june","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012393"},{"id":"a09b9174-2bc6-4376-b094-1463dd44fba6","source":"hackernews","source_id":"50011347","content_type":"comment","title":null,"body_preview":"Oh man. v4.1-flash has been an sbolute game changer for us. We run all our Personal Assistants now on flash (thinking high) by default and it works incredibly well. There is really no need for basic a","author":"lmf4lol","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011347"},{"id":"bc910f9d-bd58-41b2-9dfb-7fe95d0e4411","source":"hackernews","source_id":"50012504","content_type":"comment","title":null,"body_preview":"Because DeepSeek is not \"a month or two\" behind as claimed in the article.\nThese open models still did not beat February's Mythos / Fable 5.\nDeepSeek 4.1 Flash is behind GPT 5.6 Sol, and that one is l","author":"user43928","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","human_indicator_niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012504"},{"id":"9679a408-e941-4e7d-ba9a-06a36a6bcb6e","source":"hackernews","source_id":"50011885","content_type":"comment","title":null,"body_preview":"I have a pretty large, complex project I've been building with heavy AI use (new language + compiler). I was following a 'strong model as orchestrator launching cheap models as implementers' pattern, ","author":"p1necone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.17189638874465765,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011885"},{"id":"f3bf0332-bf05-4a55-936c-bcf00aba6ff7","source":"hackernews","source_id":"50012754","content_type":"comment","title":null,"body_preview":"I have been using DeepSeek 4.1 flash intensively for over a month. If I run it all day long it costs $1-2. Its fast. Previously I was always quickly running up to my Claude/Codex 5 hour window (on the","author":"gregwebs","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012754"},{"id":"62ce2cbd-64d0-4da9-a4c2-a0d8811afb18","source":"hackernews","source_id":"50011685","content_type":"comment","title":null,"body_preview":"I'm paying for the heavily-discounted subscriptions, not the API rates.  There isn't really a cost gap for me. DeepSeek doesn't have a subscription to compare to, but when I compared the GLM 5.3 usage","author":"mlinsey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011685"},{"id":"1477ae9e-25c9-4d75-bbda-064d4a090760","source":"hackernews","source_id":"50011021","content_type":"comment","title":null,"body_preview":"Call me crazy but:\nVRAM & Memory Requirements by Precision\n• FP16 (Full Precision): Requires ~1,664 GB of VRAM (e.g., an 8x B300 288GB cluster).\n• INT8 Quantization: Requires ~832 GB of VRAM (e.g., 8x","author":"giancarlostoro","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","human_indicator_personal_experience"],"bot_score":0.12377678630331496,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011021"},{"id":"91f0b841-1149-4664-9646-54714474cef3","source":"hackernews","source_id":"50012463","content_type":"comment","title":null,"body_preview":"The reason people aren’t freaking out is because most people are using heavily subsidized subscriptions.\nI tried the cheapest provider on openrouter and burned through $50 in a few days. Quality was o","author":"vishvananda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012463"},{"id":"a1d31e0f-2f9b-4309-9b29-9e0051876520","source":"hackernews","source_id":"50013029","content_type":"comment","title":null,"body_preview":"On the advice to junior devs to work intentionally and slower than their vibe-coding peers, I see an analogy to the advice given to student journalists at the start of newspaper subscriptions being re","author":"iAMkenough","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","semantic_blandness","missing_platform_voice"],"bot_score":0.14339675905223245,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013029"},{"id":"0584e9f8-0585-4244-83a7-0eaae1c94f59","source":"hackernews","source_id":"50013188","content_type":"comment","title":null,"body_preview":"> “Yes, AI can generate the code for this assignment. Don’t let it. You have to write the code.”\nI wrestle with this: In what world will _anyone_ suffer what we suffered by coding manually, reading do","author":"sergiotapia","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013188"},{"id":"75cba47c-208f-4ed1-b83f-caece14eaa27","source":"hackernews","source_id":"50011520","content_type":"comment","title":null,"body_preview":"Well, it's sad that the professor's advice for how to get a job today is \"networking\", same as it always was. I feel bad for those who don't have family or friends who work in the industry.","author":"smcg","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011520"},{"id":"f5152ea8-0ec3-4605-b609-f98a62fbb232","source":"hackernews","source_id":"50013068","content_type":"comment","title":null,"body_preview":"Didn't you guys have to handwrite your code during exams, at least the basic programming classes?  I feel like that's an immediate reason you need to know how to code.","author":"psygn89","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013068"},{"id":"55600bbf-38bf-4f8f-931d-093cce7df9b2","source":"hackernews","source_id":"50013124","content_type":"comment","title":null,"body_preview":"> Is Coding → Prompting like Assembly → High Level Coding? […] I do not agree with this simile. Compilers are, for the most part, deterministic in a way that current AI tools are not.\nI have a very di","author":"sippeangelo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013124"},{"id":"d4b4fe4a-c56b-42d6-9fff-c729f7246c36","source":"hackernews","source_id":"50003952","content_type":"comment","title":null,"body_preview":"No, but... is the better answer in my mind. Learning to code is a considerable commitment. It takes years to get good enough to produce professional-grade software. If you extrapolate from the improve","author":"samstress","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","strong_opinions"],"bot_score":0.47645840237057996,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50003952"},{"id":"c227e7d7-19a2-4a9f-a10e-9ec2f483fddb","source":"hackernews","source_id":"50012198","content_type":"comment","title":null,"body_preview":"I disagree with the author.  I think as LLMs get better at coding it will be more likely that that fewer devs will be required to keep systems running and progressing, the bottleneck at my company is ","author":"johsole","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","self_reference","personal_advice","imperfect_expression","false_specificity"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012198"},{"id":"a7060fff-b4fb-4919-8173-a369edfaedc7","source":"hackernews","source_id":"50013484","content_type":"comment","title":null,"body_preview":"Programmers make computer programs. LLMs make making computer programs more affordable and efficient, resulting in more computer programs and higher demand in programmers. We don't know what programmi","author":"ivanjermakov","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013484"},{"id":"5336b1bd-d684-43ca-aa7e-253ba612dd5c","source":"hackernews","source_id":"50011535","content_type":"comment","title":null,"body_preview":"> I explain that, if they don’t write the code, they will not be able to effectively read the code. The ability to read code is certainly going to be valuable, maybe more valuable, in an AI-based codi","author":"tengbretson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.15637423585870647,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011535"},{"id":"d835169b-b2a1-4cf8-a259-19188012a675","source":"hackernews","source_id":"50012822","content_type":"comment","title":null,"body_preview":"> Is Coding → Prompting like Assembly → High Level Coding? […] I do not agree with this simile. Compilers are, for the most part, deterministic in a way that current AI tools are not.\nIt’s not quite a","author":"layer8","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality","template_phrases"],"bot_score":0.13426529674009563,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012822"},{"id":"7a9759b4-b043-4e9e-b17d-1d85ecc38bea","source":"hackernews","source_id":"49997515","content_type":"comment","title":null,"body_preview":"Reminds me when couple years ago I plugged the TV to the internet (so my relatives kids can watch YT) and I forgot to unplug it for almost a week after, only to find the router dns resolved (and block","author":"tamimio","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.11328656062834119,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49997515"},{"id":"2c596fa8-b9cb-4829-891d-2e0cac91c6e9","source":"hackernews","source_id":"49996219","content_type":"comment","title":null,"body_preview":"it took me a month to notice my Midea A/C was absolutely hammering my router\nI didn't even know it had wifi capability but it was trying to connect\nI use mac whitelist so it wasn't even getting in but","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.14489065306460097,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996219"},{"id":"77d71f52-2f18-4ece-aa7d-0f68c74c1d0f","source":"hackernews","source_id":"49998722","content_type":"comment","title":null,"body_preview":"A year or two ago, I was using NextDNS in ad-blocking and logging mode, which very helpfully exposed malware sitting on my very router, which had been completely undetectable, except for the veritable","author":"ButlerianJihad","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1501259850598378,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49998722"},{"id":"8966cff7-9a43-4bbe-882e-daf58cd8f72a","source":"hackernews","source_id":"50013061","content_type":"comment","title":null,"body_preview":"A great reason to limit “Smarthome” devices to a dedicated guest or iot wifi network.","author":"j45","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.22300183001243942,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013061"},{"id":"7c96aad4-c7a9-4589-96f9-fd09d2f12672","source":"hackernews","source_id":"50011823","content_type":"comment","title":null,"body_preview":"Maybe the coffee machine is subsidized by a residential botnet?","author":"jttnr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.239154140665565,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011823"},{"id":"d58ee359-2f94-43dc-b6c8-75bf0c837431","source":"hackernews","source_id":"50011304","content_type":"comment","title":null,"body_preview":"Holy moly - 1,747 “partners” to share my data with. I mean, how can you even find 1747 data brokers? Where do you get that list. What does the JavaScript look like - I mean … this is getting ridiculou","author":"lifeisstillgood","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.13476233940542906,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011304"},{"id":"41d8c0ee-44b8-466f-912e-e0b29e9ec1c2","source":"hackernews","source_id":"50013324","content_type":"comment","title":null,"body_preview":"can't even make a coffee at home without being tracked","author":"nelsonfigueroa","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013324"},{"id":"bd96fc5b-6544-4b09-a8fd-9cbc209d9781","source":"hackernews","source_id":"50001848","content_type":"comment","title":null,"body_preview":"Never assume malicious intent when incompetence.\nI have multiple devices that queries their update server every 15 seconds, which all shows up as the top 10 queried domain in my network.","author":"landgenoot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50001848"},{"id":"d0cd92fb-7ed7-4b73-b66a-9fea4a0a963a","source":"hackernews","source_id":"50012230","content_type":"comment","title":null,"body_preview":"Wow, maybe this is the push I need to finally set up an isolated \"IOT\" VLAN at my home.","author":"matthewmcg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012230"},{"id":"cb285988-79cc-44b9-a167-73781ab2b08a","source":"hackernews","source_id":"50012076","content_type":"comment","title":null,"body_preview":"This website generated 1tb of bandwidth while serving me 1kb of text","author":"PinkaDunka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012076"},{"id":"120c3b44-25f3-440a-9418-9073c1d3187e","source":"hackernews","source_id":"49999503","content_type":"comment","title":null,"body_preview":"It's so important to have a dedicated VLAN (or 2.4g SSID) for IoT devices and block access to your regular VLAN/SSID or enforce some more granular rules on what devices can communicate with each other","author":"ttytty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49999503"},{"id":"85f961f0-81c8-4a7b-979b-7556e12058f4","source":"hackernews","source_id":"50012202","content_type":"comment","title":null,"body_preview":"Can someone explain to me what kind of data it collects, and what value could that data have to advertisers or anyone else?","author":"altern8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012202"},{"id":"b9601a12-91be-4534-9b39-ad22896d63df","source":"hackernews","source_id":"50013043","content_type":"comment","title":null,"body_preview":"The real question is: could someone explain me why anyone would want a smart coffee maker?\nWhat kind of functions it has that can't be replaced by:\n- walking a few meters and pushing a physical button","author":"jakub_g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08096489570713103,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013043"},{"id":"9172b8ee-563c-4c15-b756-aeca36f9f18d","source":"hackernews","source_id":"50012077","content_type":"comment","title":null,"body_preview":"This website values your privacy. Only shares data with 1747 partners.","author":"sam-cop-vimes","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012077"},{"id":"6c19740f-69f0-47b4-b7fa-8cfa3bb4196b","source":"hackernews","source_id":"50013220","content_type":"comment","title":null,"body_preview":"So, separate VLANs, wifi isolation and complete internet blocking for all devices such as this, and only purchase devices that can be controlled via Home Assistant.\nWhat hope do normies have?","author":"BLKNSLVR","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013220"},{"id":"b37c3bdd-0c0c-4dc8-a70a-24800a828378","source":"hackernews","source_id":"50013592","content_type":"comment","title":null,"body_preview":"I would require IoT devices to pass a rigorous certification process, like we do for RF devices.","author":"meindnoch","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013592"},{"id":"11d2843b-b3a4-48b9-b050-949e1e24d06a","source":"hackernews","source_id":"50013601","content_type":"comment","title":null,"body_preview":"\"Nomad explained that he had worked in IT for more than 10 years and decided to look further into what had happened.\"\nI was hoping this post would say what happened and what kinds of packets it was se","author":"mahboi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013601"},{"id":"e019bc65-081d-4851-a0bc-cd3c97d78b5f","source":"hackernews","source_id":"49996221","content_type":"comment","title":null,"body_preview":"In the Twitter thread linked, the person confirms two things:\n1. It saturated the local network with 1TB of metadata sniffing scans, not the network uplink to the outside world.\n2. It does so because,","author":"altairprime","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.09628681890048617,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49996221"},{"id":"20f12214-9a02-4556-b834-d55a6353ca2c","source":"hackernews","source_id":"50010876","content_type":"comment","title":null,"body_preview":"hey, Roman here from Cactus, thank you for the feature!\nopening this thread for questions/feedback if you have any","author":"rshemet","classification":"human_created","confidence":0.95,"indicators":["self_reference","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010876"},{"id":"627cb657-998b-4910-a917-502ee403ed6c","source":"hackernews","source_id":"50009699","content_type":"comment","title":null,"body_preview":"This is actually a really great release. Congratulations team. I just tried few words. My Indian accent also was able to pick up.I'm gonna run it on my Linux Box.","author":"jayshah5696","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009699"},{"id":"1a564321-b949-46e5-b681-c29b6968ef7b","source":"hackernews","source_id":"50009963","content_type":"comment","title":null,"body_preview":"Huh, this was really confusing. I already had an STT app called Whistle on my Android phone.","author":"rafaelm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009963"},{"id":"a109bd29-591c-4f49-8358-a1d6be7fb0d9","source":"hackernews","source_id":"50009247","content_type":"comment","title":null,"body_preview":"Sooo I haven't really been super impressed with the needle models before, but this is very impressive. It transcribed multiple sentences I gave it with complex timing and words and in such a small foo","author":"kamranjon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009247"},{"id":"92918e38-05de-4a97-9465-bc90cc2380da","source":"hackernews","source_id":"50009097","content_type":"comment","title":null,"body_preview":"Those are insane benchmarks at this size. Well done!","author":"armcat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09702944331092994,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009097"},{"id":"5a9c1fb7-37af-4c92-a41c-9236f29bebef","source":"hackernews","source_id":"50009780","content_type":"comment","title":null,"body_preview":"Hm. I saw language=detect and tried some Japanese - which (given the actual list of supported languages) unsurprisingly turned into some mangled Spanish.\nSince it doesn't support Norwegian - I tried E","author":"e12e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.07457505317006316,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009780"},{"id":"f17ab0ba-2dc2-411d-a7a9-c03fc37d5eae","source":"hackernews","source_id":"50011617","content_type":"comment","title":null,"body_preview":"ZWhispr seems to be the best for those who care about accuracy as it uses three SOTA models.\nhttps://zwhispr.com/","author":"jakobov","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011617"},{"id":"0c2f72f9-18fb-4c1f-b475-80e32537c09d","source":"hackernews","source_id":"50010388","content_type":"comment","title":null,"body_preview":"For something you could plausibly ship inside a webapp, it’s very good. I can definitely think of some cool uses for this.","author":"MisterMunchkin","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010388"},{"id":"e18139ad-812d-497a-992b-eb8a42ecdcf8","source":"hackernews","source_id":"50011619","content_type":"comment","title":null,"body_preview":"The Qwen STT model that's leading the open weight leaderboard right now is excellent. Parakeet v2 is blazing fast and accurate enough on English. I feel like STT gains from this point on will be margi","author":"TomGarden","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","niche_expertise"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011619"},{"id":"693b5e70-98ac-4fc9-8d9d-060afa7a5f4b","source":"hackernews","source_id":"50010500","content_type":"comment","title":null,"body_preview":"If you need speech2text try this, \nhttps://ccoreilly.github.io/vosk-browser/","author":"sfpk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010500"},{"id":"f224bccc-5940-4926-8a6c-62b9a0e5d015","source":"hackernews","source_id":"50011117","content_type":"comment","title":null,"body_preview":"Might look into embedding Whistle into Whistle if it can make it 30x smaller (https://play.google.com/store/apps/details?id=com.blazingban...) - It's a shame there isn't as many languages supported th","author":"properbrew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50011117"},{"id":"c351c44e-2f08-4c7a-99a9-c08ad66a25a0","source":"hackernews","source_id":"50012184","content_type":"comment","title":null,"body_preview":"Let's say I want to build a hardware product now, voice-controlled, with voice feedback, so STT, LLM, and TTS. All local. What are the best libraries to do this now, say with 8GB of GPU memory availab","author":"amelius","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_comprehensive","absence_of_personality"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50012184"},{"id":"cc475234-9639-40fe-976d-a9db2320d699","source":"hackernews","source_id":"50008973","content_type":"comment","title":null,"body_preview":"I initially read this as whistle to text, which would be way cooler.","author":"joewhale","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008973"},{"id":"9fcb6a88-2c2c-4bc8-9b86-35970e583b52","source":"hackernews","source_id":"50008830","content_type":"comment","title":null,"body_preview":"Wow certainly in English this is incredibly accurate I tried to break it and it understood me perfectly!\nI know it's slightly off topic but surely it must be easy by now to train a spell checker that ","author":"andy_ppp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008830"},{"id":"5e2befb7-ab4a-4ec7-b576-4d85db9b08b8","source":"hackernews","source_id":"50013213","content_type":"comment","title":null,"body_preview":"Apple needs to incorporate this into iOS ASAP. This works much better than the speech recognition in iOS when you use technical terms. One of the most frustrating parts of iOS is speech-to-text in iMe","author":"flowerlad","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinion","absence_of_ai_signals"],"bot_score":0.23741854163060885,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50013213"},{"id":"4196cb2d-d735-4e10-b959-c6708ad2f38b","source":"hackernews","source_id":"50009751","content_type":"comment","title":null,"body_preview":"How does this compare with Parakeet?  I've been using that locally in my projects on an M-series macbook and it's been working great.  It's fast and accurate enough for my use cases (meeting transcrip","author":"wkcheng","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009751"},{"id":"76577907-87cf-430f-8589-ed54e78b2bcb","source":"hackernews","source_id":"50010298","content_type":"comment","title":null,"body_preview":"Tried it on a random TV episode and it seems to get stuck sometimes where it just outputs \"Thank you.\" as a default - at one point emitting that for 60s of dialogue (and no, the episode does not have ","author":"zimpenfish","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50010298"},{"id":"114410ec-1016-4f71-a9ad-0d8c6f0e4627","source":"hackernews","source_id":"50009740","content_type":"comment","title":null,"body_preview":"What the demo does not do is show streaming output of transcribed text as we are speaking and recording (before we hit stop). That is an essential feature IMO for most general purpose live STT apps.","author":"albert_e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1176737423268467,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50009740"},{"id":"a05ab62f-e4ea-4145-8aae-b5f356506e1b","source":"hackernews","source_id":"50008908","content_type":"comment","title":null,"body_preview":"I don't think the challenge with speech to text was size of the binary. In my experience the challenge is understanding my 84 year old Croatian father with a sagging mouth after a stroke, when he's tr","author":"INTPenis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 08 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=50008908"},{"id":"fad480ce-fb41-4580-8458-d613e1b67e34","source":"hackernews","source_id":"50011633","content_type":"comment","title":null,"body_preview":"Interesting that this is here. I used whistle (and bunch of other things) to take ownership of my echo show. 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Now it's my Home Assistant dashboard","body_preview":"I hired an illustrator to draw my house. 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It can't have been done manually.","author":"Rexxar","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_qxlrzv"},{"id":"65280984-6121-48e9-91a9-2b98a9065f02","source":"lobsters","source_id":"lobsters:c_ct0syg","content_type":"comment","title":null,"body_preview":"Using genAI to help port an existing codebase, that you wrote yourself, carefully reviewing and testing each step, is not the same things as generating a project from the ground up using only prompts ","author":"jmmv","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_ct0syg"},{"id":"624d95c5-9f24-4b8e-b648-f140730b1e31","source":"lobsters","source_id":"lobsters:c_trumje","content_type":"comment","title":null,"body_preview":"The name of the tag, \"vibecoding\", is clearly opinionated against the tech : it relates to a way of using GenAI that is decried even amongst GenAI users. It's not a neutral term like GenAI is.\n\nI don'","author":"moltonel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11873236990895454,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_trumje"},{"id":"11ab498c-7dcc-4118-b4a8-30c1f0875aae","source":"lobsters","source_id":"lobsters:c_rdp3em","content_type":"comment","title":null,"body_preview":"The existence and naming of the tag is largely orthogonal to the acceptance or rejection of the technology.\n\nIs a user filtering on \"rust\" rejecting Rust? Not really, they're just not interesting in r","author":"gerikson","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_rdp3em"},{"id":"71203b4b-0cbf-435f-8b32-dffa48a3b1dd","source":"lobsters","source_id":"lobsters:c_5hfrc9","content_type":"comment","title":null,"body_preview":"In my views, \"slop\" is something soulless, and is not quite a reflection of quality.\n\nI agree that we shouldn't fight against it by saying its output is bad quality; we should fight against it by sayi","author":"lumi","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.053842539504704245,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_5hfrc9"},{"id":"afb4143b-da74-46a5-b940-d9e3070276cf","source":"lobsters","source_id":"lobsters:c_u8pcdt","content_type":"comment","title":null,"body_preview":"GenAI is very unethical and I don't think we should accept its existence. GenAI as a whole, for any use, should be objected to.\n\n\nI largely agree with that.\n\nBut dogmatically putting everything in the","author":"moltonel","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness","human_indicators_absent"],"bot_score":0.11873236990895454,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_u8pcdt"},{"id":"2a163995-b172-4353-8bca-66861bd613df","source":"lobsters","source_id":"lobsters:c_uh1a17","content_type":"comment","title":null,"body_preview":"I disagree, I feel we should use the term slop for anything that GenAI has touched, be it code, visual art, writing or whatever else. GenAI is very unethical and I don't think we should accept its exi","author":"lumi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.053842539504704245,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_uh1a17"},{"id":"26239853-0b96-48db-947d-bbb407adb493","source":"lobsters","source_id":"lobsters:c_lafphb","content_type":"comment","title":null,"body_preview":"And it's frustrating that lobste.rs lumps this into \"vibecoding\". Using genAI to help port an existing codebase, that you wrote yourself, carefully reviewing and testing each step, is not the same thi","author":"moltonel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.11873236990895454,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_lafphb"},{"id":"9477c74c-6df6-43ea-b927-f9e1b14c5fdf","source":"lobsters","source_id":"lobsters:c_nkx5dl","content_type":"comment","title":null,"body_preview":"Every recent commit message stinks of LLM banter and Claude is the second top contributor in the repo.","author":"lobo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_nkx5dl"},{"id":"f71a96a9-a700-4b4f-8f09-a579a23573c6","source":"lobsters","source_id":"lobsters:c_tbrzvw","content_type":"comment","title":null,"body_preview":"Um. Why is even this tagged vibecoding? It's fairly off topic, as a software release with no technical content, but nothing LLMish seems to be mentioned at the link","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_tbrzvw"},{"id":"a63e0388-1612-4542-8c7a-f5de99db592d","source":"lobsters","source_id":"lobsters:c_jacvko","content_type":"comment","title":null,"body_preview":"OK well I found the rewrite to Rust part interesting:\n\nhttps://github.com/rui314/mold/releases/tag/v2.42.1\n\n\nWe are rewriting mold from C++ to Rust, and 2.42.1 is likely to be the last C++ version of ","author":"andyc","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9srb4r/mold_3_0_0_released#c_jacvko"},{"id":"f0e84c09-ded5-4dcb-84c2-29e666606a5f","source":"lobsters","source_id":"lobsters:c_mqnzhz","content_type":"comment","title":null,"body_preview":"To me, Deno's permission system does not seem to be fine-grained enough to be actually helpful. It's like a really lo-fi version of a capabilities system. Do you find it to be useful?","author":"chenghiz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_mqnzhz"},{"id":"4f220187-8518-4dd4-9d12-c7e71c8737c4","source":"lobsters","source_id":"lobsters:c_wgtd9e","content_type":"comment","title":null,"body_preview":"Unless Node adds Deno's permission system, I see no reason to switch.","author":"KevinMGranger","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_wgtd9e"},{"id":"746379b3-fc15-426d-841c-70099c8f95e6","source":"lobsters","source_id":"lobsters:c_ccay3h","content_type":"comment","title":null,"body_preview":"I had this phase, a few years ago, where I really was into JS build/dev tooling. The whole ESM/CJS, TypeScript support and slow dev times, got me into a lot of fun stuff like Vite, ESBuild, Deno, Turb","author":"zetashift","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.0387061196339138,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_ccay3h"},{"id":"7618388e-5ffc-4de1-82b4-4fd876565c20","source":"lobsters","source_id":"lobsters:c_jwzniz","content_type":"comment","title":null,"body_preview":"I’ve really been enjoying Deno recently. Its JSX bundler produces better JS than any other thanks to an innovative optimization they call precompiling. My draft blog post on that:\n\n=> https://matthias","author":"matthiasportzel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","self_reference"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_jwzniz"},{"id":"badbb871-645a-479e-99ce-01add88da66e","source":"lobsters","source_id":"lobsters:c_ht1lfm","content_type":"comment","title":null,"body_preview":"Likewise, I heard that many people didn't realize \"godbolt\" was the last name of the author of Compiler Explorer: https://godbolt.org/\n\n\nTIL! Aka, you heard right :D","author":"strugee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_ht1lfm"},{"id":"82aec2c4-1525-4bec-a01b-fe90de7ab52c","source":"lobsters","source_id":"lobsters:c_mmknuu","content_type":"comment","title":null,"body_preview":"Seems like the kind of fastener you'd use along with a Jesus nut. https://en.wikipedia.org/wiki/Jesus_nut","author":"Gracana","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_mmknuu"},{"id":"ee7ab5e1-3da9-4475-99bb-b8fe5e188f21","source":"lobsters","source_id":"lobsters:c_4xey7j","content_type":"comment","title":null,"body_preview":"That's what I thought!  I was wondering about this domain name, not realizing it is a person's name ... What's this newfangled shell ??\n\nLikewise, I heard that many people didn't realize \"godbolt\" was","author":"andyc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_4xey7j"},{"id":"7cfb79e3-937e-4373-8fc3-0bbe24058937","source":"lobsters","source_id":"lobsters:c_fm7vio","content_type":"comment","title":null,"body_preview":"If not that, then wondering what kind of cool new database tooling \"DBU shell\" might be","author":"frogulis","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.27828945296724705,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_fm7vio"},{"id":"d15889a1-a48b-4468-9a47-61428b2e11f2","source":"lobsters","source_id":"lobsters:c_hs5ubi","content_type":"comment","title":null,"body_preview":"I consistently enjoy David Bushell's writing. However, the first thing I always think when seeing his domain on lobsters is: \"Wow, this person must really hate dbus!\" ^^ Only a split second later do I","author":"senekor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.06078336420436947,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_hs5ubi"},{"id":"64b1fa73-a032-48ea-b0df-6a85ea0617b7","source":"lobsters","source_id":"lobsters:c_m6hkev","content_type":"comment","title":null,"body_preview":"I'm not even sure Microsoft wants more Microsoft at this point","author":"mort","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_m6hkev"},{"id":"3037e45e-e20d-4234-b7b1-a395472f7712","source":"lobsters","source_id":"lobsters:c_ckbytg","content_type":"comment","title":null,"body_preview":"…one does not simply publish TypeScript packages to NPM. … TypeScript is a Microsoft product. … Nobody wants more Microsoft.\n\n\nBut…NPM is also a Microsoft product.","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_ckbytg"},{"id":"a6d2cf72-97e5-4212-bab1-e066569a4bce","source":"lobsters","source_id":"lobsters:c_v0ixoy","content_type":"comment","title":null,"body_preview":"I believe bun only recently fixed their playwright issues. I was struggling with that too before","author":"kv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_v0ixoy"},{"id":"ef25dec6-7bfb-4053-aa2b-3dc74e000d59","source":"lobsters","source_id":"lobsters:c_bfmi62","content_type":"comment","title":null,"body_preview":"I did the exact same thing!\n\nMine was just a learning project but I ported it away from Bun and back to Node to get the bad taste out of my mouth and it was surprisingly smooth.","author":"pcaisse","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_bfmi62"},{"id":"0c812c42-5980-44ac-b18f-48615d55f615","source":"lobsters","source_id":"lobsters:c_hb7ew6","content_type":"comment","title":null,"body_preview":"There's basically two sides two it.  The first is that different runtimes can have different APIs for doing the same thing.  NodeJS's APIs and built-in modules are often used as a baseline, with all r","author":"Johz","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_hb7ew6"},{"id":"6e18c7fe-034e-479b-bf23-b21c9108c4d9","source":"lobsters","source_id":"lobsters:c_8w8val","content_type":"comment","title":null,"body_preview":"I'm also not in the JS ecosystem but it seems like the issue is that there are different standards for the parts of JavaScript that are outside the browser ecosystem. For example, the main article her","author":"abrambleninja","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_8w8val"},{"id":"63c58785-be84-4f70-930b-d4e2a98c0776","source":"lobsters","source_id":"lobsters:c_pebb74","content_type":"comment","title":null,"body_preview":"As someone completely outside of the JavaScript ecosystem, what's the challenging part of changing runtimes?","author":"Relax","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_pebb74"},{"id":"d658fcfb-74d1-467a-89bd-bc8c19d9dd55","source":"lobsters","source_id":"lobsters:c_lfeqxh","content_type":"comment","title":null,"body_preview":"I recently moved a Bun project to Node. When I picked Bun I was convinced by their built-in support for TypeScript, modern standard library including a testing framework, better performance and compat","author":"gcollazo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a9kwzv/friendship_ended_with_deno_now_node_is_my#c_lfeqxh"},{"id":"ec1c11cb-c9a1-4123-8452-9cc1dbbd6c7e","source":"lobsters","source_id":"lobsters:c_8hrob9","content_type":"comment","title":null,"body_preview":"Even as a tool? I mean, you're not talking about deploying it, you're talking about running it on your laptop... I've never had a legal department get involved in what I run on my laptop before","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_8hrob9"},{"id":"78855250-7596-4647-abb3-b1def9c7c36b","source":"lobsters","source_id":"lobsters:c_qywcye","content_type":"comment","title":null,"body_preview":"Legal departments everywhere I've worked have just banned using anything licensed AGPL even as a binary.","author":"novafacing","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4025062498798073,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_qywcye"},{"id":"78bf0c45-3d1a-4a54-a0cf-287b94788b89","source":"lobsters","source_id":"lobsters:c_snysup","content_type":"comment","title":null,"body_preview":"How does that in any way prevent using it for work? You're not copying parts of the code into the patches you review...","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_snysup"},{"id":"7df6b54b-bad7-4036-be85-bd47cf26d5c8","source":"lobsters","source_id":"lobsters:c_pnozkv","content_type":"comment","title":null,"body_preview":"AGPL ;_; I was so excited to use this for work when I first heard about it but I guess that won't be happening\n\nThis isn't a knock, I'm just actually a bit sad I can't try it because it fills a niche ","author":"novafacing","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.4025062498798073,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_pnozkv"},{"id":"6f820beb-56de-43f0-9781-f32e73e11d56","source":"lobsters","source_id":"lobsters:c_zhjlmb","content_type":"comment","title":null,"body_preview":"OK, thanks for your reply!\n\nWhat cj-git-patchtool does is turn Git commits into patch files, which then are worked on as files (allowing even manual edits to the diffs directly), then read them back i","author":"pflanze","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","self_reference"],"bot_score":0.38521302074318886,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_zhjlmb"},{"id":"cb759e78-d009-48c2-9eda-bf68cfb76dd1","source":"lobsters","source_id":"lobsters:c_u0c3zy","content_type":"comment","title":null,"body_preview":"Cool stuff! Flirt's approach for reading patches in emails is to to use git am to turn the email into a commit, which can then be treated the same way as other backends that use commits directly. In o","author":"senekor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.06078336420436947,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_u0c3zy"},{"id":"5d2365fb-3ab0-43c9-9492-5c3485f9adf3","source":"lobsters","source_id":"lobsters:c_odx6la","content_type":"comment","title":null,"body_preview":"I am busy this week, so can't try your project right now, but it looks interesting. Since I've also been working in the area of patch series management lately, I thought I'd mention that since maybe t","author":"pflanze","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression","terse_replies","absence_of_personality"],"bot_score":0.38521302074318886,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_odx6la"},{"id":"6a533406-f432-4a91-af87-c06cc489540d","source":"lobsters","source_id":"lobsters:c_8fc7cm","content_type":"comment","title":null,"body_preview":"Very cool! I was just idly thinking about something very similar these past few days. I don't have the time or energy to build it, so happy to see someone already came up with the same idea, and with ","author":"sjamaan","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_8fc7cm"},{"id":"e0e87fa5-2f24-4fc9-9b17-21a161e177ea","source":"lobsters","source_id":"lobsters:c_pqofpg","content_type":"comment","title":null,"body_preview":"It would be neat if the project also spoke out against GenAI as a whole. Regardless of policy, a notice stating that the project condemns GenAI is always nice. :3","author":"lumi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed"],"bot_score":0.053842539504704245,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_pqofpg"},{"id":"2597b5b8-1b62-40b9-b06f-53567a3ddd16","source":"lobsters","source_id":"lobsters:c_nrtmyg","content_type":"comment","title":null,"body_preview":"I don't think this statement needs to be there honestly.\n\nIt's already a given whatever we like it or not.","author":"stilic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.16666666666666663,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_nrtmyg"},{"id":"7366f824-1f79-4a6d-a38f-ac0eba662367","source":"lobsters","source_id":"lobsters:c_8tf4oz","content_type":"comment","title":null,"body_preview":"Good point, thanks. I'll edit it out. I have to think about a better way to get this point across. Maybe a footnote that explains that personal use is simply out of scope for the policy...","author":"senekor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.06078336420436947,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_8tf4oz"},{"id":"7531e508-ef3c-4d2d-a6ce-ce9c4533e0ae","source":"lobsters","source_id":"lobsters:c_ivcjbh","content_type":"comment","title":null,"body_preview":"That’s funny, that “of course” is the only thing I thought I might edit out if I end up using this as a template. I agree that it should be common sense but words like “obvious” “of course” and “commo","author":"wmurra","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1544877930532605,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_ivcjbh"},{"id":"81f9b06e-24d9-4ca7-8a0b-f407d770a7e1","source":"lobsters","source_id":"lobsters:c_sy9ifw","content_type":"comment","title":null,"body_preview":"I agree with your position. It’s just funny that you (and me) think that’s not our business, but others would already shame the project for that. ;)","author":"mxey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_sy9ifw"},{"id":"b095b6c7-e31c-4808-ae15-1a1d65a89b12","source":"lobsters","source_id":"lobsters:c_cu3hpa","content_type":"comment","title":null,"body_preview":"I'm not sure if I understand your comment correctly. The \"of course\" part is there because I think it's none of my business. Even if I believe using LLMs in any way is bad, I don't get to tell you wha","author":"senekor","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","absence_of_personality"],"bot_score":0.06078336420436947,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_cu3hpa"},{"id":"0bf30161-1876-4d6e-af77-5b00d73e02a1","source":"lobsters","source_id":"lobsters:c_urvakn","content_type":"comment","title":null,"body_preview":"You are, of course, allowed to use LLMs in a personal context however you see fit. For example, you may use LLMs for exploring the codebase, research, debugging and bouncing around your ideas.\n\n\nIt’s ","author":"mxey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_urvakn"},{"id":"4b2a79f5-0bff-4179-b176-903a39e9cbc1","source":"lobsters","source_id":"lobsters:c_9qxxsb","content_type":"comment","title":null,"body_preview":"For those looking for more info, the announcement blog post describes a bit more. I don't see any docs aside from this yet though.","author":"sjamaan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_9qxxsb"},{"id":"753f6292-d733-45cf-9013-316caecd4673","source":"lobsters","source_id":"lobsters:c_elox19","content_type":"comment","title":null,"body_preview":"I don't mind at all :) I added a short description of Flirt to the blog post, good point.\n\n\nIn my experience only a few people will likely be interested in contributing code to the project early on.\n\n","author":"senekor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.06078336420436947,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_elox19"},{"id":"95bd5e6d-a47c-441a-9fc0-78147eb5f115","source":"lobsters","source_id":"lobsters:c_rnjuqf","content_type":"comment","title":null,"body_preview":"I hope you don't mind some constructive criticism. It's likely that your blog posts and the project's README are the first time someone is going to hear about the project so it helps to write for thos","author":"manfred","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.423076923076923,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/9iztqv/flirt_is_now_open_source#c_rnjuqf"},{"id":"a9f772ca-a885-4e04-a3a5-35caa6346aae","source":"lobsters","source_id":"lobsters:c_7u2yqc","content_type":"comment","title":null,"body_preview":"Gren compiler is being rewriten in Gren.\nI believe they will diverge a lot over time, since the author didn't consider it a fork.","author":"Gabriela","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fks4pf/another_step_towards_elm_v1#c_7u2yqc"},{"id":"778796e3-f7e6-4402-9839-d93c990e3290","source":"lobsters","source_id":"lobsters:c_fvg6ha","content_type":"comment","title":null,"body_preview":"I’ve mostly made minor breaking changes up to this point (when-is instead of case-of, arrays instead of lists…) but next release sees the introduction of parametric modules (ocaml functors), which I b","author":"robinheghan","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fks4pf/another_step_towards_elm_v1#c_fvg6ha"},{"id":"87230387-5874-4d0c-817f-3fc048099398","source":"lobsters","source_id":"lobsters:c_qrifgw","content_type":"comment","title":null,"body_preview":"I wonder how much Gren started to diverge from the original Elm codebase over 4.5 years and how many ideas move from one to the other","author":"patryk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fks4pf/another_step_towards_elm_v1#c_qrifgw"},{"id":"80b413b5-8690-4cde-a17b-bd8e79820d6b","source":"lobsters","source_id":"lobsters:c_dev638","content_type":"comment","title":null,"body_preview":"I'm extremely happy that Evan seemingly resurrected Elm, it's the best language I ever used","author":"olex","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.03767682508561344,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fks4pf/another_step_towards_elm_v1#c_dev638"},{"id":"aee789ec-c608-4dd8-b90a-54b1b06f6103","source":"lobsters","source_id":"lobsters:c_fxa1gt","content_type":"comment","title":null,"body_preview":"I'm glad to see it back. I shipped a lot of solid stuff with Elm.","author":"barbeque","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fks4pf/another_step_towards_elm_v1#c_fxa1gt"},{"id":"8ad4fcb0-a8ec-4103-b789-0a213a315a95","source":"lobsters","source_id":"lobsters:c_ngstxv","content_type":"comment","title":null,"body_preview":"He did completely abandon it.\n\nAnd then he resurrected it.\n\nPeople who worked in Elm, loved Elm. There is no higher praise.\n\n(I never used it. I looked at it, didn't care for what I saw, and moved on.","author":"cpurdy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fks4pf/another_step_towards_elm_v1#c_ngstxv"},{"id":"b14d167e-031b-479d-be01-d131c8b29e34","source":"lobsters","source_id":"lobsters:c_2znihp","content_type":"comment","title":null,"body_preview":"Love to see that Evan has not completely abandoned Elm","author":"olex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.03767682508561344,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fks4pf/another_step_towards_elm_v1#c_2znihp"},{"id":"c4c97997-1a0d-4e84-be95-330dfa9dee79","source":"lobsters","source_id":"lobsters:c_zebj8c","content_type":"comment","title":null,"body_preview":"Certainly matches the things we do at Firefox to get releases out quickly (e.g., during pwn2own 2025)","author":"freddyb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0cthg/how_fix_bug_fix#c_zebj8c"},{"id":"a75af143-197a-4022-8ac4-bfccb5a78384","source":"lobsters","source_id":"lobsters:c_ryfjda","content_type":"comment","title":null,"body_preview":"Whooops, I must have misread something at some point that made me add \"vulnerability\" instead of bug. Can't edit the title anymore :(\n\nNice analysis, though. I did not have the time to investigate and","author":"addison","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.005952380952380942,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fu57cb/two_arm64_specific_miscompiles_induce#c_ryfjda"},{"id":"1695124f-1f60-44d3-bb23-f2be9864cf65","source":"lobsters","source_id":"lobsters:c_adeewc","content_type":"comment","title":null,"body_preview":"So, when we say \"if you think you found a compiler bug, look again, because chances are your code is at fault\", this kind of example is what we mean. As far as I can tell, there was no effort put into","author":"purplesyringa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.014777719389646045,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fu57cb/two_arm64_specific_miscompiles_induce#c_adeewc"},{"id":"90d93d16-64ed-458e-aa36-5f786443509c","source":"lobsters","source_id":"lobsters:c_vi6chs","content_type":"comment","title":null,"body_preview":"like STATUS in termios? https://man.freebsd.org/cgi/man.cgi?query=termios&sektion=4&manpath=freebsd-release-ports","author":"zie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rmh4fg/terminal_protocol_for_program_status_osc#c_vi6chs"},{"id":"344d954c-1ed0-4f6c-9189-4cc0f45c1736","source":"lobsters","source_id":"lobsters:c_b3uav3","content_type":"comment","title":null,"body_preview":"I mean, in general these examples aren't published anywhere. The claim isn't that nice technical users are building viable products with vibe coding, but viable tools for their own private use.\n\nMy fa","author":"singpolyma","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_b3uav3"},{"id":"c92e443e-d8ff-43e5-a271-d7a4aacc7103","source":"lobsters","source_id":"lobsters:c_mkyzve","content_type":"comment","title":null,"body_preview":"Here's an example: https://mattbruenig.com/2026/02/23/my-fully-automated-labor-law-research-tool-is-finally-here/","author":"daveliepmann","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.16493055555555552,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_mkyzve"},{"id":"4a9cf1bf-d593-4a72-b0b1-050a94da652f","source":"lobsters","source_id":"lobsters:c_0qoizw","content_type":"comment","title":null,"body_preview":"I'm sure it happens but every time I ask for examples I get  crickets. Or something where \"non-technical\" still means \"knowledge of HTTP, databases, and so on.\"","author":"Relax","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_0qoizw"},{"id":"416585ed-0fbc-4077-ba92-be5e49e27ff0","source":"lobsters","source_id":"lobsters:c_rrlde9","content_type":"comment","title":null,"body_preview":"Not only could they have, they regularly do. I see demos every month from non-technical people who have done stuff they hoped for years some coder would do but no one ever had","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_rrlde9"},{"id":"5d89b625-2570-4675-98bd-2bb75078b55f","source":"lobsters","source_id":"lobsters:c_jnfrmk","content_type":"comment","title":null,"body_preview":"I think you're missing the sarcasm in the post you're replying to.\n\nDo you think someone not programming-adjacent could have vibe-coded the application? I doubt it. And now it's effectively closed off","author":"Relax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_jnfrmk"},{"id":"64fac10e-4b48-4357-8bb1-3b87faacb24d","source":"lobsters","source_id":"lobsters:c_pb4fhh","content_type":"comment","title":null,"body_preview":"I think you've mistaken vast corporate exploitation of the commons as public benefit.","author":"flockofbirbs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.4398496092623194,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_pb4fhh"},{"id":"daf766d2-3283-4e4e-aa3f-9ad3ccb4efb1","source":"lobsters","source_id":"lobsters:c_fwmglo","content_type":"comment","title":null,"body_preview":"I noticed there is quite a split in the programming community. Some people (including myself) are happy to let LLM write code for them, because it's so much more productive. On the other hand, there a","author":"dimonomid","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_fwmglo"},{"id":"d3f012d2-3f61-4bc4-82db-a10237c128b3","source":"lobsters","source_id":"lobsters:c_cpo9cs","content_type":"comment","title":null,"body_preview":"Yes this is clearly what I think. Thanks for saying it so I didn't have to.","author":"flockofbirbs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.4398496092623194,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_cpo9cs"},{"id":"d060dd49-ba8e-4779-9489-050f7529307f","source":"lobsters","source_id":"lobsters:c_969lov","content_type":"comment","title":null,"body_preview":"Why? Do you think only programmers should be able/allowed to use open source?","author":"alanmeira","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17394267583195627,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_969lov"},{"id":"74aeaeea-dd13-436d-9a59-09c67db37877","source":"lobsters","source_id":"lobsters:c_rmqp6f","content_type":"comment","title":null,"body_preview":"Why not? It genuinely is amazing.\n\nI recently got an iPod classic and none of the Linux apps that should have worked for uploading music to it did. So what do I do in this situation? I saw that libgpo","author":"mplant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_rmqp6f"},{"id":"4c863632-17d4-4745-8f9b-1356ae8e5198","source":"lobsters","source_id":"lobsters:c_crmwd7","content_type":"comment","title":null,"body_preview":"This is exactly my experience and it's great that I can save my energy to be able to work on the interesting parts of my projects, rather than burn out spending hours or days debugging tricky bugs.","author":"lemon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.10937499999999999,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_crmwd7"},{"id":"7b33f905-f54d-447d-b5dd-dac712413351","source":"lobsters","source_id":"lobsters:c_ezpjf0","content_type":"comment","title":null,"body_preview":"Writing code? Mostly garbage code that requires a rewrite to be maintainable.\n\n\nLLMs have been trained on the Internet.  And for anyone who's seen the Internet, it's full of crap.","author":"alandekok","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.03208661939016668,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_ezpjf0"},{"id":"760867fe-44f7-43f9-8feb-99e3f772a737","source":"lobsters","source_id":"lobsters:c_ixbkrj","content_type":"comment","title":null,"body_preview":"My general experience is that agents are so much better at everything else around software development other than writing code and I don't understand why everyone focuses so much on it.\n\nDebugging com","author":"MatejKafka","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_ixbkrj"},{"id":"8e3b9fde-17f7-4b9a-9468-133a50e616ce","source":"lobsters","source_id":"lobsters:c_hoizh2","content_type":"comment","title":null,"body_preview":"Yes, it is mind boggling. A while back, there was a heisenbug in a distributed lighting controller I designed. I connected two boards to SWD, connected the serial bus to my scope, told Claude how to g","author":"wrs","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_hoizh2"},{"id":"bb4da464-46ac-4fa6-a53b-493bd55e1c78","source":"lobsters","source_id":"lobsters:c_stgysk","content_type":"comment","title":null,"body_preview":"My debugging time has gone to near-zero. \"Here's some log messages, and then a gdb backtrace of a crash. find out why\"\n\n\nOver in embedded land, setting it up so that the harness has the ability to fla","author":"tonyarkles","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_stgysk"},{"id":"6fd2b03e-e289-471d-9f9c-b913b17d92f4","source":"lobsters","source_id":"lobsters:c_wi6a4o","content_type":"comment","title":null,"body_preview":"agentic coding made it awesome for end users.\n\n\nAnd for programmers who are willing to use it carefully.  My debugging time has gone to near-zero.  \"Here's some log messages, and then a gdb backtrace ","author":"alandekok","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.03208661939016668,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_wi6a4o"},{"id":"179a771c-72e7-469c-b4cc-0412c7e7e8af","source":"lobsters","source_id":"lobsters:c_j6pbn0","content_type":"comment","title":null,"body_preview":"This is actually exactly why the GPL was/is viral: it recognizes that most end users can't do the modifications themselves, but they still should be able to benefit like either by contracting someone ","author":"adam_d_ruppe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_j6pbn0"},{"id":"66dc3f50-5328-434f-8ecf-2a579bc33200","source":"lobsters","source_id":"lobsters:c_towbix","content_type":"comment","title":null,"body_preview":"Open Source became annoying for maintainers, but ironically agentic coding made it awesome for end users. For non-programmers, the benefits of open source used to be mostly indirect and/or theoretical","author":"kornel","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1hnx0k/open_source_as_we_know_it_is_dead#c_towbix"},{"id":"3455c065-50c9-4248-bfdb-9b63f3e2812f","source":"lobsters","source_id":"lobsters:c_xvva66","content_type":"comment","title":null,"body_preview":"I think that DI containers are the mistake.\n\n\nI explicitly demonstrated a gradual movement from hand-coded initialize to DSL to DI Container as a spectrum, but that said I have yet to encounter a down","author":"colonelpanic","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.028493098890724926,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0xpi8s/why_we_should_inject_dependencies#c_xvva66"},{"id":"529d4303-8df0-40b4-8f34-14215f83291b","source":"lobsters","source_id":"lobsters:c_vvackl","content_type":"comment","title":null,"body_preview":"Ah, lemme make something clear: I do think DI is a great tool. And your example of it is something I 100% agree with. I think that DI containers are the mistake.\n\n\nCounterpoint: the awful code was con","author":"nick4","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0xpi8s/why_we_should_inject_dependencies#c_vvackl"},{"id":"ff5d481d-62ab-4bae-b407-959d74f1a5bf","source":"lobsters","source_id":"lobsters:c_ivon8b","content_type":"comment","title":null,"body_preview":"(I'm the author of this document)\n\nThe point is that breaking the identity between Class name and Instance give you freedom you didn't have.\n\nLet's say every caller was instantiating ConfirmationMaile","author":"colonelpanic","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness","polished_first_draft"],"bot_score":0.028493098890724926,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0xpi8s/why_we_should_inject_dependencies#c_ivon8b"},{"id":"abf8bede-a935-4025-b5c7-4e9daa4c723e","source":"lobsters","source_id":"lobsters:c_nzkbdc","content_type":"comment","title":null,"body_preview":"(note that this comment comes from a lot of .NET trauma specifically. if something isn't accurate to Hanami, sorry!)","author":"nick4","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0xpi8s/why_we_should_inject_dependencies#c_nzkbdc"},{"id":"55d6bb73-91da-4b68-abe7-8c449dc386e7","source":"lobsters","source_id":"lobsters:c_rnv2av","content_type":"comment","title":null,"body_preview":"Dependency injection is an incredibly powerful tool! But I have deep suspicions around systematizing it in this manner. While I haven't written any Hanami, I have a lot of experience with this pattern","author":"nick4","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0xpi8s/why_we_should_inject_dependencies#c_rnv2av"},{"id":"79d651df-28ae-4816-931d-795b230d7864","source":"lobsters","source_id":"lobsters:c_2uviks","content_type":"comment","title":null,"body_preview":"I don't understand why this is a yes or no question to people. Either you don't need it, or you do and when that answer changes for that particular case you change it then.","author":"evert","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0xpi8s/why_we_should_inject_dependencies#c_2uviks"},{"id":"fb2c2d7a-37ad-4723-9b5d-0f6d5ac91589","source":"lobsters","source_id":"lobsters:c_hjl6xn","content_type":"comment","title":null,"body_preview":"One of the things that I find more interesting from Hanakai is their approach to dependency injection. dry-container+dry-autoject is the first dependency injection framework that looked aligned with R","author":"PuercoPop","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","self_reference"],"bot_score":0.031046354076522176,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0xpi8s/why_we_should_inject_dependencies#c_hjl6xn"},{"id":"1617134a-b124-436e-97fe-2dde18a31461","source":"lobsters","source_id":"lobsters:c_fg3b7y","content_type":"comment","title":null,"body_preview":"Fascinating. Pi works quite well with Qwen3.8 (27B and Flash Next) and with DeepSeek V4 Flash 0731. Flash Next is very happy with codemode. If those models have problems, I haven't seen them.","author":"emk","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sshhsl/what_is_codemode#c_fg3b7y"},{"id":"c50dcdca-951c-4da1-8e44-171ff7072a33","source":"lobsters","source_id":"lobsters:c_kvszb4","content_type":"comment","title":null,"body_preview":"How are you doing benchmarking in Pi?\n\n\nBadly.\n\n\nHow much effort is spent to co-evolve Pi with different models?\n\n\nMore than you think. But at lot of this right now is vibes based and looking at user ","author":"mitsuhiko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sshhsl/what_is_codemode#c_kvszb4"},{"id":"09f6ef92-df9f-4033-9a58-f9a7fb63e98e","source":"lobsters","source_id":"lobsters:c_7e6iyk","content_type":"comment","title":null,"body_preview":"Combination of conservatism and basic benchmarking across different LLMs.\n\n\nThis is something I have been curious about for quite some time: How are you doing benchmarking in Pi? How much effort is sp","author":"pyfisch","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.08333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sshhsl/what_is_codemode#c_7e6iyk"},{"id":"fa518ac7-0476-4925-9604-640295b71311","source":"lobsters","source_id":"lobsters:c_xw20f2","content_type":"comment","title":null,"body_preview":"It probably makes a huge difference because the models that are RLed on Codemode were trained on JavaScript. So you are already off the beaten path. But for the best in class models, it won't be very ","author":"mitsuhiko","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sshhsl/what_is_codemode#c_xw20f2"},{"id":"3f84aedd-c180-41b5-ba67-e1c8396e2a4d","source":"lobsters","source_id":"lobsters:c_i5oloe","content_type":"comment","title":null,"body_preview":"But then the tools within it, lose that optimization because now you're doing JSON escaping.\n\n\nAh I see. Maki's codemode is a Python sandbox and tool args are just regular python kwargs. I wonder if t","author":"untitaker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sshhsl/what_is_codemode#c_i5oloe"},{"id":"d5edaaaf-008f-4c6b-aeb2-57086b36fa63","source":"lobsters","source_id":"lobsters:c_s1k4ex","content_type":"comment","title":null,"body_preview":"As somebody who does not use Pi I am really curious what led to this decision.\n\n\nCombination of conservatism and basic benchmarking across different LLMs. Codemode works very poorly for some LLMs due ","author":"mitsuhiko","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sshhsl/what_is_codemode#c_s1k4ex"},{"id":"1052e60a-34a1-48d3-ba74-84e267d17aba","source":"lobsters","source_id":"lobsters:c_oi1pf9","content_type":"comment","title":null,"body_preview":"Note that Codemode is by default only enabled in Pi when MCP is enabled\n\n\nAs somebody who does not use Pi I am really curious what led to this decision. Maki enables codemode unconditionally and for a","author":"untitaker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sshhsl/what_is_codemode#c_oi1pf9"},{"id":"5b655da7-82b7-4f90-ac08-a08b35cbbb70","source":"lobsters","source_id":"lobsters:c_l1fgpj","content_type":"comment","title":null,"body_preview":"Wow, this is not something I expected to come out of Cyrus Omar's work on Hazel, but it makes a lot of sense! I was wondering about using this in error reporting, and was pleasantly surprised to find ","author":"rtfeldman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/odew1t/bidirectional_type_slicing#c_l1fgpj"},{"id":"b97e352b-309e-4372-b6a9-cb2830b007b5","source":"lobsters","source_id":"lobsters:c_1s6cll","content_type":"comment","title":null,"body_preview":"Link: https://arxiv.org/abs/2607.12197\n\nThis is impressive work. I'm not sure how useful the current incarnation is as a \"tool\", but the thinking behind it could be extremely useful for those working ","author":"cpurdy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/odew1t/bidirectional_type_slicing#c_1s6cll"},{"id":"7e2dfcda-310a-496f-817b-f91dedbd5a84","source":"lobsters","source_id":"lobsters:c_w1oknr","content_type":"comment","title":null,"body_preview":"Ohh I'm definitely going to have to see if I can get this working for EYG","author":"crowdhailer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.24526312474759537,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/odew1t/bidirectional_type_slicing#c_w1oknr"},{"id":"435e46c2-e1a2-4edd-8441-8b4ba223f39f","source":"lobsters","source_id":"lobsters:c_1s3w4m","content_type":"comment","title":null,"body_preview":"Gleam doesn't have macros, so you can use this approach with any version of Gleam regardless of whether source or abstract forms is used as the compilation target.","author":"lpil","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_1s3w4m"},{"id":"e48f6062-6b1c-45d5-8a0c-524e96428b46","source":"lobsters","source_id":"lobsters:c_igmbxy","content_type":"comment","title":null,"body_preview":"Since all macros have been expanded and we have a uniform format, you can now make functions public or replace module namespaces. This is great for mocking or direct testing.\n\nThis erlang library uses","author":"Zurga","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","human_indicators_absent"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_igmbxy"},{"id":"bc56cb74-3db2-4524-a466-0b1a4a906f91","source":"lobsters","source_id":"lobsters:c_finrmg","content_type":"comment","title":null,"body_preview":"That sounds interesting. Could you share more about what you mean there?","author":"lpil","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_finrmg"},{"id":"16f8efb1-c977-4fd1-93fd-ec1f76556fd5","source":"lobsters","source_id":"lobsters:c_d91phk","content_type":"comment","title":null,"body_preview":"Erlang abstract form is also a great format for allowing monkeypatching on code.","author":"Zurga","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_d91phk"},{"id":"f69e2cda-ced5-4d7e-be85-b426c400df48","source":"lobsters","source_id":"lobsters:c_m1bpbp","content_type":"comment","title":null,"body_preview":"agreed.  since you mentioned C, it's also the case that use of C as an intermediate representation normally picks up the C calling convention, which precludes (without super perverse trickery) lambdas","author":"johnjoz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.33333333333333326,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_m1bpbp"},{"id":"3c4ced9e-985d-4c12-8b35-5b7ed9c3fe0d","source":"lobsters","source_id":"lobsters:c_7mtyik","content_type":"comment","title":null,"body_preview":"It's sometimes technically inferior in that it limits your source language to things that are expressible in the target language's abstract machine.  I suspect that's not a huge issue here because I a","author":"david_chisnall","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_7mtyik"},{"id":"09622f0e-9a8d-404e-8ea1-d8bafa6fc068","source":"lobsters","source_id":"lobsters:c_6eof1x","content_type":"comment","title":null,"body_preview":"i've been compiling for i guess 38 years and i never heard transpiler used to imply inferiority, but rather just leverage.","author":"johnjoz","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.33333333333333326,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_6eof1x"},{"id":"0e28c1b8-0155-4b73-b73f-bad5c88b0781","source":"lobsters","source_id":"lobsters:c_5bpyi0","content_type":"comment","title":null,"body_preview":"Generally no. I review quite a lot of the published packages and I can only think of one occasion I have seen this.\n\nThe syntax that we have the most of an over-use problems with is the pipe operator.","author":"lpil","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_5bpyi0"},{"id":"6dd6dccc-dbdf-4fe1-b4ad-4f17d849f2df","source":"lobsters","source_id":"lobsters:c_fidbkb","content_type":"comment","title":null,"body_preview":"Do you feel it encourages continuation-style APIs, even for things that could be expressed without them? (Kinda like Haskell's do notation encourages monadic APIs)","author":"janiczek","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.0722589881390797,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_fidbkb"},{"id":"528ea206-de68-44d3-b7d7-201645199f53","source":"lobsters","source_id":"lobsters:c_jj2crg","content_type":"comment","title":null,"body_preview":"Echoing lpil, it takes a while for use to click, but when it does, it really helps make code more readable. I would go so far as to call it one of the most useful parts of the language.","author":"eaon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_jj2crg"},{"id":"9734f246-d2e8-4b73-b776-5ac5bee019f4","source":"lobsters","source_id":"lobsters:c_wxuk7d","content_type":"comment","title":null,"body_preview":"They're popular, but they the most common point for folks to get confused when learning Gleam, if they have any trouble.","author":"lpil","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_wxuk7d"},{"id":"01367846-a999-4ac5-af69-28336df5db27","source":"lobsters","source_id":"lobsters:c_6kutyc","content_type":"comment","title":null,"body_preview":"Gleam is a cute and well-designed language, which I'd like to use if I had more time and a good use case.\n\nUnrelated question: How do gleam users feel about use expressions? https://tour.gleam.run/adv","author":"mond","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0.016131175693166463,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_6kutyc"},{"id":"ead4b551-cb4e-4d52-9d76-0b3d189d8380","source":"lobsters","source_id":"lobsters:c_eeqjpv","content_type":"comment","title":null,"body_preview":"The \"Ok, so how fast is it?\" section shows that Gleam compiles to BEAM bytecode faster than Erlang does using its rebar3 build tool. See the second graph.","author":"lpil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_eeqjpv"},{"id":"1265ce4c-16e8-41f1-9c20-770f93eb2f17","source":"lobsters","source_id":"lobsters:c_aigsbs","content_type":"comment","title":null,"body_preview":"My read is Gleam -> Erlang abstract form is quicker than Gleam -> Autogenerated Erlang -> Erlang abstract form.  I didn't see mention that it beats optimally written Erlang.","author":"ryan-duve","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10443777759994233,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_aigsbs"},{"id":"fb083cdf-6f28-4693-82df-634ddd6ee3af","source":"lobsters","source_id":"lobsters:c_gmllaz","content_type":"comment","title":null,"body_preview":"With that particular benchmark project compiled with rebar3, yes.","author":"lpil","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_gmllaz"},{"id":"4db0a78b-bf24-4677-9415-904bb91734cf","source":"lobsters","source_id":"lobsters:c_3oqgo9","content_type":"comment","title":null,"body_preview":"Am I reading it correctly that Gleam to erlang abstract form is quicker than erlang to erlang abstract form?","author":"crowdhailer","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.24526312474759537,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2svplr/gleam_doesn_t_compile_erlang_source#c_3oqgo9"},{"id":"48bbc8db-dbab-498e-84ec-7d329b4c73f8","source":"lobsters","source_id":"lobsters:c_bolenq","content_type":"comment","title":null,"body_preview":"Pared started as a personal project for me and a friend because she wanted to get rid of Apple’s AI without disabling SIP\n\nSeeing the recent attention around RemoveMacAI, which is based on Pared, moti","author":"FlameFlag","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":1,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tcmpcw/pared_remove_unwanted_apple#c_bolenq"},{"id":"4446aa7c-e065-4049-a137-d9472f62dc6b","source":"lobsters","source_id":"lobsters:c_ca7zgz","content_type":"comment","title":null,"body_preview":"You avoid function coloring. It’s a function parameter.\n\n\nI have a problem with this wording, because function coloring is isomorphic to function parameters. It is fundamentally about how if you need ","author":"hjvt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_ca7zgz"},{"id":"f061d57e-a923-499e-b9f6-d05d806a1ffc","source":"lobsters","source_id":"lobsters:c_jsbnbh","content_type":"comment","title":null,"body_preview":"At the end of the day, any await on a future will eventually end up at something which manually implements Future. Future has one method poll which takes a Context this context only contains a waker a","author":"atk","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_jsbnbh"},{"id":"688d0f4c-7949-4bdf-9b9b-265d12aca4dc","source":"lobsters","source_id":"lobsters:c_ylsmdn","content_type":"comment","title":null,"body_preview":"Any sane async implementation (i.e. one which can run without threads at least as long as you're not doing async file IO) is going to have some global/thread-local (potentially even scoped in some int","author":"quad","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_ylsmdn"},{"id":"5e5c43d5-1b07-4a21-87c4-a9b4df675c21","source":"lobsters","source_id":"lobsters:c_zitxvs","content_type":"comment","title":null,"body_preview":"That's cool, I have no idea how zig* async works but presumably, like async in many other languages, it gives futures some channel back to the runtime which doesn't require global state or passing ref","author":"mond","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.016131175693166463,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_zitxvs"},{"id":"6a329349-765e-4bc3-850e-2261bc32fa05","source":"lobsters","source_id":"lobsters:c_h3io2o","content_type":"comment","title":null,"body_preview":"Well no, clearly I didn't know that. So presumably there's a misunderstanding. But I can't see it.\n\nA useful async function is going to be async presumably because at some point it awaits something wh","author":"atk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","code_example"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_h3io2o"},{"id":"775f8526-e2fb-4426-906b-81b5c8b1e3c1","source":"lobsters","source_id":"lobsters:c_7cojq6","content_type":"comment","title":null,"body_preview":"I don't want this to sound rude but you should actually impement a basic rust runtime which implements sleep and/or poll/epoll/select based socket IO so you can understand the problem space (you are n","author":"aw1621107","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.13791156257672282,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_7cojq6"},{"id":"63413214-c155-4ba6-bfe7-58131b45355c","source":"lobsters","source_id":"lobsters:c_kuopia","content_type":"comment","title":null,"body_preview":"I don't want this to sound rude but you should actually impement a basic rust runtime which implements sleep and/or poll/epoll/select based socket IO so you can understand the problem space (you are n","author":"atk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_kuopia"},{"id":"7bc22411-be04-44d8-a9c2-0d427cf6531b","source":"lobsters","source_id":"lobsters:c_afa2g4","content_type":"comment","title":null,"body_preview":"No but most futures don’t spawn other tasks or create IO objects. Zig does actually pass a handle around to do these things (not to mention an allocator), it’s not insane.\n\nMost futures only need to i","author":"withoutboats","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.4025062498798073,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_afa2g4"},{"id":"266e62bf-29ff-45e1-94b1-d84e61ad1f4d","source":"lobsters","source_id":"lobsters:c_lsf5d3","content_type":"comment","title":null,"body_preview":"How will those futures get that reference if their callers don't hold it?\n\nDo you suggest it is made global and passed at the last moment? What benefit does that serve?\n\nedit: To clarify, the hard par","author":"atk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_lsf5d3"},{"id":"58394089-f9f8-4bac-8d9b-82f239dc76fe","source":"lobsters","source_id":"lobsters:c_tzhdps","content_type":"comment","title":null,"body_preview":"The way it works in embedded rust is that you literally access that state through magic memory addresses that you write to.\n\nAgain, stop focusing on spawning. I encourage you to actually write a basic","author":"atk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_tzhdps"},{"id":"072845d4-6d51-455f-80fc-4ce797131d63","source":"lobsters","source_id":"lobsters:c_m6xshh","content_type":"comment","title":null,"body_preview":"Of course there is global state to make it work. The question was whether you access that state through implicit global “magic” or through explicit references.\n\nEmbassy does it both ways: explicit spa","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_m6xshh"},{"id":"73eb3642-f1c2-4596-959d-f8899f33c1d3","source":"lobsters","source_id":"lobsters:c_oouuz3","content_type":"comment","title":null,"body_preview":"This is because in embedded, the executor doesn't have to call the wakers. Wakers are called directly from interrupt handlers. The reason it doesn't get out of hand in embedded is precisely because th","author":"atk","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_oouuz3"},{"id":"af1b8904-10bc-4f95-9a3b-dbe195c741f3","source":"lobsters","source_id":"lobsters:c_fgwiwq","content_type":"comment","title":null,"body_preview":"Indeed, it’s done that way in embedded Rust (bingo!) by passing a Spawner around. This is no hardship in my experience, perhaps because in embedded one typically has a pretty static set of tasks, most","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_fgwiwq"},{"id":"0ab5cae7-fd70-455e-ae03-b238b95335ce","source":"lobsters","source_id":"lobsters:c_plfog7","content_type":"comment","title":null,"body_preview":"Not every future, just futures that mutate the scheduler state in a manner other than waking a task. This means things that spawn new tasks or register new event sources on the reactor, like the examp","author":"withoutboats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.4025062498798073,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_plfog7"},{"id":"375e537f-4d6e-49f2-8037-8751aee7eca6","source":"lobsters","source_id":"lobsters:c_mettbo","content_type":"comment","title":null,"body_preview":"std::task::Context can't hold these references, which means that your executor can't pass them to a future it wants to poll, which means that the future has to be given this reference at construction ","author":"atk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_mettbo"},{"id":"cb36ac24-944d-4ab4-9b02-404d20b49b01","source":"lobsters","source_id":"lobsters:c_ehsqrh","content_type":"comment","title":null,"body_preview":"That's not true, you could pass the executor and reactor handle(s) down instead of having APIs like task::spawn or TcpStream::connect. Similarly you could pass an allocator to every API that allocates","author":"withoutboats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0.4025062498798073,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_ehsqrh"},{"id":"5edc6769-e1d9-43d1-a34c-d28c9a923a24","source":"lobsters","source_id":"lobsters:c_ucpbmg","content_type":"comment","title":null,"body_preview":"This isn't unique to Tokio.\n\nAny sane async implementation (i.e. one which can run without threads at least as long as you're not doing async file IO) is going to have some global/thread-local (potent","author":"atk","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","template_phrases","platform_fluency"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_ucpbmg"},{"id":"8147c042-3da8-4d9b-b383-81b440d81f18","source":"lobsters","source_id":"lobsters:c_3zepro","content_type":"comment","title":null,"body_preview":"Yeah, that's where I arrived. I don't know if I'm right, but that's the one thing that just doesn't quite sit right with me.","author":"mond","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.016131175693166463,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_3zepro"},{"id":"38b05a41-2313-492e-bc5f-33dd322c14e2","source":"lobsters","source_id":"lobsters:c_rltmvg","content_type":"comment","title":null,"body_preview":"The complaint about Tokio having the \"hidden runtime argument\" passed around is very valid. I think the attempts to \"erase\" asynchronous runtimes and attempting to make them invisible to the user hurt","author":"notgull","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okk4bg/async_rust_where_does_scheduler_live#c_rltmvg"},{"id":"0747f535-261f-46d3-a5bd-a866ea103ac6","source":"lobsters","source_id":"lobsters:c_xyd2u6","content_type":"comment","title":null,"body_preview":"Very informative article. Ridiculous behaviour from that one user, glad the maintainer put his mental first and said fuck it.","author":"WilhelmVonWeiner","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fpcicg/last_rites_for_gentoo_s_chromium_package#c_xyd2u6"},{"id":"8fd01a80-377f-44a4-acbb-f3e24ae53216","source":"lobsters","source_id":"lobsters:c_rfwner","content_type":"comment","title":null,"body_preview":"Tbh in my mind the effect is the opposite.\n\nLLMs don't really make it significantly easier to sneak a backdoor in a software product. It was easy enough without LLMs as well.\n\nHowever, LLMs make it mu","author":"dimonomid","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gveu0c/montray_tray_icon_for_systemd_service#c_rfwner"},{"id":"6dddefa2-be4f-493b-bece-4782c322978a","source":"lobsters","source_id":"lobsters:c_ygaoqo","content_type":"comment","title":null,"body_preview":"I can't guarantee anything about the future development because obviously it consumes my free time which I don't have much and dunno how much of it I'll have in the future; but you can get some sense ","author":"dimonomid","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","terse_replies","absence_of_personality"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gveu0c/montray_tray_icon_for_systemd_service#c_ygaoqo"},{"id":"22e676a1-9954-4a4d-b3c3-e24c40c9c179","source":"lobsters","source_id":"lobsters:c_rfv3sj","content_type":"comment","title":null,"body_preview":"I'm not worried about backdoors, I'm worried about product quality. How do I know it's worth my time to learn and install this new tool? Will it work thoughtfully and well? Will it be updated in a yea","author":"nelson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.12499999999999999,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gveu0c/montray_tray_icon_for_systemd_service#c_rfv3sj"},{"id":"35079480-763d-4c4f-9b69-e4e900142b31","source":"lobsters","source_id":"lobsters:c_2owpvq","content_type":"comment","title":null,"body_preview":"While this looks cool and useful with the proliferation of vibe coded things and artificial bot signals make it tough to trust things like this anymore. while this doesn't have much to do with this pa","author":"weaksauce","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","genuine_emotion"],"bot_score":0.14956139315029018,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gveu0c/montray_tray_icon_for_systemd_service#c_2owpvq"},{"id":"13c8792e-7d28-49b8-9ea4-527e9b46925f","source":"lobsters","source_id":"lobsters:c_f2fj1w","content_type":"comment","title":null,"body_preview":"Fun story and all that, but wait...\n\nYou go to an Apple store with a laptop and a cool story and they provide you with (at least) the name of the real owner and their home address?","author":"jmiven","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0slgpl/time_i_worked_with_laptop_thief#c_f2fj1w"},{"id":"ccf4a523-60b6-4460-a042-e5af2cb33509","source":"lobsters","source_id":"lobsters:c_9y6xw6","content_type":"comment","title":null,"body_preview":"Fun story!\n\n\nI learned that if something feels off, it is worth investigating.\n\n\nAlso the moral of The Cuckoo's Egg.","author":"caboteria","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0slgpl/time_i_worked_with_laptop_thief#c_9y6xw6"},{"id":"a60cc61d-e47f-4013-bccf-d73333afaeba","source":"lobsters","source_id":"lobsters:c_0i8sf8","content_type":"comment","title":null,"body_preview":"Waaait wasn't there an old 4chan greentext going around for years about a very similar scenario? Or am I going crazy? I feel like the beginning of this story at least is very familiar.\n\nFun read regar","author":"zk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.06737949406953982,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0slgpl/time_i_worked_with_laptop_thief#c_0i8sf8"},{"id":"b0353e70-7f94-4d4b-b910-076f2c3de410","source":"lobsters","source_id":"lobsters:c_ljflhq","content_type":"comment","title":null,"body_preview":"I saw a laptop for sale on facebook last year that retails for almost $2,000 and the guy was asking $200 for it. It was only a couple months old according to its serial number, clean system install no","author":"adam_d_ruppe","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0slgpl/time_i_worked_with_laptop_thief#c_ljflhq"},{"id":"4920c891-f83c-4d74-b934-b2a585fff9d0","source":"lobsters","source_id":"lobsters:c_41hlut","content_type":"comment","title":null,"body_preview":"I've directed all email to my account, regardless of the local-part (before the @). Probably wouldn't recommend it, it makes it near impossible to ever stop self-hosting.\n\n\nHosted email providers allo","author":"fs111","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies","natural_digressions"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_41hlut"},{"id":"808f6ce4-50d4-45af-a4eb-0fd208ac589b","source":"lobsters","source_id":"lobsters:c_fwmrlf","content_type":"comment","title":null,"body_preview":"Well, I wanted a cheap domain so the gTLD involved did not exist in 2000, that helps!\n\n(If ever deliverability penalty of cheap gTLDs gets prohibitive, well, I will see)","author":"k749gtnc9l3w","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.03333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_fwmrlf"},{"id":"3d68033c-c1de-48ca-8429-2cae15ac6992","source":"lobsters","source_id":"lobsters:c_hzekuz","content_type":"comment","title":null,"body_preview":"Wildcarding all email to yourself is a great way to discover someone who had your domain before the year 2000 is on all kinds of spam lists :)","author":"DustyFuzzy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.16790254381912006,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_hzekuz"},{"id":"93bd5b6a-bb89-4912-bc13-dc81579cc169","source":"lobsters","source_id":"lobsters:c_eonchd","content_type":"comment","title":null,"body_preview":"Same software stack, OVH as hoster, a lot of accounts under multiple subdomains. No spamfilter, and not much spam somehow.","author":"k749gtnc9l3w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.03333333333333333,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_eonchd"},{"id":"33f4901b-aeed-4421-80bc-7252bf4e70bc","source":"lobsters","source_id":"lobsters:c_5pbuql","content_type":"comment","title":null,"body_preview":"I'm currently on DO and am very slowly moving to Scaleway - who seem to do a much better job of keeping their IPs clean from backlisting.","author":"vetch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.5483536204401563,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_5pbuql"},{"id":"45dd0ecd-1eeb-4dc3-9cb8-d47f5829d580","source":"lobsters","source_id":"lobsters:c_xypkyu","content_type":"comment","title":null,"body_preview":"postfix, dovecot, opendkim, opendmarc, all on a VPS from Scaleway.\n\nI don't have any delivery issues with any major provider, but I have to fill in a form once a year to have my IP taken off the Spamh","author":"DustyFuzzy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","self_reference","absence_of_ai_signals"],"bot_score":0.16790254381912006,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_xypkyu"},{"id":"7ab8afa6-c3a8-46cd-b926-067a7669b720","source":"lobsters","source_id":"lobsters:c_6j4s7f","content_type":"comment","title":null,"body_preview":"About a year ago I migrated from Postfix + Cyrus + SpamAssassin to Stalwart for a ~10 user mailserver. The much larger mail servers that I have run in previous jobs (5k+ users) were Postfix+Cyrus, but","author":"jbcrawford","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.2264097655573916,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_6j4s7f"},{"id":"fa3cd786-84ef-4cf7-b2d2-350d00d869c4","source":"lobsters","source_id":"lobsters:c_gjc1gi","content_type":"comment","title":null,"body_preview":"Running OpenSMTPD + rspamd + dovecot on multiple domains. All on OpenBSD. Runs great.\n\nLeast favorite part is rspamd. Many moving parts and while I get why the configuration is like that I still find ","author":"reezer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_gjc1gi"},{"id":"327bef2c-b807-40c2-bb9d-756dc7463554","source":"lobsters","source_id":"lobsters:c_swgdbn","content_type":"comment","title":null,"body_preview":"Eimilar, my vps includes email hosting (which I also rhen provide on for many clients.)","author":"veqq","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_swgdbn"},{"id":"697309c1-c955-43ab-8d52-569d0aa4b7d0","source":"lobsters","source_id":"lobsters:c_c4udfd","content_type":"comment","title":null,"body_preview":"I pay Migadu to host emails on my custom domain.\n\nVery good customer service, does what it says on the tin and nothing more. Good value.\n\nEDIT: reading other people's answer, I see that this might not","author":"Ambroisie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.18055555555555552,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_c4udfd"},{"id":"9c5767df-85ce-46ee-bf2d-e51e8a4f287b","source":"lobsters","source_id":"lobsters:c_jovrju","content_type":"comment","title":null,"body_preview":"and, I have AWS SES set up as an outgoing relay (usually $0.50 a month), mainly so I can stop filling out Microsoft forms to get email accepted to Outlook.","author":"xilef","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.5624491195400434,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_jovrju"},{"id":"86d0fde0-6f7d-4633-ab08-30145460e259","source":"lobsters","source_id":"lobsters:c_d4lxla","content_type":"comment","title":null,"body_preview":"freebsd + postfix + dovecot + blocklistd + spamassassin + greyfix\n\nspamassassin is not as good as rspamd, but I sort of enjoy reading and sometimes replying to spam.","author":"xilef","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.5624491195400434,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_d4lxla"},{"id":"ef8caef9-af1b-4ab1-b86e-2dbcd141f881","source":"lobsters","source_id":"lobsters:c_mnejrp","content_type":"comment","title":null,"body_preview":"im using  simple nixos mailserver which uses postfix + dovecot + rspamd","author":"null_radix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_mnejrp"},{"id":"909d85ff-8b90-482a-86f8-1d999a4ecf25","source":"lobsters","source_id":"lobsters:c_qhxfse","content_type":"comment","title":null,"body_preview":"Based off of this guide: https://poolp.org/posts/2019-09-14/setting-up-a-mail-server-with-opensmtpd-dovecot-and-rspamd/\nI have a stack of OpenSMTPd + rspamd + dovecot on my Parabola GNU/Linux homeserv","author":"waelk10","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_qhxfse"},{"id":"665a55b0-a21e-4564-a402-bad559859192","source":"lobsters","source_id":"lobsters:c_io8jjt","content_type":"comment","title":null,"body_preview":"The NixOS Mailserver package on my personal NixOS bare metal server, german private fiber connection. SMTP2GO as an SMTP relay to not land in spam hell due to IP reputation.\nMultiple Domains and users","author":"FrostKiwi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_io8jjt"},{"id":"02c5fa9c-84a2-4da9-a778-f0ca856942fe","source":"lobsters","source_id":"lobsters:c_cg7axu","content_type":"comment","title":null,"body_preview":"OpenBSD + OpenSMTPD + Rspamd + Dovecot on an OpenBSD Amsterdam VM. I followed https://poolp.org/posts/2019-09-14/setting-up-a-mail-server-with-opensmtpd-dovecot-and-rspamd/ back in 2020 and have been ","author":"jbauer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience","platform_fluency","opinion_and_stance","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_cg7axu"},{"id":"8ab2aabe-ee61-464f-b3a2-ed48362443ec","source":"lobsters","source_id":"lobsters:c_ygtnzl","content_type":"comment","title":null,"body_preview":"Same here: Postfix + Cyrusimapd. I have configured it for JMAP as well, and where I can, I use it (aerc in terminal; Bulwark for webmail; trialing Plume on the phone).\n\nI do use anti spam and clamav a","author":"theperfecthobbit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_ygtnzl"},{"id":"681a7279-4db1-4978-8fb4-ef35108ee92a","source":"lobsters","source_id":"lobsters:c_2h7ysi","content_type":"comment","title":null,"body_preview":"Same thing as 27 years ago: postfix + cyrus imapd. Rock solid as far as mail storage is concerned, but world wide web is in the process of enshittification and tweaking postfix to keep up with spam an","author":"pegasus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_2h7ysi"},{"id":"2fde0978-8881-46b8-bafa-4a424c696529","source":"lobsters","source_id":"lobsters:c_9jd5f9","content_type":"comment","title":null,"body_preview":"there was a similar thread a while ago here: https://lobste.rs/s/bywnqo/what_s_your_email_setup. It may have useful information in the comments","author":"ccmtaylor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using#c_9jd5f9"},{"id":"aa2a3099-625d-4310-a32a-e3304d65b45d","source":"lobsters","source_id":"lobsters:c_g4jzuk","content_type":"comment","title":null,"body_preview":"Some of the ideas seem more techno-optimism than industry analysis. I have no problem with that,  the article doesn't intend to be too detailed.\n\nIn my view our industry moves far too slowly for most ","author":"dlisboa","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_g4jzuk"},{"id":"9a65931b-8d27-4e26-9e6f-f373fe406958","source":"lobsters","source_id":"lobsters:c_miq4yt","content_type":"comment","title":null,"body_preview":"Go to the Winchester, have a nice cold pint, and wait for all of this to blow over.\n\n\nGreat plan. Can't see it going wrong at all.","author":"tentacloids","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","sarcasm","cultural_references"],"bot_score":0.04795075360333607,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_miq4yt"},{"id":"8327df03-c465-4361-aa59-ac6193f9f352","source":"lobsters","source_id":"lobsters:c_g4yxrf","content_type":"comment","title":null,"body_preview":"Admirable delusion, but delusion nonetheless. To quote Steve Jobs, \"those jobs aren't coming back.\"","author":"tobin_baker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","quote_with_commentary","platform_fluency"],"bot_score":0.06249999999999999,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_g4yxrf"},{"id":"fc05717c-ebbb-4bd9-9508-2d1978b89f36","source":"lobsters","source_id":"lobsters:c_8nsgqh","content_type":"comment","title":null,"body_preview":"Regardless of the technical opinions, I'm done waiting for this all to blow over.  Sitting around doing nothing is not going to help.","author":"icefox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_8nsgqh"},{"id":"453c00ba-5890-4052-927d-c5431ea32c15","source":"lobsters","source_id":"lobsters:c_ah3rjq","content_type":"comment","title":null,"body_preview":"It's a real grab-bag of topics for sure. If I squint I'd distill it down:\n\nBuild durable skills, develop good taste, work with users, have a good professional identity.\n\nNone of the tech opines in the","author":"jonathannen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.019268501332717455,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_ah3rjq"},{"id":"7184339d-562a-4a8d-ae91-a28a52af4aef","source":"lobsters","source_id":"lobsters:c_3sb08b","content_type":"comment","title":null,"body_preview":"Reject fascism and don’t learn React for a sustainable web career for when “all this blows over?” I’m (genuinely) so jealous of the amount and quality of delusion in this post, and wish anyone followi","author":"altano","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_3sb08b"},{"id":"66264a4e-dcb7-46c6-9f73-92f20dbb84c2","source":"lobsters","source_id":"lobsters:c_m8fuiz","content_type":"comment","title":null,"body_preview":"I'm not a web dev, and am relying heavily on claude for my current webapp, but I did a bunch of research and picked a stack myself, and then told claude to use it. I would highly recommend doing the s","author":"zem","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","specific_technical_details","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_m8fuiz"},{"id":"7d65c511-1472-4ff8-8963-59a47a7ae883","source":"lobsters","source_id":"lobsters:c_dnj3xc","content_type":"comment","title":null,"body_preview":"I'm going all win with vanillaJS/Web Components for my personal projects. It is freeing to work without tens (hundreds?) of npm packages.","author":"alanmeira","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17394267583195627,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_dnj3xc"},{"id":"0239e262-a8ba-426b-aba3-88c059ec70b0","source":"lobsters","source_id":"lobsters:c_hjsiit","content_type":"comment","title":null,"body_preview":"I’m absolutely not a pro web developer, but I quite like Svelte.","author":"snej","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.05745332578893796,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_hjsiit"},{"id":"70ca6a5e-5bc9-4c20-9556-ac516a13a00b","source":"lobsters","source_id":"lobsters:c_ju4add","content_type":"comment","title":null,"body_preview":"There's a narrative that web technologies turn over ever two days, but React is 13 years old.\n\n\nReact was the framework that broke that cycle.\n\nSeveral years before React entered the scene, I remember","author":"bitshift","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_ju4add"},{"id":"cdfdbd02-0f4b-4d39-8caf-7fd5b21fab26","source":"lobsters","source_id":"lobsters:c_8ruqzx","content_type":"comment","title":null,"body_preview":"What do people use for frontend these days then?\n\n\nReact. https://survey.stackoverflow.co/2025/technology. There's a narrative that web technologies turn over ever two days, but React is 13 years old.","author":"hyperpape","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_8ruqzx"},{"id":"f2b97524-b22e-498c-895c-6a461cb6908c","source":"lobsters","source_id":"lobsters:c_dqzyyk","content_type":"comment","title":null,"body_preview":"Would agree that learning React in this day and age is throwing away time that would be better used elsewhere.\n\n\nI'm feeling so out of touch right now. What do people use for frontend these days then?","author":"nemin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_dqzyyk"},{"id":"3395a1a1-fbfd-4cb9-ae6e-cdc51119fdef","source":"lobsters","source_id":"lobsters:c_rvzvqd","content_type":"comment","title":null,"body_preview":"Agreed.\n\nSome of the highest paid word I did was on keeping a VB6 project limping along.  There will be loads and loads of React to maintain in the next 30 years.  Big projects may very well transitio","author":"chuck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_rvzvqd"},{"id":"4a9fd4fa-05d6-4015-92b3-69c569794689","source":"lobsters","source_id":"lobsters:c_btp1iv","content_type":"comment","title":null,"body_preview":"Would agree that learning React in this day and age is throwing away time that would be better used elsewhere. However, if you already know React there's likely to be contract work out there for you f","author":"Two9A","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this#c_btp1iv"},{"id":"9b142fa3-f02e-46fd-8672-4447a174d568","source":"lobsters","source_id":"lobsters:c_ibgnvs","content_type":"comment","title":null,"body_preview":"I think the literate programming style is very cool","author":"arcade","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_ibgnvs"},{"id":"ffc8fb63-acb3-4cce-b1ae-ddf69f2bd838","source":"lobsters","source_id":"lobsters:c_bwpbsh","content_type":"comment","title":null,"body_preview":"Thank you for sharing. I'm surprised by how little imagination we have with the possibilities of better shell scripting.\n\nHowever, I am trying to figure out the motivation for this tool.\n\nI suspect it","author":"dutc","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","imperfect_expression"],"bot_score":0.3180450891054253,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_bwpbsh"},{"id":"894f1afa-34c0-4c8f-989f-8dc91ed90664","source":"lobsters","source_id":"lobsters:c_y9v2i7","content_type":"comment","title":null,"body_preview":"So I have to use a shitty programming environment, write tons of boilerplate code, have a mess of files on my hand that I somehow need to get into place, have to work around all the pecularities of \"b","author":"hunger","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.21874999999999997,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_y9v2i7"},{"id":"9fab4a3e-4852-4264-94da-151fbc3a9449","source":"lobsters","source_id":"lobsters:c_mbal1l","content_type":"comment","title":null,"body_preview":"So I have to use a shitty programming environment, have a mess of files on my hand that I somehow need to get into place, have to work around all the pecularities of basic posix utilities on different","author":"hunger","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21874999999999997,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_mbal1l"},{"id":"94bf7952-94cd-4a51-9b32-129708e3a5e9","source":"lobsters","source_id":"lobsters:c_6rjarg","content_type":"comment","title":null,"body_preview":"I think the end goal of this tool is not desirable (to me, at least). The point of grouping together commands like git add and git commit into a single binary is not just to allow you to type git add ","author":"spillybones","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.08843984370492776,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_6rjarg"},{"id":"9952bb41-b2a5-45ed-bd61-b68a212b48a0","source":"lobsters","source_id":"lobsters:c_a1sxru","content_type":"comment","title":null,"body_preview":"I wish the intended goal was made a bit more clear. Is that a \"\"\"framework\"\"\" to write shell scripts ?","author":"Verfeuil","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_a1sxru"},{"id":"67393399-d3b7-4b8b-a495-fc42d875c615","source":"lobsters","source_id":"lobsters:c_ldbthr","content_type":"comment","title":null,"body_preview":"Also I am not sure but on OS X did /bin/sh used to be bash 3 (which has many differences from bash 4 !!), and then it changed to zsh? Or do they have a different stable /bin/sh ? I suspect the former\n","author":"bdesham","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_ldbthr"},{"id":"0655a73d-0ace-4b87-9fd6-422a07b4315d","source":"lobsters","source_id":"lobsters:c_qzwdez","content_type":"comment","title":null,"body_preview":"Well then you need to write printf '%s\\n' \"$foo\" everywhere, which is not exactly friendly.\n\nSo then you want to extract it to a function common function.  So you do . my-special-shell-functions.sh, a","author":"andyc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_qzwdez"},{"id":"8a669c9d-2e99-41f6-85d6-4945c8159a28","source":"lobsters","source_id":"lobsters:c_4bhtu4","content_type":"comment","title":null,"body_preview":"POSIX helps you by providing printf which works reliably.","author":"LeahNeukirchen","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.3514097655573915,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dwbksa/brut_brutal_router_for_unix_tools#c_4bhtu4"},{"id":"94864f7f-662b-4d1b-bb63-c5967d655537","source":"lobsters","source_id":"lobsters:c_aig2py","content_type":"comment","title":null,"body_preview":"create programs that are highly portable, able to run on any contemporary Unix system with no runtime dependencies other than the basic utilities specified by POSIX.1-2024. 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There are some minor issues with it - some are me, some are who knows. The biggest bug bear is that the n","author":"vetch","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.5483536204401563,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/rwloew/email_self_hosters_what_are_you_using"},{"id":"d9078dc1-a2ad-4020-8f1a-6244cb47a056","source":"lobsters","source_id":"lobsters:jxhi2i","content_type":"post","title":"A sustainable web career, for when all this blows over","body_preview":"A sustainable web career, for when all this blows over","author":"nrvous","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","concise_title","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Oct 07 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jxhi2i/sustainable_web_career_for_when_all_this"},{"id":"a2773798-83a2-440e-9e9b-9e28d05f297e","source":"reddit","source_id":"t1_pebjqkv","content_type":"comment","title":null,"body_preview":"I had similar, although not the same, pressure from my parents to carry my siblings around through life. It took me too long to realise that they cannot be convinced to treat you fairly or as your own","author":"FantasticMootastic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzgni8/my_22f_parents_treat_me_like_i_am_responsible_for/pebjqkv/"},{"id":"5385eb2d-3477-44d5-b13a-40ca0b4c774a","source":"reddit","source_id":"t1_pebjsc9","content_type":"comment","title":null,"body_preview":"We were on the sofa, not the bed. I was snuggled under his arm, into his shoulder. I wasn’t asleep. I was wide awake. He pinned me against him with his left arm.  My husband isn’t less attractive to m","author":"notcopingneedhelp","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzf1a6/how_to_navigate_post_fall_out_when_our_plates_are/pebjsc9/"},{"id":"bfa61d0b-fa59-4e26-8882-cf7cc15a3e40","source":"reddit","source_id":"t1_pebjtzr","content_type":"comment","title":null,"body_preview":"Well, you ain't innocent ether since you cheated on him, but yeah, my advice would be to break up and try to get professional advice","author":"Tierci","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz3efz/my_bf28m_only_wants_sex_from_me_19f/pebjtzr/"},{"id":"6e4f1f78-c574-4f3f-a005-be8ef13f7ada","source":"reddit","source_id":"t1_pebjvhc","content_type":"comment","title":null,"body_preview":"Six years of long distance, never having not been long distance, is…. Are you sure you’re in a relationship? Plus opposite schedules so you rarely talk and this started when you were both teenagers? I","author":"ZorakZbornak","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzgtk3/i_23f_need_an_outside_view_about_my_bf_23m/pebjvhc/"},{"id":"04452053-edd0-4bd6-a109-85a965b69c4b","source":"reddit","source_id":"t1_pebjwly","content_type":"comment","title":null,"body_preview":"What is your plan for toddler’s bed? Maybe buy her a twin bed now and you sleep there?","author":"No_Dot6963","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz65e9/husband_33m_refuses_to_compromise_for_me_34f/pebjwly/"},{"id":"ea8b232d-ecf1-496c-b9e1-1d54b194f951","source":"reddit","source_id":"t1_pebjxs0","content_type":"comment","title":null,"body_preview":"As everyone said, your wife is bored. YOU should also complain about the children. Clearly your wife's complains are going unnoticed and it's your job as her husband to give her a voice. As the comple","author":"Funny_Story_Bro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","emotional_authenticity"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz5tdt/my_wife_28f_wants_to_sell_the_apartment_we_bought/pebjxs0/"},{"id":"209c3ce0-1179-497c-88ea-76dc13d01b9d","source":"reddit","source_id":"t1_pebjyx3","content_type":"comment","title":null,"body_preview":"This. I married one of those and it cost me an Amoy t of money that starts with the letter M. Cut the dead weight before this gets worse","author":"Admeral_Fisticuffs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz5tdt/my_wife_28f_wants_to_sell_the_apartment_we_bought/pebjyx3/"},{"id":"8a3aeb28-665e-4b95-b3db-4da8bb3d14a3","source":"reddit","source_id":"t1_pebk1qr","content_type":"comment","title":null,"body_preview":"This post is absolutely wild (I feel for you OP, no shot I’m taking a 300k bath). I really hope there’s an update","author":"Cold_Ball_7670","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz5tdt/my_wife_28f_wants_to_sell_the_apartment_we_bought/pebk1qr/"},{"id":"dccadc83-b03b-4afb-aab1-b80a34181ba9","source":"reddit","source_id":"t1_pebk2jh","content_type":"comment","title":null,"body_preview":"with the goal of her admitting and discussing what she's really unhappy about","author":"marpoo_","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz5tdt/my_wife_28f_wants_to_sell_the_apartment_we_bought/pebk2jh/"},{"id":"36c039cf-8822-457e-b849-d4d3ced166d7","source":"reddit","source_id":"t1_pebk51j","content_type":"comment","title":null,"body_preview":"Why would you want to be close to ur siblings? You'll always resent them for having what you don't have.","author":"Starfunny_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wyx2wj/i_19m_am_struggling_to_decide_if_i_want_a/pebk51j/"},{"id":"73765fde-361c-417b-bd21-7ef17b398b27","source":"reddit","source_id":"t1_pebk5ny","content_type":"comment","title":null,"body_preview":"It's valid to break up with anyone for any reason. Relationships are voluntary. You can break up with someone for not liking your sourdough bread. You can break up with them for wearing stupid shoes.","author":"Cajones_Cacaphony_RT","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1smx7qq/is_it_valid_to_breakup_with_someone_if_they/pebk5ny/"},{"id":"ee39166d-276e-4ee7-a1af-6f4ce9a1b917","source":"reddit","source_id":"t1_pebk6g4","content_type":"comment","title":null,"body_preview":"Edit: He did call the dates 'hangouts' but I don't know if it was sarcastically or he actually meant it","author":"Bulky-Base-9782","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wze5ii/am_i_24f_being_played_by_26m/pebk6g4/"},{"id":"7129fbc1-5bcf-4907-b149-ec38cd42a46a","source":"reddit","source_id":"t1_pebk72w","content_type":"comment","title":null,"body_preview":"i can't disagree with you. If that's what he wants then i will respect that","author":"Icy_Objective_6119","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzgnip/if22_want_to_ask_my_boyfriend_m23_to_give_me_a/pebk72w/"},{"id":"3a4b5385-b27e-46a6-992f-07d61d5976bc","source":"reddit","source_id":"t1_pebk74g","content_type":"comment","title":null,"body_preview":"I do appreciate this is the safest route to opening lines of conversation for people in abusive relationships. It’s a sort of fawn response.  I’m just going to talk to him tomorrow, restate my boundar","author":"notcopingneedhelp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzf1a6/how_to_navigate_post_fall_out_when_our_plates_are/pebk74g/"},{"id":"3eb682cb-3a11-47ee-b3cc-3eff45ad383b","source":"reddit","source_id":"t1_pebk786","content_type":"comment","title":null,"body_preview":"Np. Give us an update what you did and how it went 😁","author":"NurNichtNormal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzg1ap/gift_card_30m_27f/pebk786/"},{"id":"b68c1fab-39d8-4582-a415-ef7936a9f243","source":"reddit","source_id":"t1_pebk7ne","content_type":"comment","title":null,"body_preview":"Don't blame the wife, blame the idiot that married her. Stupid people are everywhere, op probably thought it was cute.","author":"Funny_Story_Bro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz5tdt/my_wife_28f_wants_to_sell_the_apartment_we_bought/pebk7ne/"},{"id":"ce24fb90-aab9-4b4c-aa23-8bb784c60bdd","source":"reddit","source_id":"t1_pebka0j","content_type":"comment","title":null,"body_preview":"Welcome to /r/relationship_advice. Please make sure you read our rules here. We'd like to take this time to remind users that:  We do not allow any type of am I the asshole? or situations/content invo","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","list_heavy_advice","absence_of_personality"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzh28w/what_can_i_m20_do_when_im_drowning_and_my/pebka0j/"},{"id":"ea9c143c-8b1c-45b2-a64e-2faaf97ac5a4","source":"reddit","source_id":"t1_pebkcb1","content_type":"comment","title":null,"body_preview":"Take the hint. She's grown up. She's realized her fantasy bf who she's never met is not as good as the real thing.","author":"Business_Mastodon_97","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzgxte/girl_23_f_ive_23_m_talked_to_for_4_years_suddenly/pebkcb1/"},{"id":"4e9f9096-5f45-49ea-9480-649c5ad8030c","source":"reddit","source_id":"t1_pebkgkl","content_type":"comment","title":null,"body_preview":"Why doesn’t she work? She should get a job. Then the mortgage wouldn’t be as stressful and she wound t have as much time to think and be a brat about her completely ordinary and I’m sure lovely living","author":"BellFirestone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience_analogy"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wz5tdt/my_wife_28f_wants_to_sell_the_apartment_we_bought/pebkgkl/"},{"id":"4a55e02b-aad0-4438-a076-0a542e1677b7","source":"reddit","source_id":"t1_pebkk5y","content_type":"comment","title":null,"body_preview":"You're stuck in that awful waiting place and honestly that's the hardest part, just sitting there at 4 AM with your thoughts going in circles Give him the space he asked for but maybe send one message","author":"No_Reason3512","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzgnip/if22_want_to_ask_my_boyfriend_m23_to_give_me_a/pebkk5y/"},{"id":"7c30d06e-4464-49ae-995c-06b64bd6ae35","source":"reddit","source_id":"t1_pebkpa2","content_type":"comment","title":null,"body_preview":"Have the conversation. Dont be negative and mean. Simple like- i dont see us working out long term, we have different goals and lifestyles. Its not that i dont care about you, i just dont feel the con","author":"joer1973","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzfa6o/how_do_i_27m_best_break_up_with_my_gf_26f_of_15/pebkpa2/"},{"id":"d6af5636-32f8-4c5d-bbad-29ac3e97c5a7","source":"reddit","source_id":"t1_pebkt96","content_type":"comment","title":null,"body_preview":"Ah, so everyone else is allowed to be jealous or manipulative, but you're not allowed to be sensible? Sounds about right 🙄 There's a lot of great books you can read on this, but the best insight I can","author":"Still_Effort_6943","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions","strong_opinions","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/relationship_advice/comments/1wzgni8/my_22f_parents_treat_me_like_i_am_responsible_for/pebkt96/"},{"id":"5f6f550f-0175-4bcd-b805-1d03f53de6b9","source":"reddit","source_id":"t1_pebkfpq","content_type":"comment","title":null,"body_preview":"that tattoo was the red flag. spending your emergency fund on something like that shows he wasn't taking the situation seriously from the start.","author":"Mammoth_Meeting_1211","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wz8c7y/aita_for_refusing_to_help_my_friend_anymore_after/pebkfpq/"},{"id":"e8731fb8-8df8-4497-a449-9c3d751abb87","source":"reddit","source_id":"t1_pebkg4d","content_type":"comment","title":null,"body_preview":"I think it’s very telling that you didn’t want to see her off or make sure she made it safely. It says a lot about your priorities and how you view her place in your life, honestly. I think you would ","author":"theholycorsair","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wwe228/aita_for_not_wanting_to_drive_my_girlfriend_to_a/pebkg4d/"},{"id":"d2f227c0-9751-47ba-a971-9cde2ca77114","source":"reddit","source_id":"t1_pebkg5e","content_type":"comment","title":null,"body_preview":"Good for her. People are too quick to resort to \"you're not a parent\" while their kids fall through the cracks.","author":"Legally_Blonde_258","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzfm9p/update_aita_for_asking_my_homeschooled_nephew/pebkg5e/"},{"id":"6c28d06b-a90a-46ec-8bed-16b4e1957d4e","source":"reddit","source_id":"t1_pebkgsf","content_type":"comment","title":null,"body_preview":"Your friend is completely unhinged. Screenshot and record everything, file a police report for harassment and get a restraining order, because if you don't do something now she might escalate her beha","author":"ButterflyFantasia002","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzgot0/aita_for_being_weary_of_my_bffs_intentions/pebkgsf/"},{"id":"39278c38-8b05-44a2-80a1-c04c721de6a0","source":"reddit","source_id":"t1_pebkh6i","content_type":"comment","title":null,"body_preview":"Hello, ismelllikebeef2508 - your post has been removed. Read the following information carefully and completely. Message the mods with any questions. This post violates Rule 6: No Workplace/Business c","author":"AmItheAsshole-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":"automated_moderation","collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzgz5g/aita_asking_in_advance/pebkh6i/"},{"id":"11e6890a-749d-4148-8cf4-6b28c889bef9","source":"reddit","source_id":"t1_pebkh9l","content_type":"comment","title":null,"body_preview":"Have you asked your daughter? She might like a dedicated space away from the other two","author":"ErraticProfessional","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzh0yp/aita_for_not_wanting_to_move_my_daughters_room/pebkh9l/"},{"id":"220efe5f-74d4-45dc-b0ae-c61c88e50a04","source":"reddit","source_id":"t1_pebkijf","content_type":"comment","title":null,"body_preview":"NTA and your first mistake was allowing her to hand the kid back to you. Her attitude would have had me turning around and leaving...no argument and the nerve of this girl. NTA","author":"JayyHGG","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wza6u7/aita_for_bringing_the_baby_to_their_mom_instead/pebkijf/"},{"id":"c13ba607-7e03-432b-8ecf-faacbd59ffdb","source":"reddit","source_id":"t1_pebkjde","content_type":"comment","title":null,"body_preview":"AUTOMOD Thanks for posting! READ THIS COMMENT - MAKE SURE TO CHECK ALL YOUR DMS. This comment is a copy of your post so readers can see the original text if your post is edited or removed. This commen","author":"AutoModerator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzh37n/aita_mma_training_altercation/pebkjde/"},{"id":"47ef5d5d-5aa2-4837-bbad-386d969ef9ba","source":"reddit","source_id":"t1_pebkjt0","content_type":"comment","title":null,"body_preview":"Bro gets in a tiff with his wife and immediately whips out his phone to post about it on reddit. 😂","author":"TurnDownTheThermo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzfugf/aita_for_ordering_what_i_want_at_a_restaurant/pebkjt0/"},{"id":"458b5b5d-1f05-4c45-963c-7d020768ef42","source":"reddit","source_id":"t1_pebkkh7","content_type":"comment","title":null,"body_preview":"Sure, but not if that day requires kicking someone out of their own home.","author":"DeniedAppeal1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wz00uf/aita_for_asking_my_fiance_to_not_be_home_during/pebkkh7/"},{"id":"fef0d98e-9fb5-4983-97fe-7e5cb794dc20","source":"reddit","source_id":"t1_pebkkpd","content_type":"comment","title":null,"body_preview":"If this keeps happening, then don’t keep doing it this way. Everyone for themselves or assign one person who has availability during the sale time.  This is just the start of the ticket drama in your ","author":"robinthebank","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzcftj/aita_for_not_handing_over_the_concert_tickets_my/pebkkpd/"},{"id":"483f9c8e-15cc-4c7d-9034-d220ade6648d","source":"reddit","source_id":"t1_pebkl58","content_type":"comment","title":null,"body_preview":"Thank you for doing what you can to help your niece socialize better. I wish more parents could see the damage of excessive dependence on phones at a young age.","author":"Great-Grade1377","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzh1we/wibta_if_i_started_enforcing_a_nophone_rule_at/pebkl58/"},{"id":"87212ecd-b076-45e1-b136-8bfc3656dc58","source":"reddit","source_id":"t1_pebkm5u","content_type":"comment","title":null,"body_preview":"NTA. It was your parents choice to pull their gift. Just like it was his choice to rescind the invite to you. Now the fiancé knows that actions have consequences","author":"throwaway2117000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wy80z7/aita_for_ruining_my_childhood_best_friend_wedding/pebkm5u/"},{"id":"62482d08-115c-4744-aa4c-fe0625ffe882","source":"reddit","source_id":"t1_pebkmjn","content_type":"comment","title":null,"body_preview":"NTA. The best way to get over being shy is actually engaging in conversation with others. Besides, it’s not like you’d only be enforcing the rule with her! This is actually a pretty good rule imo.","author":"whiteraven4142","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzh1we/wibta_if_i_started_enforcing_a_nophone_rule_at/pebkmjn/"},{"id":"b8f0befc-f520-4d23-b635-d19b1cd529b5","source":"reddit","source_id":"t1_pebkn63","content_type":"comment","title":null,"body_preview":"I'm trying to think of what word the kid could have possibly told his mom that you said instead of \"mammal,\" and I can't think of anything. But is it possible that the kid mistold his mom about the in","author":"Hallucino_Jenic","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wybqga/aita_for_parenting_someone_elses_kid_by_saying_im/pebkn63/"},{"id":"1ced2121-7b51-4492-9757-8fca64c71721","source":"reddit","source_id":"t1_pebkogm","content_type":"comment","title":null,"body_preview":"NTA. People need to learn to survive without screens for 20 minutes.  her daughter is already shy and the phone helps her feel comfortable around the rest of us.  Wrong. It's making it worse and givin","author":"Aggravating_Swim_960","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzh1we/wibta_if_i_started_enforcing_a_nophone_rule_at/pebkogm/"},{"id":"77bb3a4c-89ce-4523-8e4d-4c3d6e00798a","source":"reddit","source_id":"t1_pebkple","content_type":"comment","title":null,"body_preview":"I usually went with \"if I had a nickel for every time someone asked me that, I'd have enough money buy my own private neighborhood to walk my dogs in peace\"","author":"IncompletePenetrance","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wx1eas/aita_for_the_way_i_asked_to_pet_this_guys_dog/pebkple/"},{"id":"64ec6d3d-5403-430e-9fde-569594de12e6","source":"reddit","source_id":"t1_pebkq45","content_type":"comment","title":null,"body_preview":"I’d say if her mom feels that way then YTA. If she’s anxious/shy and it makes her feel uncomfortable try to find other ways to engage her in the table. Ask her questions directly, about topics you kno","author":"Free_Pizza4205","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","list_heavy_advice","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AmItheAsshole/comments/1wzh1we/wibta_if_i_started_enforcing_a_nophone_rule_at/pebkq45/"},{"id":"cebbd888-b211-43d2-905f-b96acfc8b6c5","source":"reddit","source_id":"t1_pebg1f7","content_type":"comment","title":null,"body_preview":"Yes but the people doing it don't have standard fertility which is kind of the point of IVF.","author":"89ElRay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebg1f7/"},{"id":"b00a3755-fde8-4832-b7e0-01f4d8094786","source":"reddit","source_id":"t1_pebg2fo","content_type":"comment","title":null,"body_preview":"People forget, combined with the vibes based economy. It's not their fault it's normal human behavior, which is why I really don't care about the hate mail lol","author":"G_Platypus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebg2fo/"},{"id":"0d2820a0-c75e-411b-9501-fb5e3031fdac","source":"reddit","source_id":"t1_pebg2ww","content_type":"comment","title":null,"body_preview":"That’d have been a useful thing to specify originally lol","author":"kelpyb1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebg2ww/"},{"id":"05b6e4f9-6afe-414b-a4e1-7311c48f9cbc","source":"reddit","source_id":"t1_pebg7rj","content_type":"comment","title":null,"body_preview":"you'll figure it out eventually brotha, good day. check out china's internet btw. oh wait, you cant access it because theres a big wall around it. you're still trying to apply all your logic and under","author":"MajesticOrange1","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wywzr5/the_future_of_humanity/pebg7rj/"},{"id":"dde2347d-6584-4482-b26c-bf44decfd329","source":"reddit","source_id":"t1_pebgcnf","content_type":"comment","title":null,"body_preview":"What would you prefer people do with them? I had 6 embryos from one round. Should I be forced to have six kids? Should I be forced to donate to some fundamentalist who will raise my biological child? ","author":"peachquin","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebgcnf/"},{"id":"b2af703a-13c8-4535-b91c-a511439f25fc","source":"reddit","source_id":"t1_pebgufk","content_type":"comment","title":null,"body_preview":"$71k adjusted for inflation would be $109k today. Meaning that people making $87k today, are actually earning less than people making $71k in 2010. $87k today is the equivalent of $57k in 2010. I know","author":"Zenovelli","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebgufk/"},{"id":"a64d68e6-6412-468b-9ed2-03f2579b102f","source":"reddit","source_id":"t1_pebhb32","content_type":"comment","title":null,"body_preview":"Affordability and social connection are vital to happiness and American happiness is in the toilet as a result. The economy being \"good\" is a total misnomer. I made a video (non-monetized YT channel) ","author":"Gagenwebb","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebhb32/"},{"id":"63957e02-d447-4c2c-bde5-e058b86eaf54","source":"reddit","source_id":"t1_pebhbvm","content_type":"comment","title":null,"body_preview":"Here you go: $71k adjusted for inflation would be $109k today. Meaning that people making $87k today, are actually earning less than people making $71k in 2010. $87k today is the equivalent of $57k in","author":"Zenovelli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebhbvm/"},{"id":"9f2fdafe-7c89-462d-8f77-ab54b7f310d4","source":"reddit","source_id":"t1_pebhewg","content_type":"comment","title":null,"body_preview":"If you only retrieve 2 eggs, you don't have excessive embryos","author":"kamomil","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebhewg/"},{"id":"36171a58-8451-4a5c-86c6-5f4f76c4475b","source":"reddit","source_id":"t1_pebhm9v","content_type":"comment","title":null,"body_preview":"You’re comparing cash flow on a yearly basis to cash assets at a point in time, you realize that right?","author":"DrunkensteinsMonster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wy7mhw/with_92_of_new_jobs_going_to_women_largely_in/pebhm9v/"},{"id":"16a674ca-b676-4c80-9218-301eb6f59982","source":"reddit","source_id":"t1_pebhn62","content_type":"comment","title":null,"body_preview":"Why waste time waiting around for a spouse who may never appear?","author":"kamomil","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebhn62/"},{"id":"dfc69920-89d1-4995-9ef8-270461481dfc","source":"reddit","source_id":"t1_pebhoo0","content_type":"comment","title":null,"body_preview":"Exactly this. The biggest plus for a humanoid platform is the entire military and world is designed around bipedal apes - if your platform mimics that, then it can use everything a human can.  Also it","author":"cylonfrakbbq","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz1agr/what_are_humanoid_robots_actually_for_on_the/pebhoo0/"},{"id":"abdfc805-e6d0-4008-bddc-34f5e4990a01","source":"reddit","source_id":"t1_pebhp97","content_type":"comment","title":null,"body_preview":"I agree with you that, as someone who grew up in the late 90s / early 2000s that in-person gaming at someone's house is generally more fun.  My friends are pretty into board games as well which is ano","author":"theycallmecliff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebhp97/"},{"id":"1dd28556-def9-4180-b05e-e16c0212dfb1","source":"reddit","source_id":"t1_pebiag9","content_type":"comment","title":null,"body_preview":"The appeal is instead of needing to redo literally everything, you have a platform that just does what a human does with existing equipment  What makes more sense? Replacing billions of dollars in veh","author":"cylonfrakbbq","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz1agr/what_are_humanoid_robots_actually_for_on_the/pebiag9/"},{"id":"b2d9a76a-af33-4233-ae35-0b525788b528","source":"reddit","source_id":"t1_pebieuy","content_type":"comment","title":null,"body_preview":"Yeah. Not hot enough to sear them properly. Only hot enough to make them cry.","author":"eviltrain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebieuy/"},{"id":"e894e04e-fc3b-47ef-a34b-96ec18fd7727","source":"reddit","source_id":"t1_pebiq5u","content_type":"comment","title":null,"body_preview":"I'm a single woman going through fertility treatments. My therapist had to sign a waiver that I'm not crazy. There are also all sorts of other loops to jump through...it's been a rough and long journe","author":"mangagirl07","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebiq5u/"},{"id":"cadf8e4e-6d3a-4df8-9e52-e719a060bc4f","source":"reddit","source_id":"t1_pebiqox","content_type":"comment","title":null,"body_preview":"Lukewarm take: kids deserve two parents. Obviously if life happens and one of them isn't alive or in the picture, that's ok, but going out of your way to put the kid in that situation is just a bit se","author":"brus_wein","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebiqox/"},{"id":"45de0ab6-63b5-44ca-9833-f3790c1f568b","source":"reddit","source_id":"t1_pebiwjc","content_type":"comment","title":null,"body_preview":"You just hire people. They're a lot cheaper. You'll see. This is pure fantasy.","author":"AlaskaCosmoline","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz1agr/what_are_humanoid_robots_actually_for_on_the/pebiwjc/"},{"id":"18e4e3e1-dd40-462d-b51c-6ced9d282885","source":"reddit","source_id":"t1_pebj83j","content_type":"comment","title":null,"body_preview":"So find someone to make said children and be able to support them ? The problem isn’t cost of living it’s that being a single parent was always a pretty bad spot to be in. And that’s only the financia","author":"itsmebenji69","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebj83j/"},{"id":"1e849b05-490d-448e-af32-89877ea4d582","source":"reddit","source_id":"t1_pebj8hm","content_type":"comment","title":null,"body_preview":"Correction: Young MEN are spending much more time alone.","author":"MasterDisillusioned","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8luh/young_americans_spend_45_more_time_alone_than/pebj8hm/"},{"id":"9380741f-1d4c-48a1-ac0f-efc1f3c33c26","source":"reddit","source_id":"t1_pebja2j","content_type":"comment","title":null,"body_preview":"It's too expensive for something that has a low percentage of success.","author":"bolonomadic","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz8ch7/singles_are_becoming_less_open_to_ivf/pebja2j/"},{"id":"304606e5-73ce-4d89-a58b-d5232e347a6d","source":"reddit","source_id":"t1_pebjpys","content_type":"comment","title":null,"body_preview":"Uhhh... Earth's heat is mostly from tidal forces with the sun and moon I thought. Friction, not radiation. Edit: holy crap I just looked it up. I didn't know radiation was such a big heat source for E","author":"DelBrowserHistory","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wz2ubo/worlds_first_enhanced_geothermal_power_plant/pebjpys/"},{"id":"3dce68d1-ec40-4611-8b91-a5cadeb407e3","source":"reddit","source_id":"t1_pebjvf3","content_type":"comment","title":null,"body_preview":"Genuinely why does this bother you? You didn't lose weight to get praised for your journey","author":"throwawaylie1997","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1wxmbzg/i_read_that_11_of_us_adults_are_on_ozempicglp1s/pebjvf3/"},{"id":"6716025c-5da9-40f4-9b1d-e6ce60437ed0","source":"reddit","source_id":"t1_pebk1o6","content_type":"comment","title":null,"body_preview":"Same as the two sleeps people talk about. I’ve always hypothesized that it was due to sleeping next to camp fires for a few hundred thousand years. After 3-4 hours the fire goes out and it gets cold, ","author":"ked_man","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","hypothesis_generation"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk1o6/"},{"id":"eee04a73-53d8-4850-b4a9-66a2838c986e","source":"reddit","source_id":"t1_pebk1qi","content_type":"comment","title":null,"body_preview":"There is peer reviewed evidence behind it. A 2017 study of Hadza hunter gatherers found that someone was awake for 99.8% of the night, and older people generally slept and woke earlier than younger pe","author":"Valuable-Credit6167","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk1qi/"},{"id":"da86760b-909a-499c-9c49-bcebff39b2b2","source":"reddit","source_id":"t1_pebk250","content_type":"comment","title":null,"body_preview":"I think fraud typically has to deprive someone of something which here he didnt","author":"Single-Refuse174","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wyzrji/til_that_from_2013_to_2015_a_maths_forum_user/pebk250/"},{"id":"fe2f3b80-6196-4885-9028-603a08184da9","source":"reddit","source_id":"t1_pebk3bq","content_type":"comment","title":null,"body_preview":"If it also serves to protect the group then it's both. Evolution isn't self conscious selection. It's mutation that randomly proves to be more beneficial to survival and successful reproduction for on","author":"Meleagros","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk3bq/"},{"id":"17480280-6910-421f-9034-f60357d6761c","source":"reddit","source_id":"t1_pebk3ue","content_type":"comment","title":null,"body_preview":"Lots of untrue things make sense. Lots of real things make no sense.  Learn some quantum physics.","author":"Facts_pls","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk3ue/"},{"id":"f983ea03-ccd6-4950-a895-1b91c1d2fee5","source":"reddit","source_id":"t1_pebk4wt","content_type":"comment","title":null,"body_preview":"Anthropology calls these 'just-so stories'- stuff that sure, makes sense, but is entirely empirically unverifiable.","author":"TNTiger_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk4wt/"},{"id":"c9f8c522-a442-4111-a4e7-131bc35d679d","source":"reddit","source_id":"t1_pebk558","content_type":"comment","title":null,"body_preview":"And all I'm really saying is that the line is because of Bob which not many know about","author":"No_Transportation353","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgo6b/til_that_the_levee_in_american_pie_refers_to_bob/pebk558/"},{"id":"918bde57-cabd-4853-a69b-f4ae36ceb27e","source":"reddit","source_id":"t1_pebk5cb","content_type":"comment","title":null,"body_preview":"\"For Sell\" \"Garage Sell\" \"On Sell\" The word we're looking for here is SALE","author":"ReactionJifs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzeyxm/til_that_shazam_billy_batson_published_by_fawcett/pebk5cb/"},{"id":"ef51efd2-dca3-4c3b-8ad1-eb6d8de6aea3","source":"reddit","source_id":"t1_pebk5cx","content_type":"comment","title":null,"body_preview":"They exist in the present day, which doesn't tell us much about how, why, or even if evolution played a role in this behavior.","author":"wrongleveeeeeeer","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk5cx/"},{"id":"f37a7d99-4a28-49fd-8d27-4208044f0ded","source":"reddit","source_id":"t1_pebk5rv","content_type":"comment","title":null,"body_preview":"Night watch isn’t just about raiders, it’s also about taking care of babies.","author":"sack-o-matic","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.42934493068959884,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk5rv/"},{"id":"02d4661b-73e4-4160-a21c-07f13b42033b","source":"reddit","source_id":"t1_pebk66o","content_type":"comment","title":null,"body_preview":"This is why mens prostates keep growing. So, once beyond your reproductive years you can get up in the night to go for a leak and feed the Sabre-tooth Tigers so they leave the rest of the tribe alone.","author":"le66669","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebk66o/"},{"id":"045d276c-70c9-40e5-ba9a-d972ea9620f8","source":"reddit","source_id":"t1_pebk6re","content_type":"comment","title":null,"body_preview":"It's so demeaning and insulting. And I like your Mormon analogy here; the types of people who have dug into me with age gap discourse and brain-development pseudoscience have been impossible to reason","author":"evesies","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wz075g/til_the_prefrontal_cortex_being_fully_developed/pebk6re/"},{"id":"a89c412d-7adf-405b-b0a1-08cc010a4bdf","source":"reddit","source_id":"t1_pebk7ft","content_type":"comment","title":null,"body_preview":"The Vietnamese in Eastern Europe tend to be from North Vietnam due to cultural exchange and education programs between communist countries.  The Vietnamese in the US and Australia etc are more likely ","author":"Zebidee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wz9th9/til_that_because_most_icelanders_use_patronymic/pebk7ft/"},{"id":"d339fe72-3ee6-4f6e-8612-ae3e91b0ce08","source":"reddit","source_id":"t1_pebk8em","content_type":"comment","title":null,"body_preview":"American football rules can be so convoluted even the majority of the fans of the sport are confused a lot of times.","author":"Snickfalls","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzdudu/til_that_a_1point_safety_has_occurred_only_twice/pebk8em/"},{"id":"89062d86-883b-4ec8-8c87-830adcdfea4d","source":"reddit","source_id":"t1_pebkaio","content_type":"comment","title":null,"body_preview":"The problem isn’t that you left out information, the problem is that you included misinformation. “the levee refers to Bob Morales”. There is no “extra context” you could have included to make that st","author":"WigWubz","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgo6b/til_that_the_levee_in_american_pie_refers_to_bob/pebkaio/"},{"id":"facb46f1-9c4f-4868-88e3-14e9c339e244","source":"reddit","source_id":"t1_pebkatv","content_type":"comment","title":null,"body_preview":"To be fair, teenagers don't need as much prep time to be ready as an older person.","author":"Low-Car-6331","classification":"ai_generated","confidence":0.6,"indicators":["hedge_stacking","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebkatv/"},{"id":"5c7e5104-0b0d-40cf-8561-b1cf70d2c08e","source":"reddit","source_id":"t1_pebkaz6","content_type":"comment","title":null,"body_preview":"I've tried to explain this to my parents so many times","author":"za72","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_indicators"],"bot_score":0.26785714285714285,"content_class":null,"collected_at":"Tue Oct 06 2026 23:06:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1wzgqd3/til_humans_evolved_staggered_sleep_schedules_so/pebkaz6/"},{"id":"5504be18-b1ff-4017-8dec-5fa151af890e","source":"reddit","source_id":"t1_pe925ek","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, it has been automatically removed because you did not include a question mark \"?\" in your title. We require post titles to be phrased as questions so that","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","explicit_bot_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wz7b9h/removed_by_reddit/pe925ek/"},{"id":"f4ebc5a9-b932-4643-b87d-7426ca32f3e3","source":"reddit","source_id":"t1_pe98058","content_type":"comment","title":null,"body_preview":"It’s such an amazing advancement for sure! Any side effects you’ve noticed?","author":"LimePaper","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","synthetic_empathy","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/pe98058/"},{"id":"5c9f8f7a-6dbf-4fa3-8742-d0c36b712823","source":"reddit","source_id":"t1_pe9mjti","content_type":"comment","title":null,"body_preview":"Yeah sometimes Instagram shows me posts from a woman on that study! She has T1D, and she hasn’t taken insulin in months. Super awesome.","author":"CouchGremlin14","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/pe9mjti/"},{"id":"9cd65110-be00-4e24-8a96-9759078b731b","source":"reddit","source_id":"t1_pe9p9n2","content_type":"comment","title":null,"body_preview":"I don't actually see why this would be the case. The only thing that an alien race would need to agree on is that numbers and arithmetic exist. If you express velocity in terms of c, and you have the ","author":"lmprice133","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wwxo9m/what_are_the_absolute_minimum_number_of_base/pe9p9n2/"},{"id":"c4778ba3-5aa3-411b-9832-9bf1da5343eb","source":"reddit","source_id":"t1_pe9py1z","content_type":"comment","title":null,"body_preview":"Thats the one I was thinking about. I know islet cell transplants were being looked at way back when I had a panc transplant, but at that time they islet cells were only functional about 2 years.. hop","author":"chris971","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/pe9py1z/"},{"id":"852f5e97-77ba-4ce3-9ca4-fdd6223340ba","source":"reddit","source_id":"t1_pe9zvty","content_type":"comment","title":null,"body_preview":"A few years ago I had a couple of self inflicted bad muscle traits, something most people call tennis elbow, a sore forearm and elbow, and a bad knee caused by using my leg wrongly during sim car raci","author":"MonkNo5","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvp38l/how_does_muscle_memory_work/pe9zvty/"},{"id":"600b58e9-4504-496c-85b6-f9f2bf275328","source":"reddit","source_id":"t1_pea1dgz","content_type":"comment","title":null,"body_preview":"\"And yes literally dormant in the case of many herpes viruses, chicken pox included. There is detectable immunity to these but chicken pox hides in neurons and reactivates during waning immunity. Olde","author":"Joaozinho11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1v59ilx/how_does_a_virus_remain_alive_in_a_host_while/pea1dgz/"},{"id":"0e38595d-8a58-4d1e-9e89-967213a59346","source":"reddit","source_id":"t1_pea2b1r","content_type":"comment","title":null,"body_preview":"Things go wrong in our body all the time. Our hearts are meant to pump our blood but sometimes they fail, evolutionary that's definitely not helpful and yet there are still countless heart diseases. O","author":"_enigmay","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wzaa4t/if_survival_is_an_instinctive_biological_drive/pea2b1r/"},{"id":"53f55c04-a40f-4b2d-b220-dfc0d023cc65","source":"reddit","source_id":"t1_pea2si7","content_type":"comment","title":null,"body_preview":"Biological drives from evolution aren't ironclad.  Traits that reduce an organism's likelihood to survive (like self-harm) don't necessarily die out. Evolution only really punishes traits that are so ","author":"Pel-Mel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","missing_platform_voice"],"bot_score":0.5,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wzaa4t/if_survival_is_an_instinctive_biological_drive/pea2si7/"},{"id":"485e3881-999d-49e4-8cdc-fc1264f7757f","source":"reddit","source_id":"t1_pea3k1d","content_type":"comment","title":null,"body_preview":"Very pure water is ravenous for ions, though. You need to passive stainless steel water systems every few years because the water attacks the inevitable surface imperfections to get those stabilizing ","author":"aphilsphan","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wubkj9/why_does_water_corrode_steel/pea3k1d/"},{"id":"f698d013-627a-41d0-8a1a-7f1d940dbf0f","source":"reddit","source_id":"t1_pea4c16","content_type":"comment","title":null,"body_preview":"Have you ever had a dog? It's really common for neutered/spayed animals to hump. And no, spayed dogs generally don't go into heat, but dogs can and often do still ooze all kinds of fluids regardless o","author":"HeartShapedNose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wxi6lk/why_is_there_a_vaccine_for_lyme_disease_for_dogs/pea4c16/"},{"id":"145a22ef-9931-4730-921a-411fa6388725","source":"reddit","source_id":"t1_pea4rcl","content_type":"comment","title":null,"body_preview":"In fact low conductivity and low Total Organic Carbon is how the USP defines “Purified Water.” You’ll notice there is nothing said about bacteria or bacterial endotoxins there. There are a good 10 oth","author":"aphilsphan","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wubkj9/why_does_water_corrode_steel/pea4rcl/"},{"id":"6312e982-af7b-436a-af43-86bc47d8208a","source":"reddit","source_id":"t1_pea5771","content_type":"comment","title":null,"body_preview":"Why would it take 30-40 years for them to lose bone mass though? It only took me five years after menopause to go from having great bone density to osteopenia. Since dogs often live 10-15 years after ","author":"HeartShapedNose","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","genuine_specificity"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wxi6lk/why_is_there_a_vaccine_for_lyme_disease_for_dogs/pea5771/"},{"id":"300d1097-4ee9-4156-b3fe-2cdc2b970a80","source":"reddit","source_id":"t1_pea6979","content_type":"comment","title":null,"body_preview":"You are beginning from a false premise, that evolution wires individuals to continue living and survive. Evolution serves basically only one purpose: to reproduce the gene. The survival of the individ","author":"isprobablyatwork","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wzaa4t/if_survival_is_an_instinctive_biological_drive/pea6979/"},{"id":"b10411ba-a43c-4082-b506-98934bbc4007","source":"reddit","source_id":"t1_pea87x4","content_type":"comment","title":null,"body_preview":"The ones that don't do not pass on that trait. At every step from the very start, any distinctions that increase rae and success of survival and reproduction became increasingly abundant while those w","author":"Trips-Over-Tail","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wzaa4t/if_survival_is_an_instinctive_biological_drive/pea87x4/"},{"id":"16d65e63-c092-494f-8278-961cabd02dbd","source":"reddit","source_id":"t1_peafe5b","content_type":"comment","title":null,"body_preview":"This is something that would be so life changing I can’t even imagine how different I would be as a person.","author":"LordHumongus","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/peafe5b/"},{"id":"83031d1a-3a35-47c4-9850-7ce68ad4a2a9","source":"reddit","source_id":"t1_peaiuzd","content_type":"comment","title":null,"body_preview":"A lot of who we are is determined by the mother's environment before and during pregnancy. It helps shape a child's early temperament and biological responses through a process called fetal programmin","author":"Imyoteacher","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvcpi8/do_babies_have_personalities_by_birth_if_yes_then/peaiuzd/"},{"id":"543b2920-df24-4e5d-a8f6-f78c14f47a86","source":"reddit","source_id":"t1_pearcu0","content_type":"comment","title":null,"body_preview":"If you are otherwise good health but have hypoglycemic unawareness (a dangerous life-threatening condition), you might qualify to be screened as a candidate for transplant recipent. That is where I wa","author":"chris971","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/pearcu0/"},{"id":"9272030d-34a1-4e1b-8034-f33e956eb847","source":"reddit","source_id":"t1_pearw30","content_type":"comment","title":null,"body_preview":"Evidence suggests effectively normal lifespan of started early, that’s what our hospital tells parents. The things I find interesting it’s that’s it’s completely flipped the script: it resolves the De","author":"raftsa","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/pearw30/"},{"id":"5f3e57c9-e2c7-4643-956b-ece18ee684dc","source":"reddit","source_id":"t1_peasjai","content_type":"comment","title":null,"body_preview":"Happy to answer! I am getting a biannual infusion of rituximab/truxima. Functionally, it’s similar to another drug in the market, Ocrevus. It mainly lowers my b cell count. However, it turned out I wa","author":"Kholzie","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/peasjai/"},{"id":"280de340-7c8d-42e1-8313-b2c18f732a03","source":"reddit","source_id":"t1_peaws47","content_type":"comment","title":null,"body_preview":"Vertex has done an amazing job developing this drug but still monetizes patients ability to live by charging hundreds of thousands of dollars per year.","author":"distressefakeleather","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/peaws47/"},{"id":"1aa4a209-bc2b-4b78-a7a1-7692787ed316","source":"reddit","source_id":"t1_peb8fp9","content_type":"comment","title":null,"body_preview":"It's worth noting before someone brings it up, if you exclude Africa as the place we evolved this absolutely true, and we did hunt a number of African megafauna to extinction as well.","author":"Atechiman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wx99i7/why_are_african_animals_so_huge/peb8fp9/"},{"id":"5655b48a-c7ba-4981-8f52-f1167d41e4ca","source":"reddit","source_id":"t1_peb919g","content_type":"comment","title":null,"body_preview":"I am hoping that they make more progress here. I have ulcerative colitis and I could really use an effective treatment","author":"256684","classification":"human_created","confidence":0.7,"indicators":["personal_experience","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/peb919g/"},{"id":"6130532f-8db4-4d25-8b36-ae0371a18aaa","source":"reddit","source_id":"t1_pebdt5d","content_type":"comment","title":null,"body_preview":"I scrolled way to far to see this. Listened to a podcast with the doctor that spearheaded the human testing. Really interesting to listen to, the doctor was more excited about Lyme disease than anyone","author":"ExerciseSalty7544","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wxi6lk/why_is_there_a_vaccine_for_lyme_disease_for_dogs/pebdt5d/"},{"id":"30fa2627-2bee-493e-8212-1295fccb646d","source":"reddit","source_id":"t1_pebi5no","content_type":"comment","title":null,"body_preview":"Are you having recurring sinus infections due to allergies? My allergist prescribed me zepbound after I had been on such high dosages of allergy medications without relief. it's been a godsend. I had ","author":"TurbulentRoyal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience_specificity","imperfect_expression","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1wvluaz/what_diseases_are_we_currently_the_closest_to/pebi5no/"},{"id":"496f8088-f65b-4399-b531-1f8c42f3ff17","source":"reddit","source_id":"t1_pebg5x6","content_type":"comment","title":null,"body_preview":"What makes tiny Britain a better \"next best option\" than the EU?","author":"LXXXVI","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebg5x6/"},{"id":"f544c062-882c-4fe5-99ca-08d8433ab86b","source":"reddit","source_id":"t1_pebg7lg","content_type":"comment","title":null,"body_preview":"You also don't know if this person lives in the States...","author":"everydaywinner2","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wy6339/cmv_if_you_are_a_multivehicle_household_at_least/pebg7lg/"},{"id":"22f42eca-082e-44c0-90bf-f423a291eec5","source":"reddit","source_id":"t1_pebg921","content_type":"comment","title":null,"body_preview":"As a parent, I would want to teach my daughter things like: “Know your own limits when you drink. Don’t drink too much. If you’re going out late at night, go with a friend you trust. Never do drugs.” ","author":"Great-Exercise4277","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wz69m8/cmv_victim_blaming_is_not_a_bad_thing/pebg921/"},{"id":"19b9e630-af62-4309-8140-b318084c790f","source":"reddit","source_id":"t1_pebggd8","content_type":"comment","title":null,"body_preview":"Of course not. But I’m capable of advocating for policies that I wouldn’t enjoy being applied to me, personally. So it’s irrelevant. I see what you’re doing. You’re dancing around the gender issue wit","author":"towishimp","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wyz9wd/cmv_people_who_have_been_accused_of_a_crime/pebggd8/"},{"id":"7e837f71-5e2b-40d6-8878-1512d7376164","source":"reddit","source_id":"t1_pebgkff","content_type":"comment","title":null,"body_preview":"This is one of those things that's just inherently not possible to really study. How do you study the absence of data? Europe in general doesn't actually have as much serious academic criminology stud","author":"Trojan_Horse_of_Fate","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wyz9wd/cmv_people_who_have_been_accused_of_a_crime/pebgkff/"},{"id":"3a1c2dce-d4a0-49f6-bcce-466789228e10","source":"reddit","source_id":"t1_pebglcs","content_type":"comment","title":null,"body_preview":"What all those countries need is the US. A US/UK/CA/AUS/NZ alliance would be very good. The US alone is more economically powerful that all the EU. However before we allow this to happen, the countrie","author":"Puzzleheaded_Quit925","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.5238095238095238,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebglcs/"},{"id":"8dbdc9aa-fc4a-4041-9305-984c74f4cf19","source":"reddit","source_id":"t1_pebgnw5","content_type":"comment","title":null,"body_preview":"Please get on Twitter are start looking at things from other perspectives https://x.com/DrewPavlou/status/2107584868284866985?s=20 https://x.com/BGatesIsaPyscho/status/2107525575258542368?s=20","author":"RealRecoveryGuide","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wjhi61/cmv_there_is_no_logical_reason_to_vote_for/pebgnw5/"},{"id":"1a96fc25-3938-4518-8a7c-49219b95316e","source":"reddit","source_id":"t1_pebgp7z","content_type":"comment","title":null,"body_preview":"Oh the GOP isn't anti Canada, Trump just did that to cover up the fact that he accidentally called the Prime Minister of Canada \"governor\" and didn't want to seem senile. But here's the thing: Congres","author":"Falernum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.5134553356727493,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebgp7z/"},{"id":"fe64514d-bdfa-4718-9246-c8f043979ba9","source":"reddit","source_id":"t1_pebgsik","content_type":"comment","title":null,"body_preview":"This sounds like the worst possible idea for NZ Australia and Canada. In NZ we already have a free trade deal with the UK, why would we want to be subjected to any kind of rule from Westminster? As ot","author":"rickdangerous85","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_contextual_knowledge","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebgsik/"},{"id":"f1131250-2d51-40b7-ac31-7a097b726b8c","source":"reddit","source_id":"t1_pebh3kr","content_type":"comment","title":null,"body_preview":"It has nothing to do with being \"entrenched\" and \"no going to change\". It has to do with obliterating the argument that there's any conflict with an existing use of the term, or that there's any confu","author":"hacksoncode","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wxu1ry/cmv_there_is_no_good_argument_that_people_from/pebh3kr/"},{"id":"40e54728-a028-4b03-82e6-26120c69a27f","source":"reddit","source_id":"t1_pebh3ov","content_type":"comment","title":null,"body_preview":"All those filmmakers' opinions are formed by their own long association of \"film\" with 24fps though. They can't just switch off that association, and view it neutrally. (And no, nor can I, I imagine w","author":"illarionds","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wxu7eh/cmv_using_60fps_in_movies_is_unfairly_dismissed/pebh3ov/"},{"id":"aade510c-0115-4ed3-b429-b4cdc7f12c4b","source":"reddit","source_id":"t1_pebh4bm","content_type":"comment","title":null,"body_preview":"Because \"associate EU membership\" (as has been suggested already) is a pipe dream.  First off because Canada's not gonna give up their own currency, but also because there's two separatist movements w","author":"iw2050","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebh4bm/"},{"id":"f634d78d-853e-4edd-80ad-1cb3878c80bf","source":"reddit","source_id":"t1_pebh9k4","content_type":"comment","title":null,"body_preview":"Like you might face it if you’re marrying another Indian girl and her family gives you trouble but outside of that it’s basically never going to happen.","author":"ManOrangutan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wz8fdp/cmv_the_thinking_class_on_the_right_is_trying_to/pebh9k4/"},{"id":"dbb9b9db-2ace-472b-b393-3cbc037a2983","source":"reddit","source_id":"t1_pebhnj8","content_type":"comment","title":null,"body_preview":"Canada doesn't need EU membership, and \"Associate EU membership\" isn't anything specific, so it can become whatever everyone involved wants it to become, e.g., CETA++. Continents don't matter really e","author":"LXXXVI","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebhnj8/"},{"id":"6db76e17-080e-4e4b-ac42-58a53ef736ec","source":"reddit","source_id":"t1_pebhsx7","content_type":"comment","title":null,"body_preview":"How can Canada (or the UK or anyone else) trust that another US president won't do the same thing out of nowhere?  Because in all likelihood, much of Europe will be governed by far-right parties durin","author":"iw2050","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebhsx7/"},{"id":"cb61607e-5d30-443e-ba51-f622155330f1","source":"reddit","source_id":"t1_pebi02m","content_type":"comment","title":null,"body_preview":"So the losing party of Canada is trying to pitch it vs the winning party's EU? Sounds about right but it isnt a win.","author":"JohnHenryMillerTime","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebi02m/"},{"id":"110857cc-115f-47b5-aa10-9842375a0778","source":"reddit","source_id":"t1_pebiczn","content_type":"comment","title":null,"body_preview":"Honestly, fair. I intended it in more of a \"heading off possible arguments\" way rather than a direct response, but I didn't really communicate that at all. Sorry for how I came across.","author":"FlameanatorX","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wxu1ry/cmv_there_is_no_good_argument_that_people_from/pebiczn/"},{"id":"af96630d-d3e3-4436-8ab5-f05adbbf1084","source":"reddit","source_id":"t1_pebilzm","content_type":"comment","title":null,"body_preview":"I dont know if you have been following the news but this vacuum is because the US abdicated its place.  They also lit a lot of fires on the way out so a US is a bit of a non-starter for Canada.","author":"JohnHenryMillerTime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebilzm/"},{"id":"8468f473-e394-4d49-9f84-bc47b9698654","source":"reddit","source_id":"t1_pebitfp","content_type":"comment","title":null,"body_preview":"hahahahaha. So it is the same Brexit arguments all over again. How did that work out last time?","author":"JohnHenryMillerTime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":1,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebitfp/"},{"id":"c6f5aa9f-eb83-48e7-b5be-ab2eb476649a","source":"reddit","source_id":"t1_pebj7ip","content_type":"comment","title":null,"body_preview":"a gang of four people committing a crime still doesn't shift any blame of the crime to the victim but not sure why you believe the victim can still be guilty.  If 4 people murder 1 person, are they ea","author":"TheBigGees","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","semantic_blandness"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wz69m8/cmv_victim_blaming_is_not_a_bad_thing/pebj7ip/"},{"id":"5dd5b699-13df-4697-8269-a7a17173ecc7","source":"reddit","source_id":"t1_pebjd3y","content_type":"comment","title":null,"body_preview":"Revisionist Zionism is what Israel operates on today.  No it isn't. Even if it was (it isn't) it wouldn't change that it was not mainstream during the period we were talking about.  Its why it's apart","author":"FacelessMint","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wrqm4c/cmv_antisemetism_strengthens_israeli_nationalism/pebjd3y/"},{"id":"8f2dc085-6164-4c47-9426-e598da9c0e56","source":"reddit","source_id":"t1_pebjmi3","content_type":"comment","title":null,"body_preview":"There are two obvious concerns here: A) the geographic concerns, since it is difficult to properly coordinate over the vast differences between CANZUCK, and B) the political concerns. I'm not experien","author":"Hellioning","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wzfkrx/cmv_britain_would_be_better_off_pursuing_a_canzuk/pebjmi3/"},{"id":"29582da2-5138-4865-946d-1eefda353c26","source":"reddit","source_id":"t1_pebjqpg","content_type":"comment","title":null,"body_preview":"The government’s argument that they had the broad authority to silence speech as long as the FEC said it was electioneering was actually insane.","author":"Morthra","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wxk079/cmv_making_aipac_register_as_a_foreign_agent_even/pebjqpg/"},{"id":"b2ad96a5-acfb-473c-a5cd-aa59e270623f","source":"reddit","source_id":"t1_pebjt63","content_type":"comment","title":null,"body_preview":"You do not carry any blame in that situation. What are you talking about?","author":"Temporary-Stay-8436","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1wz69m8/cmv_victim_blaming_is_not_a_bad_thing/pebjt63/"},{"id":"f736caeb-c794-49a3-8863-30fc0b0afcec","source":"reddit","source_id":"t1_pebicm2","content_type":"comment","title":null,"body_preview":"That's not really engaging with OP's question or reasoning, as his reasons for not re-reading are lost opportunities to be reading other things, and lack of surprise. Of my 5 favourite novels, I've on","author":"Gay_For_Gary_Oldman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","genuine_specificity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebicm2/"},{"id":"f8123222-bf6e-4890-a3e8-7e8c521d85b3","source":"reddit","source_id":"t1_pebido1","content_type":"comment","title":null,"body_preview":"No, but I wish I could. Knowing what is going to happen kills my motivation and focus to read and makes it impossible to visualize the story as it's happening— it sucks. It's the same reason I despera","author":"wheeltribe","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebido1/"},{"id":"3a778a47-7cf1-45e9-b5c6-479df57b5be4","source":"reddit","source_id":"t1_pebidyl","content_type":"comment","title":null,"body_preview":"I’ve had memory issues for the past ten years or so. The good part of that? I forget almost everything about the books I’ve read, so I can reread them over and over again. I just wait a year or someti","author":"halfway-to-hermitude","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebidyl/"},{"id":"ea811946-cdeb-4a3e-aba1-38106cf2d41f","source":"reddit","source_id":"t1_pebiec8","content_type":"comment","title":null,"body_preview":"Depends on the book (and movie). Most, imo, just aren't worth revisiting. One exception would be a book that has a lot of depth in it. The Great Gatsby is a good example. Look at a student reading gui","author":"Metahec","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebiec8/"},{"id":"d9152ac2-6967-462b-9053-995c8b6b5048","source":"reddit","source_id":"t1_pebilte","content_type":"comment","title":null,"body_preview":"The Last Diet, Organizing from the Inside Out, You Need a Budget, and the original book about Bullet Journaling all have literally changed my life for the better  Some more general self help have real","author":"AlastairMeowley","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wz6n40/has_anyone_here_genuinely_been_helped_by_a_self/pebilte/"},{"id":"b771b038-ae4e-45b6-8555-d2c75169cb43","source":"reddit","source_id":"t1_pebioji","content_type":"comment","title":null,"body_preview":"I certainly don’t do it as much as I used to. Somewhere around the time I hit middle age, the rewatching and rereading pretty much lost its appeal. I used to read The Stand every 5 or so years, but I ","author":"ruby651","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebioji/"},{"id":"ee2fb010-607f-46d7-8836-86769e99bbb4","source":"reddit","source_id":"t1_pebizsz","content_type":"comment","title":null,"body_preview":"I have read a few books more than once, but not very many. I was in fact questioning why I buy so many books rather than getting them at the library (I still do a ton of that). I honestly don’t really","author":"kbenjaminfotos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebizsz/"},{"id":"e73d768f-3825-47f5-8a9d-bbe106919eec","source":"reddit","source_id":"t1_pebj094","content_type":"comment","title":null,"body_preview":"Well one would argue that they use it because they don't care, being an Amazon product and how badly Amazon has fucked over book stores. Especially when plenty of other sites exist that offer all of t","author":"Tymareta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.3529068912746994,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wz454h/goodreads_finally_adds_half_and_quarter_star/pebj094/"},{"id":"5fecbd6c-4d07-4a16-a022-61d6e619437f","source":"reddit","source_id":"t1_pebj39t","content_type":"comment","title":null,"body_preview":"yikes because he ain't normal. he's a psychopath. he should have been locked away for life","author":"Lumpy-Poetry6751","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1aforix/i_should_not_have_written_a_clockwork_orange_how/pebj39t/"},{"id":"0f341fb3-34ef-4530-b22f-b72e37a579a4","source":"reddit","source_id":"t1_pebj4dk","content_type":"comment","title":null,"body_preview":"I do enjoy re-reading books, but rarely on a timeline of less than 8-10 years. Of my 5 favourite novels, I've read 1 of them multiple times (LoTR), and I've just started a re-read of Hyperion this wee","author":"Gay_For_Gary_Oldman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebj4dk/"},{"id":"7d926103-a010-4102-ab43-86a5255297a2","source":"reddit","source_id":"t1_pebj6b4","content_type":"comment","title":null,"body_preview":"I listen to books, so re-listening to a book isn’t so bad. Plus I can bump the speed a little to get through it quicker. Although, I have also read the same book multiple times. So it may just be depe","author":"Signageman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_preference","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebj6b4/"},{"id":"b5f2dcb4-b90f-478f-8a35-ff4480139c6d","source":"reddit","source_id":"t1_pebj6fu","content_type":"comment","title":null,"body_preview":"I have a few beloved favorites that I reread as the mood strikes. I reread the Hitchhiker's Guide To the Galaxy when I'm super stressed or anxious and need to remind myself that reality is preposterou","author":"Dandibear","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","personal_experience","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebj6fu/"},{"id":"999a4c90-bbb1-49e3-bed5-abd31d094c33","source":"reddit","source_id":"t1_pebj8aq","content_type":"comment","title":null,"body_preview":"I reread books frequently, although not as much as I did as a kid. I've probably read each of Rick Riordan's books close to ten times as a result. I feel the pull to reread \"The Name of the Wind\" ever","author":"NationalWasabi8344","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebj8aq/"},{"id":"1aeae3d5-5e56-41c0-b0d9-d40f350bf613","source":"reddit","source_id":"t1_pebj8ez","content_type":"comment","title":null,"body_preview":"I suppose, same as they can't offer porn or gore or any other adult subjects.  And yet a child can get that book through any of the numerous and nearly unlimited number of means. So where's the actual","author":"ScipioTheGreatest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzc2mh/works_by_canadian_authors_margaret_atwood_and/pebj8ez/"},{"id":"382a167e-2fd1-464a-8460-f55cd333e231","source":"reddit","source_id":"t1_pebj8rw","content_type":"comment","title":null,"body_preview":"I enjoyed when I was young, but it repulses me now. He's over rated.","author":"Imaginary_Ad_3996","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/wtuiqm/henry_millers_tropic_of_cancer_has_absolutely/pebj8rw/"},{"id":"2c22fb49-36f1-4ac1-929a-1cee530cbd54","source":"reddit","source_id":"t1_pebjafe","content_type":"comment","title":null,"body_preview":"For me I could and there are definitely books that would I would discover a lot more about on a second reading but the problem is that there are so many books I haven’t read yet and life is too short","author":"Able_Arm7411","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebjafe/"},{"id":"cd23eff2-5ee0-409a-9f02-eb2460946995","source":"reddit","source_id":"t1_pebjarv","content_type":"comment","title":null,"body_preview":"From time to time, but it's exceedingly rare. Now my wife re-reads Pride and Prejudice (her favorite book) every single year. Sometimes twice.","author":"SweetCosmicPope","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebjarv/"},{"id":"64898601-875d-4a29-bbb3-5801a5ea6d1c","source":"reddit","source_id":"t1_pebjbb2","content_type":"comment","title":null,"body_preview":"Idk if it's considered a self help book, but the Body Keeps the Score absolutely was impactful in me navigating some traumatic instances.","author":"TapSilly2335","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wz6n40/has_anyone_here_genuinely_been_helped_by_a_self/pebjbb2/"},{"id":"98c384e1-f13f-49b2-9707-ac44c0d716be","source":"reddit","source_id":"t1_pebjclf","content_type":"comment","title":null,"body_preview":"it depend. I’ve re-read the complete Sherlock Holmes probably 15 times. it’s an extreme comfort read and I’ve read it so much I drown most of it out. same can be said about Alice in Wonderland/ Throug","author":"ActualRound7699","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_specificity","list_of_favorites"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebjclf/"},{"id":"08645a27-0f4f-44d8-adb8-15eaf1e74d98","source":"reddit","source_id":"t1_pebje6o","content_type":"comment","title":null,"body_preview":"This may all be true but something ain't working on good reads because every popular 4.5 and up book I've read is trash to mid. And all the best books I've read are like 3 to 4s","author":"ScrillaMcDoogle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wz454h/goodreads_finally_adds_half_and_quarter_star/pebje6o/"},{"id":"a09df7cf-a827-4257-9fc6-5dbd9a6b6b4d","source":"reddit","source_id":"t1_pebjgej","content_type":"comment","title":null,"body_preview":"Yes and no... The thing is, there's WAY more books than I have time to read. Most movies are shit though and over in under 2 hours haha","author":"Gunzhard22","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebjgej/"},{"id":"8f1e294c-83fb-4ca4-b02b-e23ada6f7985","source":"reddit","source_id":"t1_pebjh5p","content_type":"comment","title":null,"body_preview":"My trick is to wait for a decade or more to pass before I revisit them. Some are on a shorter rotation but it also depends on new books and if I am between releases or not.","author":"Pisnaz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebjh5p/"},{"id":"620332f9-1d55-4e65-8cbe-d1e8b50cc1d9","source":"reddit","source_id":"t1_pebjp2r","content_type":"comment","title":null,"body_preview":"So the book is banned. Thanks for agreeing with me!","author":"Baruch_S","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzc2mh/works_by_canadian_authors_margaret_atwood_and/pebjp2r/"},{"id":"a2ac4796-284b-42ef-8803-00140d89907d","source":"reddit","source_id":"t1_pebjpjg","content_type":"comment","title":null,"body_preview":"Atomic Habits helped me but also could’ve been like 50 pages shorter lol. Good ideas. A LOT of repetition","author":"Tangerine-Tangerine2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wz6n40/has_anyone_here_genuinely_been_helped_by_a_self/pebjpjg/"},{"id":"99840c23-1470-45ec-a0c8-2bb75d1113ac","source":"reddit","source_id":"t1_pebjqhz","content_type":"comment","title":null,"body_preview":"Yes. I reread books more than read new ones at this point. There are books I reread every other year or so. Some of them I've read over a dozen times over my life.","author":"preaching-to-pervert","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_preference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1wzg3zm/are_you_someone_who_can_reread_the_same_book_more/pebjqhz/"},{"id":"8f4d4c36-1c9d-46a6-8a06-416dca29a1dc","source":"reddit","source_id":"t1_pebimzl","content_type":"comment","title":null,"body_preview":"No argument. But you can't fit every chapter of the Hobbit into even the 4 hour fan edit.","author":"und88","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wx8mn9/are_there_any_movies_you_want_to_see_remade/pebimzl/"},{"id":"e5290de1-55fc-4575-b40b-f1d01a028c64","source":"reddit","source_id":"t1_pebiogy","content_type":"comment","title":null,"body_preview":"E.T as a kid i sided with Elliott trying to get E.T home but as an adult im all for the government and scientists trying to find out about this alien","author":"KangarooGullible8277","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wyckrm/is_there_a_movie_where_you_after_rewatch_years/pebiogy/"},{"id":"23bbaaa0-ec73-49b1-a16c-293fa4bf8628","source":"reddit","source_id":"t1_pebiq2p","content_type":"comment","title":null,"body_preview":"I get the overall message of it being over the top satire being 'the bit'. The movie focusses on one message and then by the end it's revealed it's actually a larger, deeper concept. Even so, over 80%","author":"Squaddy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wvhx09/official_discussion_digger_spoilers/pebiq2p/"},{"id":"6ee89973-a2d0-412d-8537-05648afea235","source":"reddit","source_id":"t1_pebiqcr","content_type":"comment","title":null,"body_preview":"She was fantastic in On the Waterfront. Sad to see her go","author":"SteroidSandwich","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wze7en/eva_marie_saint_north_by_northwest_star_and_oscar/pebiqcr/"},{"id":"b610193a-caf2-4fd9-b44d-6998034abbdd","source":"reddit","source_id":"t1_pebiqm2","content_type":"comment","title":null,"body_preview":"The administration also doesn't want the Ellisons to go under and lose control of those entities.  The Ellisons will be the puppets for the conservative party for many years if hold onto it. This merg","author":"MrDeadbutdreaming","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wy9dwh/david_ellison_unveils_skydance_team_who_will_run/pebiqm2/"},{"id":"0ba91840-68d7-4356-9b2a-7fa97e66d6c8","source":"reddit","source_id":"t1_pebiqqq","content_type":"comment","title":null,"body_preview":"Don't give them that much credit because they definitely didn't think this one up lol that's what Depp weirdos have been calling her for years. It's like one of their only insults atp","author":"dragonslayerbarbie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wzemlr/how_to_destroy_a_reputation_in_hollywood_as_told/pebiqqq/"},{"id":"0e6d7d15-cfc0-4922-9062-4cce694dc771","source":"reddit","source_id":"t1_pebiru2","content_type":"comment","title":null,"body_preview":"That’s an awesome story, I’ve never heard that before. Thanks for sharing","author":"Chop_A_Chopper","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wz87t5/movies_you_can_tell_were_made_with_love/pebiru2/"},{"id":"c42edcd9-7606-4d0c-9be7-0c8f4394c5c6","source":"reddit","source_id":"t1_pebit2j","content_type":"comment","title":null,"body_preview":"Warner has either merged with or split from someone else about every 5 years since 1990. Most recently, their merger with AT&T only lasted about four years. “Soon” might still mean this decade.","author":"isprobablyatwork","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wzf8n8/bobby_kotick_and_laurene_powell_jobs_join/pebit2j/"},{"id":"14a800a0-1541-4baf-9a6b-6edb1f6069ad","source":"reddit","source_id":"t1_pebityt","content_type":"comment","title":null,"body_preview":"You’ve never seen a more wretched hive of scum and villainy. Oh wait this isn’t Mos Eisley, this is real life","author":"kalidorisconan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wzf8n8/bobby_kotick_and_laurene_powell_jobs_join/pebityt/"},{"id":"bc3f8860-2809-49ad-bdb7-853e849d2305","source":"reddit","source_id":"t1_pebiv33","content_type":"comment","title":null,"body_preview":"Digger is projecting to lose over $100 million, actually.","author":"sits-when-pees","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wycdsd/official_imax_poster_for_street_fighter/pebiv33/"},{"id":"47d63076-aaf3-477c-9ae9-f38c7b960f11","source":"reddit","source_id":"t1_pebj0ah","content_type":"comment","title":null,"body_preview":"What dreams may come with robin williams. i tell you what I watched that movie before I became a widower, and it wrecked me. I couldn't even imagine what it would do to me now. i'd be a puddle","author":"nryporter25","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wxit9l/can_someone_recommend_me_a_movie_that_will/pebj0ah/"},{"id":"e857f7d6-874f-436d-93ca-2b99e9ab3654","source":"reddit","source_id":"t1_pebj22s","content_type":"comment","title":null,"body_preview":"....what waiter serves peanut butter sandwiches? Or empty platters?","author":"Obvious_Brush5165","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wybhrr/whats_a_movie_that_made_you_stop_watching/pebj22s/"},{"id":"ee44814a-ef46-4726-b8e8-e9e710170261","source":"reddit","source_id":"t1_pebj75r","content_type":"comment","title":null,"body_preview":"Wow. That's a good long life though. Correct me if I'm wrong but I believe she was the last of the cast and crew from North By Northwest.","author":"Typical_Intention996","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wze7en/eva_marie_saint_north_by_northwest_star_and_oscar/pebj75r/"},{"id":"419ccf4e-c564-462a-b991-8d87838c7f1a","source":"reddit","source_id":"t1_pebjcwu","content_type":"comment","title":null,"body_preview":"He was supposed to be Irish in Darby O'Gill and the Little People, too.","author":"ozzriffic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wz20k5/which_actor_had_the_most_disastrous_attempt/pebjcwu/"},{"id":"1c11bdcf-e901-413c-9ebb-f97e96032209","source":"reddit","source_id":"t1_pebjczt","content_type":"comment","title":null,"body_preview":"Why the fuck is Kotick still getting high-profile jobs?","author":"Antigone6","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wzf8n8/bobby_kotick_and_laurene_powell_jobs_join/pebjczt/"},{"id":"0bc72bda-21d1-4b97-ac02-74ea2ccf5193","source":"reddit","source_id":"t1_pebjfa3","content_type":"comment","title":null,"body_preview":"You mean famed friend of Jeffrey Epstine, Bobby Kotick?","author":"TheGravespawn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wzf8n8/bobby_kotick_and_laurene_powell_jobs_join/pebjfa3/"},{"id":"d60b6568-dc49-4d1a-bfc7-f2d7abacd9f8","source":"reddit","source_id":"t1_pebh9aw","content_type":"comment","title":null,"body_preview":"I've been of the opinion that, if we are going to have executions be a legal punishment then they should be carried out by the judge who passed the sentence personally with a single shot to the back o","author":"CardiologistPrize712","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wyqeie/pentagon_to_execute_convicted_fort_hood_mass/pebh9aw/"},{"id":"a02df4cb-eb03-4fb9-a983-4e2d4ac6e795","source":"reddit","source_id":"t1_pebhj06","content_type":"comment","title":null,"body_preview":"For the 100th time today on the 100th post... Just because she didn't die, doesn't mean she is innocent-by-proxy.","author":"No_Cucumber3978","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzgoiy/christa_pike_conscious_and_speaking_at_hospital/pebhj06/"},{"id":"f9273e53-d86b-4210-b6a4-baaaa8e4d7c6","source":"reddit","source_id":"t1_pebhjh6","content_type":"comment","title":null,"body_preview":"They didn’t. They were saying that you can pick out examples of either side (or indeed any type of person that you want to make a point about) doing something terrible, but it doesn’t mean that those ","author":"ThatWasFred","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzebkf/israeli_settlers_beat_press_photographer_as/pebhjh6/"},{"id":"c9b9234c-f72c-4034-8705-25f7b8af2a89","source":"reddit","source_id":"t1_pebhjpk","content_type":"comment","title":null,"body_preview":"Saying she \"had been set to be the first woman to be executed in Tennessee\" implies that they've changed their mind about that, which I don't believe is the case.","author":"BananasPineapple05","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzgoiy/christa_pike_conscious_and_speaking_at_hospital/pebhjpk/"},{"id":"295fd86d-a665-47ac-8f68-17c81112fa4c","source":"reddit","source_id":"t1_pebhluz","content_type":"comment","title":null,"body_preview":"Israel facts: known to the rest of the world as blatant and shameless lies, denials, and/or the milking of any and all victimhood you think you have.  If israel and its people were a person, they'd be","author":"Chicken_Chaser_420","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzebkf/israeli_settlers_beat_press_photographer_as/pebhluz/"},{"id":"b5665848-c647-4acc-9cc8-de2137d19eca","source":"reddit","source_id":"t1_pebholv","content_type":"comment","title":null,"body_preview":"I wonder how the parents of her victim must be feeling. Edit : no need to wonder https://people.com/christa-pike-s-victim-s-mother-spent-12-hours-in-viewing-room-before-watching-botched-execution-1215","author":"Fluffy-Republic8610","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzgoiy/christa_pike_conscious_and_speaking_at_hospital/pebholv/"},{"id":"6fc6727c-41f4-4413-b6db-ace763603a61","source":"reddit","source_id":"t1_pebhsz5","content_type":"comment","title":null,"body_preview":"Men. They are men and were men when the alleged assault took place.","author":"dave8400","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzfnrm/cornell_hires_exjustice_dept_official_yates_to/pebhsz5/"},{"id":"147cb07d-da26-4eac-99b1-2cf94ac74a84","source":"reddit","source_id":"t1_pebhydy","content_type":"comment","title":null,"body_preview":"Notice how a lot of these people have hidden post histories.","author":"bboynexus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzgoiy/christa_pike_conscious_and_speaking_at_hospital/pebhydy/"},{"id":"45d77d91-5fe1-4359-ad51-7cedb826b8b1","source":"reddit","source_id":"t1_pebi7ed","content_type":"comment","title":null,"body_preview":"Not just that but the children are doing it there as well its fucking disgusting.","author":"SuckMyBandAids","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzebkf/israeli_settlers_beat_press_photographer_as/pebi7ed/"},{"id":"4756493c-91a4-4283-950c-69cef5e804e3","source":"reddit","source_id":"t1_pebi7jf","content_type":"comment","title":null,"body_preview":"The definition of “it’s true, but you shouldn’t say it.”","author":"Bear_faced","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wxlccx/pennsylvania_measles_cases_near_1000_as_outbreak/pebi7jf/"},{"id":"a8cf8271-01a4-4769-b104-1494407f3262","source":"reddit","source_id":"t1_pebicxl","content_type":"comment","title":null,"body_preview":"A testimony to how easy it is to scam Americans with a disposable income","author":"Wasabiwabi_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wys94l/controversial_televangelist_jim_bakker_dies_at_86/pebicxl/"},{"id":"a813ead7-21e7-4056-bfeb-02286ab48cf3","source":"reddit","source_id":"t1_pebil7d","content_type":"comment","title":null,"body_preview":"It doesn’t imply that they’ve changed their mind. The fact they tried to execute her (but failed) makes the statement valid.","author":"BringBackAoE","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzgoiy/christa_pike_conscious_and_speaking_at_hospital/pebil7d/"},{"id":"5427cac6-fd05-4ba5-9d33-b0a051ce3343","source":"reddit","source_id":"t1_pebir1k","content_type":"comment","title":null,"body_preview":"I checked that site out and have no idea where you got all your stats from. Also Republican/Republican leaning or Democrat/Democrat leaning? Sounds to me like someone, don’t know who, was in charge of","author":"Outrageous-Plate-820","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wxqpdh/researcher_at_russian_plague_laboratory_dies_of/pebir1k/"},{"id":"9ab489de-0690-45c8-865b-6accbecaf7b3","source":"reddit","source_id":"t1_pebixda","content_type":"comment","title":null,"body_preview":"Yeah it was. I still have the bullet in my leg too.","author":"BeetlePies","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wz4oe0/chicago_woman_shot_5_times_by_cbp_officer_files/pebixda/"},{"id":"bfac3b07-623a-43d5-b3f0-08507d81e762","source":"reddit","source_id":"t1_pebj7qb","content_type":"comment","title":null,"body_preview":"Doubtful at this point. The leverage the school has is that they can expel a student or revoke scholarships/aid. For the 7, it's up to the AG to decide if criminal charges will be brought.","author":"DaKingaDaNorth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wzfnrm/cornell_hires_exjustice_dept_official_yates_to/pebj7qb/"},{"id":"324422b8-eb21-4175-b08b-2cbfff262974","source":"reddit","source_id":"t1_pebjb1w","content_type":"comment","title":null,"body_preview":"It's already happening. I just left my career in logistics because it became clear I was just babysitting an inevitable collapse of our consumer goods supply chain. If fuel costs and part availability","author":"LosDeedles","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wys1du/trump_expands_access_to_taxexempt_diesel_fuel/pebjb1w/"},{"id":"a9535ec2-1dfe-4378-ab0d-7f8047f3c539","source":"reddit","source_id":"t1_pebixiz","content_type":"comment","title":null,"body_preview":"The paradox is created by people assuming life is made of absolutes, and it's an incredibly stupid position to have, in my opinion.","author":"Sensitive-Plate-684","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzd31q/newsom_calls_for_25th_amendment_after_trumps/pebixiz/"},{"id":"8a8a6b98-77a0-417e-b495-63eae913ec57","source":"reddit","source_id":"t1_pebixos","content_type":"comment","title":null,"body_preview":"Our president shouldn't be \"trying to say\" things. Quit holding our highest official to a low standard and quit making excuses for him.","author":"Beherit_777","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wz9588/white_house_aide_insists_trump_did_not_call_for/pebixos/"},{"id":"198bf536-c99e-413f-9993-2c7b3b4b38df","source":"reddit","source_id":"t1_pebize7","content_type":"comment","title":null,"body_preview":"Any candidate running as a socialist or a communist is aspirational at best. Theres too many institutional guard rails. It takes time and removal of those guard rails. Kind of like how trump 1 was asp","author":"InfoBarf","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzgnfi/seattles_mayor_ran_as_a_socialist_then_she_ran/pebize7/"},{"id":"a6032147-8aa7-4b6f-b03b-e55551a9920c","source":"reddit","source_id":"t1_pebizst","content_type":"comment","title":null,"body_preview":"My theory is he is blowing Elon in hopes that Muskrat will fund his future Presidential campaign. Hopefully they are all in prison and it never happens.","author":"salt_life79","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wz30yz/the_chaos_inside_hegseths_defense_department_as/pebizst/"},{"id":"dad71cbe-b28f-458d-8630-5dc8d03efa7a","source":"reddit","source_id":"t1_pebj0oq","content_type":"comment","title":null,"body_preview":"\"Neither party has actually been serious\" while somewhat true, there's only 1 party that's rammed through tax cuts for the wealthy like 10 times. Reagan, Bush2, Trump 1 and 2. Whatever tax cuts/credit","author":"MGrantSF","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzg34n/america_hits_a_new_debt_record_at_40_trillion_and/pebj0oq/"},{"id":"4a306d68-0289-4e61-a81c-b10b424b1cd6","source":"reddit","source_id":"t1_pebj0s2","content_type":"comment","title":null,"body_preview":"It's honestly so embarassing that they can lose to someone like Trump. She completely failed to excite her base, and her and Biden's inaction on Gaza made voting for her feel pretty repulsive.  Additi","author":"Kyne_of_Markarth","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wz2od4/mamdanis_surprisingly_persuasive_solution_to_a/pebj0s2/"},{"id":"e31f8457-6572-4431-bc87-be70e5e1df3c","source":"reddit","source_id":"t1_pebj0vp","content_type":"comment","title":null,"body_preview":"You mean his foreign policy of not declaring trade wars on our closest allies and not cozying up to every single one of the worst regimes of the 21st century? Just because Biden believed in a two stat","author":"KEVLAR60442","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wz2od4/mamdanis_surprisingly_persuasive_solution_to_a/pebj0vp/"},{"id":"23b0aa82-fcc1-4070-98cf-2339a7716249","source":"reddit","source_id":"t1_pebj161","content_type":"comment","title":null,"body_preview":"Ugh, I hate this argument. \"They're doing stuff that's against my religion!\" \"Are they making you do it?\" \"No, but it's against my religion! I'm being oppressed!\" Jesus fucking Christ.","author":"ParanoidDrone","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzffas/alito_calls_samesex_marriage_a_decisive_turn/pebj161/"},{"id":"0e9444b8-577b-4f76-94cb-86105dcdba80","source":"reddit","source_id":"t1_pebj1dt","content_type":"comment","title":null,"body_preview":"What about trans raping women in women's prisons? https://r.search.yahoo.com/_ylt=A2RRvdDqfMVqGAMAhGlEDN04;_ylu=Y29sbwN1cy1lYXN0LTEEcG9zAzEEdnRpZAMEc2VjA3Ny/RV=2/RE=1792537066/RO=10/RU=https%3a%2f%2fe","author":"Duke-Turner137","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzen0u/held_with_men_subjected_to_slurs_trans_women/pebj1dt/"},{"id":"d5a46c38-f544-4a1f-9f36-464af8f8eb79","source":"reddit","source_id":"t1_pebj1ma","content_type":"comment","title":null,"body_preview":"Maybe if each religion didn't shove their values down the throats of children, the kids would stick around after becoming adults. Force anybody to do anything and it's not going to go well for you.","author":"nf_sew_711","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzayd4/samuel_alito_blames_marriage_equality_for/pebj1ma/"},{"id":"36ae703f-c579-4595-b5df-de43ab315f79","source":"reddit","source_id":"t1_pebj1uk","content_type":"comment","title":null,"body_preview":"It's why the decision to abandon the LGBTQ community and fly in the face of our values is even more tragic. It makes everything worse in every way.","author":"Bunerd","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.5,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wyie1i/lgbtq_group_turns_its_back_on_democrats_adopting/pebj1uk/"},{"id":"d53ea603-f97c-4e29-ace9-574fcd7e761e","source":"reddit","source_id":"t1_pebj253","content_type":"comment","title":null,"body_preview":"“Democrats need to…” “Democrats must…” It’s a tale as old as time but I’m just so sick of this in our current era. I will die on this hill - if you are a free-willed grown-ass adult and you need a Dem","author":"JeffSteinMusic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzgp5r/democrats_need_to_reel_in_more_men_these_mainers/pebj253/"},{"id":"52a25aff-ae47-414a-8880-c0db1d23827a","source":"reddit","source_id":"t1_pebj2av","content_type":"comment","title":null,"body_preview":"For that to be effective we need some in Congress willing to back us along with a work stoppage across the country for however long it takes. We need to do this asap but not enough will be willing to ","author":"kstargate-425","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.30548197989847325,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzghcp/trump_does_not_plan_to_reimburse_taxpayers_for/pebj2av/"},{"id":"22c9bcc1-bf75-4a55-b3eb-dde94d85fa94","source":"reddit","source_id":"t1_pebj38y","content_type":"comment","title":null,"body_preview":"the US under biden supported ukraine financially and with weapons. but Americans wanted trumo, who was quite clear that he will stop that. and now a picture of putin hangs in the white house while zel","author":"TemporarySun314","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.4051408358714421,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzg34n/america_hits_a_new_debt_record_at_40_trillion_and/pebj38y/"},{"id":"526511a6-6031-4e17-9986-372a5837fa0b","source":"reddit","source_id":"t1_pebj3v8","content_type":"comment","title":null,"body_preview":"I heard an interview with her during the campaign. She was pretty clear that the aspirational goals would not be doable under the current system until there are larger systemic overhauls to support th","author":"pallentx","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzgnfi/seattles_mayor_ran_as_a_socialist_then_she_ran/pebj3v8/"},{"id":"3169848b-a421-4802-87af-218942e6ddad","source":"reddit","source_id":"t1_pebj44w","content_type":"comment","title":null,"body_preview":"\"you only think I'm aligned?! I'm engrained in it!\"","author":"HereForTheComments57","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzcxyv/justice_alito_says_he_is_not_pleased_with_what/pebj44w/"},{"id":"b631ccf0-23fe-41ae-9ebd-5581f17995bf","source":"reddit","source_id":"t1_pebj4co","content_type":"comment","title":null,"body_preview":"He would probably see his people burn if Donald told him he was a good boy. What a nonanswer to someone threatening the people you represent.","author":"Renatusisk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzd31q/newsom_calls_for_25th_amendment_after_trumps/pebj4co/"},{"id":"10a8e929-853d-4f22-be4a-bc3ee40d36ff","source":"reddit","source_id":"t1_pebj4y0","content_type":"comment","title":null,"body_preview":"Yep. Just had a long talk in my house about the shortages in our budget. Solution, for now: cut back savings in retirement plan at work, again, as I did for all those years before. I’m 51, and I will ","author":"082426grateful","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzd31q/newsom_calls_for_25th_amendment_after_trumps/pebj4y0/"},{"id":"727c0e65-498a-4eaf-b0b2-d3260feadd3f","source":"reddit","source_id":"t1_pebj53w","content_type":"comment","title":null,"body_preview":"This guy is such a miserable douchebag. Even if he wasn't a Supreme Court Justice, I can tell just having to have a sit down dinner with him would have me wishing I would spontaneously combust.","author":"bikemonkey40","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzcxyv/justice_alito_says_he_is_not_pleased_with_what/pebj53w/"},{"id":"8035a936-f1ff-4c85-909e-7bab2349c09e","source":"reddit","source_id":"t1_pebj5pe","content_type":"comment","title":null,"body_preview":"“It’s a small price to pay for keeping the world safe, keeping our country safe. They can take out a city. Let them take, let them take out Los Angeles; let them take out San Diego. That’s — this is a","author":"NOT_MEEHAN","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzd31q/newsom_calls_for_25th_amendment_after_trumps/pebj5pe/"},{"id":"50775f4a-bcb6-46d2-9824-328e06353975","source":"reddit","source_id":"t1_pebj5rf","content_type":"comment","title":null,"body_preview":"Bro, the bros know that the real bro in this race is the shivering 80 year old who's never made a declarative statement in her entire political career. Bro. 💪😎","author":"ThonThaddeo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wzgp5r/democrats_need_to_reel_in_more_men_these_mainers/pebj5rf/"},{"id":"b8b51bef-3851-4088-8452-67db490563ff","source":"reddit","source_id":"t1_pebj5s4","content_type":"comment","title":null,"body_preview":"Can’t wait for Republicans to start “I never really supported him. I tried reining him in, but the media wouldn’t report on it.”","author":"Due_Speaker4655","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wza84q/mentally_ill_trump_thinks_its_funny_to_joke_about/pebj5s4/"},{"id":"cf3d7b15-c7b4-4e55-85f8-16396220819e","source":"reddit","source_id":"t1_pebj63d","content_type":"comment","title":null,"body_preview":"take a moment - scroll down and read the list.  https://www.psychologytoday.com/us/blog/resolution-not-conflict/201603/can-you-spot-10-signs-childish-adult","author":"gdghhfdffrf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Oct 06 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wz5xg7/sad_disgusting_pathetic_trump_slammed_for/pebj63d/"},{"id":"e5c2b0e9-7df6-4dfe-bf68-a548122c18e3","source":"stackoverflow","source_id":"so:80007861","content_type":"comment","title":null,"body_preview":"The key point here is to distinguish between the Identity Provider (IdP) and the Service Provider (SP).\n\nIf you are adding ChatGPT Business as a custom SAML application in Google Workspace, Google is ","author":"Bilal Sabugar","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007861"},{"id":"b821702b-c59d-4472-a252-ac09e37b72c8","source":"stackoverflow","source_id":"so:39575950","content_type":"comment","title":null,"body_preview":"In your onChange handler, have it set the checked state:\n\nonChange: function() {\n  this.setState({checked: !this.state.checked})\n}\n\nAnd then adjust your validation to:\n\nvalidate(event) {\n  let name = ","author":"SchattenJager","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39575950"},{"id":"6512fd72-cc4c-48f0-824c-87c66bb61cf6","source":"stackoverflow","source_id":"so:39576518","content_type":"comment","title":null,"body_preview":"Actually React is a VIEW. So you should know that it does not have rich built in validation stuff like Angular have. If you have a lot of validation in plans or already you should look to some more ad","author":"wolendranh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39576518"},{"id":"a3c02cb4-94f2-41d8-b183-b71985d3b967","source":"stackoverflow","source_id":"so:39716310","content_type":"comment","title":null,"body_preview":"A React Element is what you would consider to be a basic html(dom to be precise) element. It is just a way of creating element without using the much controversial jsx format.\n\nA React Component is wh","author":"thedarkone","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39716310"},{"id":"f6456368-8442-4f93-9f36-ae52ded8af5a","source":"stackoverflow","source_id":"so:41519487","content_type":"comment","title":null,"body_preview":"The simplest, React-like way to do this is to have a parent wrapper component - say LabeledCheckbox which contains your Text input and your Checkbox components. \n\nWhen either of the child components d","author":"Chris","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.386904761904762,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41519487"},{"id":"685fbc35-3c8f-458e-9ef8-aeb26341b8b6","source":"stackoverflow","source_id":"so:41520122","content_type":"comment","title":null,"body_preview":"Create one component with checkbox and input field with the state of the checkbox and text field.\n\nAnd then you can reuse it where you want.\n\nYou can do something like this : \n\nclass CheckboxTxtInput ","author":"Boky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","template_phrases","absence_of_personality","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41520122"},{"id":"eef3ac30-58fb-43d2-a41f-23019312b9c7","source":"stackoverflow","source_id":"so:42939845","content_type":"comment","title":null,"body_preview":"There are three related kinds of thing involved here, with their own names:\n\nComponents\n\nComponent instances\n\nElements\n\nThis is slightly surprising, since if you're used to other UI frameworks you mig","author":"Mark Amery","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality","platform_fluency"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42939845"},{"id":"793925af-9221-4bdb-8f43-93a420143ae5","source":"stackoverflow","source_id":"so:39194831","content_type":"comment","title":null,"body_preview":"React Elements\n\nA React Element is just a plain old JavaScript Object without own methods. It has essentially four properties:\n\ntype, a String representing an HTML tag or a reference referring to a Re","author":"user6445533","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39194831"},{"id":"5ed590ec-2816-45b4-89ff-23fbec5cb01d","source":"stackoverflow","source_id":"so:42063396","content_type":"comment","title":null,"body_preview":"React Element - It is a simple object that describes a DOM node and its attributes or properties you can say. It is an immutable description object and you can not apply any methods on it. \n\nEg - \n\n<b","author":"Nitin Tulswani","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42063396"},{"id":"95ecbe8a-9903-48fb-864f-7e962365c728","source":"stackoverflow","source_id":"so:51704600","content_type":"comment","title":null,"body_preview":"Fetch (native and polyfill) and libraries such Axios have a catch feature already managed without need of error code managing, IE:\n\n\r\n\r\n// Example with AXIOS\r\naxios.get('/user?ID=12345')\r\n  .then(func","author":"Mos&#232; Raguzzini","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51704600"},{"id":"67922b9a-b511-4803-a2c2-1c3596874f20","source":"stackoverflow","source_id":"so:51833658","content_type":"comment","title":null,"body_preview":"add \"proxy\": \"http://0.0.0.0:3001\", in package.json file after \n \"main\": \"server.js\",","author":"mukeshmandiwal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51833658"},{"id":"7b481dd0-aea2-4ebe-af80-d49a605bbc91","source":"stackoverflow","source_id":"so:52384468","content_type":"comment","title":null,"body_preview":"An element is a plain object describing what you want to appear on the screen in terms of the DOM nodes or other components. Elements can contain other elements in their props. Creating a React elemen","author":"Vipul","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52384468"},{"id":"411acbac-fe98-4cee-9824-a887ea4734eb","source":"stackoverflow","source_id":"so:53729694","content_type":"comment","title":null,"body_preview":"React is neither MVC or notMVC. It's a library to render the View (with a lots of cool stuff, but still). You can use either MVC patterns, or Flux/Redux, or whatever.\n\nThe difference between MVC and F","author":"Dima Vishnyakov","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53729694"},{"id":"c54c6530-f819-4bd6-85bf-9b7a1baecd35","source":"stackoverflow","source_id":"so:54066297","content_type":"comment","title":null,"body_preview":"let optionItems = countries.map\n\nshould be \n\nlet optionItems = this.state.countries\n\nand you also need to set an initial state. So:\n\nimport React from 'react';\nimport { render } from 'react-dom';\nimpo","author":"Colin Burke","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54066297"},{"id":"16796b02-a976-4436-803d-be6e61d2c824","source":"stackoverflow","source_id":"so:54066403","content_type":"comment","title":null,"body_preview":"Since countries is the only thing in state, try \n    this.state.map(countries => ...\n          -OR-\nIn componentDidMount,\n    this.setState({countries: countries})","author":"stever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54066403"},{"id":"442ed813-8965-498d-abeb-8088044fb36e","source":"stackoverflow","source_id":"so:54199013","content_type":"comment","title":null,"body_preview":"Add  \n\nheaders: {'Access-Control-Allow-Origin': '*'}\n\nto your server where the API is fetching from","author":"Uday","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54199013"},{"id":"7813241d-d065-44c7-982a-d31dff24634e","source":"stackoverflow","source_id":"so:54410276","content_type":"comment","title":null,"body_preview":"For the Updated Warning: I had the same problem a couple days ago, but I was using the fetch api, so I don't know if it's going to work. I just made my componentDidMount() async and put a await before","author":"Esdras Chaves","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54410276"},{"id":"f9c7be73-ba1d-4ee3-ae67-f7b5f3e6b31c","source":"stackoverflow","source_id":"so:55536916","content_type":"comment","title":null,"body_preview":"You can check react-router or @reach/router\n\nFor example, in @reach/router, you can use the provided Link component to create the same anchor as in your example:         \n\n<Link to=\"/userlist\">All Use","author":"Luciano Semerini","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55536916"},{"id":"da3e352a-aa9b-44d6-b3d5-8f0bb86312ea","source":"stackoverflow","source_id":"so:55537119","content_type":"comment","title":null,"body_preview":"This achieved through a client side routing: manipulation of the history object of the browser through client side\n\nThis is an example rendering a specific component for specific route\n\nimport { Brows","author":"Lelouch","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55537119"},{"id":"5a002b65-7be3-4704-a651-a551f6256b16","source":"stackoverflow","source_id":"so:55537151","content_type":"comment","title":null,"body_preview":"You can do that as follows:\n\ngoToUserList = () => {\n    this.props.history.push('/userlist')\n}\n\n...\nreturn(\n    <button onClick={this.goToUserList}>Go User List</button>\n)\n\nHope it helps.","author":"vitomadio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55537151"},{"id":"04b33307-baae-4acd-baf0-a99f4b7b1aa7","source":"stackoverflow","source_id":"so:55805105","content_type":"comment","title":null,"body_preview":"React components are mutable while elements are not","author":"Sourabh","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55805105"},{"id":"40bf97e1-8890-455c-a8f9-5cc33fea8258","source":"stackoverflow","source_id":"so:56406538","content_type":"comment","title":null,"body_preview":"You can use inline styling:\n\n<SpeechBubble style={{background: `url(${SpeechBubble1})`}} />","author":"Mitro","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56406538"},{"id":"03fc5758-7155-4744-a91b-a8fa5db15637","source":"stackoverflow","source_id":"so:56408257","content_type":"comment","title":null,"body_preview":"Make sure you are including a height for the styled component, otherwise, it won't display anything (unless it has children that define its dimensions).\n\nWorking example:\n\ncomponents/Container\n\nimport","author":"Matt Carlotta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56408257"},{"id":"c8bd30fb-d57c-46eb-a585-0f032283e798","source":"stackoverflow","source_id":"so:56714008","content_type":"comment","title":null,"body_preview":"Here is my take :\n\nElement is the thing that describes how to construct the VDOM. It's basically a \"frozen\" version of the corresponding Component Instance.\n\nIf everything would be functional componen","author":"jhegedus","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56714008"},{"id":"27283016-5c3e-4e2f-940f-6a999bc99cf4","source":"stackoverflow","source_id":"so:33298465","content_type":"comment","title":null,"body_preview":"To further elaborate on the answer, a React Element does not have any methods and nothing on the prototype. This also makes them fast.\n\n\"A ReactElement is a light, stateless, immutable, virtual repres","author":"kunl","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/33298465"},{"id":"4db13e13-9cd7-48f0-97af-b0d73f25b608","source":"stackoverflow","source_id":"so:58531679","content_type":"comment","title":null,"body_preview":"Elements are thunks.\n\nReact lets you define UIs as pure functions defined on application state.  It could implement this by computing the entire UI during each state change, but this would be expensiv","author":"Michael Gummelt","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58531679"},{"id":"2e308e63-cb2a-4256-8f8b-16d496f14e78","source":"stackoverflow","source_id":"so:62761030","content_type":"comment","title":null,"body_preview":"Base on the code sample from Konstantin S., you could register a plugin globally inside the componentDidMount() method and implement an afterDraw function as follows:\n\ncomponentDidMount() {\n  Chart.pl","author":"uminder","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62761030"},{"id":"1fa6e008-a9cb-45c7-a7cb-7e3faad5dbf6","source":"stackoverflow","source_id":"so:63219128","content_type":"comment","title":null,"body_preview":"I felt the accepted answer is a bit incomplete, so just wanted to add the three main points (when flux/redux is used to illustrate the answer).\n\nFrom here: https://medium.com/createdd-notes/understand","author":"JackDev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63219128"},{"id":"eee3c015-2347-4327-bf2f-2ba369d88797","source":"stackoverflow","source_id":"so:63465145","content_type":"comment","title":null,"body_preview":"As @Jayce44 suggested you can just add a mock to the window object. It is a good pattern to erase any random component in your tests anyway (especially in TDD). Defining a fake/mock crypto module wher","author":"olifantastic","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63465145"},{"id":"ae2fa190-cf89-4627-9325-7911aa1b3323","source":"stackoverflow","source_id":"so:65094442","content_type":"comment","title":null,"body_preview":"Try this:\n\nconst call = (dati) => new Promise((resolve, reject) => {\n        setTimeout(() => { resolve(dati); }, 1000);\n    })\n\nor you can see here: let promise wait a couple of seconds before return","author":"Max","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65094442"},{"id":"90736b53-1ffd-4273-96de-f2a537b83f34","source":"stackoverflow","source_id":"so:65094349","content_type":"comment","title":null,"body_preview":"setTimeout() on the server to delay sending the response, or on the client before resolving the promise.\n\nEDIT: The code depends on your particular implementation/tools. Please share a snippet from yo","author":"83C10","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65094349"},{"id":"a4a7c74f-0a93-4729-a27d-9a399fd1c3b8","source":"stackoverflow","source_id":"so:65590998","content_type":"comment","title":null,"body_preview":"For anyone checking now, I ended up using the path-to-regexp library which is the one used internally by react-router to generate the URL. The code looks something like this\n\nimport pathToRegexp from ","author":"ajaybc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65590998"},{"id":"aad9c0a8-4b7e-47f2-9fbc-afbb184be496","source":"stackoverflow","source_id":"so:65657830","content_type":"comment","title":null,"body_preview":"you can add \"secure\": false in package.JSON after \"proxy\": \"http://0.0.0.0:3001\", for example:\n\n \"proxy\": {\n    \"/api\": {\n      \"target\": \"http://0.0.0.0:3001\",\n      \"secure\": false\n    }\n  },\n\nit wo","author":"Conrad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65657830"},{"id":"21bb93ce-bb2b-4895-b022-2b67bafc03af","source":"stackoverflow","source_id":"so:67924278","content_type":"comment","title":null,"body_preview":"You need to apply a position element to .slide for the z-index to work properly.\n\nNote: z-index only works on positioned elements (position: absolute, position: relative, position: fixed, or position:","author":"Snappy Web Design","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67924278"},{"id":"fb929c5f-4d73-4ce5-b035-d593a6f92c85","source":"stackoverflow","source_id":"so:70346041","content_type":"comment","title":null,"body_preview":"This is my answer for this issue. Basically you should set position and z-index for every item and set higher z-index for current active item\n\r\n\r\n.App .slick-slide {  \n  position: relative;  \n  z-inde","author":"ha_nguyen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70346041"},{"id":"2a26e4ed-2c33-4b77-ba22-0ceb134b1dcf","source":"stackoverflow","source_id":"so:71421387","content_type":"comment","title":null,"body_preview":"style={{}} was not working. react-pdf has no width property. But there was a height property. I used that and according to ratio it adjusted the width as well. It worked for me.","author":"Rahal Athukorala","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71421387"},{"id":"acd5eccd-56d7-4f67-a28f-0f3a26086820","source":"stackoverflow","source_id":"so:71553175","content_type":"comment","title":null,"body_preview":"React hooks are only valid in React function components.\n\nYou can either convert this class component to a function component:\n\nimport SaveContext from \"../../context/SaveContext\";\n\nconst EnableSwitch","author":"Drew Reese","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.27750763279867946,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71553175"},{"id":"0d8fbdc9-e76f-4c6d-85c5-835c9efa0392","source":"stackoverflow","source_id":"so:72238919","content_type":"comment","title":null,"body_preview":"By reading your question, I assume you want to make react show the Login Page and your primary page, and once the user enters the information you want it to send the user to Homepage, right?\n\nYour Cod","author":"Zeeshan","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72238919"},{"id":"df98657e-f755-42ee-b9a5-1e28d48f789b","source":"stackoverflow","source_id":"so:72295857","content_type":"comment","title":null,"body_preview":"According to the documentation https://react-pdf.org/components  does not support style, you need to style the page component","author":"Juan Patrono","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72295857"},{"id":"7d280765-a6ac-4715-a2f1-1e13baa768f2","source":"stackoverflow","source_id":"so:72575433","content_type":"comment","title":null,"body_preview":"reload is windows.loaction.href default behaviour. use router.push(\"/login\")","author":"Dipanjan Panja","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72575433"},{"id":"38426c2c-da12-4e76-838f-bc0ced410ea4","source":"stackoverflow","source_id":"so:73123082","content_type":"comment","title":null,"body_preview":"React Router is based on a package called history that handles all interactions with the browser.\n\nYou can create a Router and pass it a history instance to manage the URL during tests :\n\nimport {crea","author":"Exifers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73123082"},{"id":"7d477b92-da6f-4b27-8181-69de7524d2ad","source":"stackoverflow","source_id":"so:73393623","content_type":"comment","title":null,"body_preview":"We can simplify this question with few examples.\n\nDefining Box:\n\nfunction Box() {\n   return (\n      // few code \n   )\n}\n\nif we do console.log(Box) we say that we are logging a React Component to the c","author":"0MR4N","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73393623"},{"id":"81496f9c-6199-4a61-b50c-6045e0aac89b","source":"stackoverflow","source_id":"so:73411103","content_type":"comment","title":null,"body_preview":"Try accessing localStorage within a useEffect():\n\nuseEffect(() => {\n  localStorage.setItem(key, value);\n}, []);","author":"Irfanullah Jan","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73411103"},{"id":"f17fd49f-66a3-45d4-a488-dc291733dc24","source":"stackoverflow","source_id":"so:73699710","content_type":"comment","title":null,"body_preview":"I met the same problem as you, but in fact he is not a problem。\n\nbecause this API can only run in localhost and HTTPS environments.\n\ntherefore, the scenario where you make an error may be running in t","author":"Colin Lu","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73699710"},{"id":"36baea7c-97fc-424c-a06f-eef3d368dbd5","source":"stackoverflow","source_id":"so:74286505","content_type":"comment","title":null,"body_preview":"you need to remove (px) keep as a number or string without px => width: \"100\" or width: 100","author":"yousef","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74286505"},{"id":"c8422c11-f5fa-4d4b-8c14-75d76f0f8493","source":"stackoverflow","source_id":"so:74673277","content_type":"comment","title":null,"body_preview":"I think this is something related to your backend sometimes backend only allows some origins and your new front-end domain must be added to Access-Control-Allow-Origin\n\nbut sometimes that could be rel","author":"Ali Sattarzadeh","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74673277"},{"id":"e6ddf8da-9873-496d-a177-1da132451e2d","source":"stackoverflow","source_id":"so:74673304","content_type":"comment","title":null,"body_preview":"Assuming you are using cors() in the backend (like in a node server).\nThen in your react app, what you can do is setup proxy for the api endpoints.\n\nin the src directory create a file named setupProxy","author":"Sifat Amin","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74673304"},{"id":"e4da13b3-2cb4-4b8a-8548-1363b64c05ab","source":"stackoverflow","source_id":"so:77629814","content_type":"comment","title":null,"body_preview":"enter image description here\n\nimport { usePathname } from 'next/navigation';\nconst pathName = usePathname()\n\nwindows.loaction.pathname => pathName","author":"BugMan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77629814"},{"id":"8e03c4b3-f8c7-4010-84af-39566d1a063b","source":"stackoverflow","source_id":"so:77785285","content_type":"comment","title":null,"body_preview":"Yup! You're right that the ...rest operator is part of the issue. What's happening is:\n\nThe MKBox component from the .js file doesn't indicate what type its props must be\n\nTypeScript defaults to only ","author":"Josh","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0.5323308033911396,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77785285"},{"id":"f6395013-db9b-4550-86cd-f006b4289213","source":"stackoverflow","source_id":"so:78363318","content_type":"comment","title":null,"body_preview":"Personally I think the MVC pattern would work quite well with React apps (or maybe certain kinds… I’ll let the reader decide).\n\nIt’s all about creating good design with separation of concerns, single ","author":"br3nt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78363318"},{"id":"48b051e9-1b4f-45d8-a201-45bd7c96dfa9","source":"stackoverflow","source_id":"so:79321852","content_type":"comment","title":null,"body_preview":"Will try to make it a concise response.\n\nYou seem to believe that by adding 'Access-Control-Allow-Origin': '*' to your request will allow your request to pass cors policy, that's an error. If it was p","author":"Redskinsjo","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79321852"},{"id":"b23707e7-342e-4e37-b133-312e557a7bb1","source":"stackoverflow","source_id":"so:79404189","content_type":"comment","title":null,"body_preview":"I solved it! It took me a while to think of a solution because useInView and IntersectionObserver will tell you when something enters the viewport, but they don't tell you if an element is in the view","author":"matt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79404189"},{"id":"d171330d-e159-4346-83e9-524883df05e5","source":"stackoverflow","source_id":"so:79625833","content_type":"comment","title":null,"body_preview":"React isn't MVC because it doesn't divide up its architecture into layers. MVC denotes a 3 layered architecture. With React, your data, view, and logic are all lumped into the same place, the componen","author":"ibrust","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79625833"},{"id":"0f9fcd12-e620-4404-86b7-a2e9a558812e","source":"stackoverflow","source_id":"so:80006545","content_type":"comment","title":null,"body_preview":"I cannot say for certain without more code, but you say \"I take this navbar from the verticalnavbar class and throw it into the nav-links in my navbar class to provide a hamburger view.\"\n\nYou should n","author":"Violet Rose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006545"},{"id":"abfc5dd8-346d-42af-8b05-edafe3b6e249","source":"stackoverflow","source_id":"so:60714408","content_type":"comment","title":null,"body_preview":"React Elements vs. React Components\nReact Elements\n\nA React Element is what gets returned from components. It’s an object that virtually describes the DOM nodes that a component represents.\n\nWith a fu","author":"bfsio","classification":"ai_generated","confidence":0.95,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60714408"},{"id":"fd2a3a79-a72a-467f-84a9-4b9c851753d7","source":"stackoverflow","source_id":"so:80006825","content_type":"comment","title":null,"body_preview":"Check for duplicate instances: npm ls styled-components  . If you see it listed more than once (e.g. once at the root, once nested under `component-library`), that's your problem.\n\nThere are some ways","author":"Andrii Leniuk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006825"},{"id":"16f8639f-aea1-4db0-8d75-15881b51b8bd","source":"stackoverflow","source_id":"so:65969849","content_type":"comment","title":null,"body_preview":"React is not considered to be MVC\n\nReact isn't considered MVC because it doesn't map very well with how MVC has been conceived and used on the back-end.\n\nReact is a rendering library and ideally just ","author":"Magne","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65969849"},{"id":"928808ef-a2ec-418f-9767-7486fd46baf9","source":"stackoverflow","source_id":"so:80007206","content_type":"comment","title":null,"body_preview":"You can also add onKeyDown event on your inputs to trigger submit function on click enter while focusing on inputs:\n\nconst handleKeyDown = (e) => {\n  if (e.key === \"Enter\") {\n    handleSubmit(e);\n  }\n","author":"Rahul Verma","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.7356188262638,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007206"},{"id":"e84b22ca-1ef9-4f96-a16b-fbd0ec37086e","source":"stackoverflow","source_id":"so:80007212","content_type":"comment","title":null,"body_preview":"Next.js seems to be preferred choice if the concern is react based SEO since it provide all the metadata/ necessary info to search engine crawl bots while making the request (server side) (not on clie","author":"Rahul Verma","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0.7356188262638,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007212"},{"id":"868eeb57-c8ef-43d5-aeca-b4ac1850e540","source":"stackoverflow","source_id":"so:80007214","content_type":"comment","title":null,"body_preview":"You can’t safely read localStorage during the server render because it only exists in the browser. If the server HTML and the initial client render are different, React can cause a hydration mismatch.","author":"Rehan Khan","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007214"},{"id":"a533c192-b4d7-4e4a-990c-8e86b6af4666","source":"stackoverflow","source_id":"so:80006805","content_type":"comment","title":null,"body_preview":"Using a delay you set in state works but is a workaround. Depending on your use case, this suffices, but can also get really hairy.\n\nThe solution is to have a parent \"motion\" element orchestrate the a","author":"Jorge","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006805"},{"id":"4f4524a8-5016-41c1-abcb-0bd62cc1f338","source":"stackoverflow","source_id":"so:80007245","content_type":"comment","title":null,"body_preview":"localStorage does not exist on your server-side, hence the issue. Now, the theme is being chosen on the client-side, so your server should read data from the session and use a default if the theme was","author":"Lajos Arpad","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","list_heavy_advice","missing_platform_voice"],"bot_score":0.18721005263532675,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007245"},{"id":"0ee7b714-954c-40c6-8001-dcd6036b7d59","source":"stackoverflow","source_id":"so:80007256","content_type":"comment","title":null,"body_preview":"Chrome DevTools can now throttle a single request. In the Network panel, right-click the request and select Throttle request. The Request conditions drawer opens with a pattern for that URL; pick a pr","author":"Waldek Mastykarz","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007256"},{"id":"a09db3db-c329-426c-ab2d-576493e2ad17","source":"stackoverflow","source_id":"so:80007276","content_type":"comment","title":null,"body_preview":"The issue can be resolved by manually triggering Formik validation when the ReactQuill value changes and marking the field as touched when it loses focus.\n\nYou can use setFieldValue, validateField, an","author":"Mayur Singh","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007276"},{"id":"348e34d4-dae5-4762-817e-6d170edd2a53","source":"stackoverflow","source_id":"so:80007768","content_type":"comment","title":null,"body_preview":"the mostrosity I got that doesn't show any errors (but not 100% is correct or just fooling the typechecker)\n\ntype MyTooltipPayload = Omit<TooltipContentProps<ValueType, NameType>['payload'][0], 'paylo","author":"gcb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007768"},{"id":"952311ba-aff4-4e7c-a3ed-455549fc0f49","source":"stackoverflow","source_id":"so:34780369","content_type":"comment","title":null,"body_preview":"If you have the random image somewhere (say, you're trying to match a certain image to a list of images you have), you could try taking the difference of your random image and your list of known image","author":"Rachel L","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34780369"},{"id":"d7701122-8852-4bd3-ba02-02d3e9a9eee1","source":"stackoverflow","source_id":"so:34786592","content_type":"comment","title":null,"body_preview":"I've looked into feature matching with opencv using the following tutorial, and it works correctly\n\nSo you could establish a valid match between an image of unknown rotation and an image in your datab","author":"PhilLab","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34786592"},{"id":"2623888c-3680-468e-b7e4-1147ec0f5088","source":"stackoverflow","source_id":"so:80006354","content_type":"comment","title":null,"body_preview":"You can try the rembg Python library instead of using OpenCV alone. It uses AI models and usually gives better results with complex backgrounds.\n\nInstall it with:\n\npip install rembg\n\nThen:\n\nfrom rembg","author":"t b","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006354"},{"id":"3fec6ae1-7110-4448-ba51-87c7e4eed2fc","source":"stackoverflow","source_id":"so:80007091","content_type":"comment","title":null,"body_preview":"Your bottleneck is almost certainly the embedding step, not the indexing. OpenSearch can bulk-index 10K documents in seconds. 30 minutes usually means the ingest pipeline is running the model on CPU M","author":"Ramya","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007091"},{"id":"b4c3bbd3-c975-4cff-8147-f847b01164ca","source":"stackoverflow","source_id":"so:3955634","content_type":"comment","title":null,"body_preview":"Simply put, most operating systems doesn't treat regular files as something that can block - so they don't allow you explicitly set them to a non-blocking state.","author":"nos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/3955634"},{"id":"94018932-533b-4b2b-8489-d249aad496e8","source":"stackoverflow","source_id":"so:5417429","content_type":"comment","title":null,"body_preview":"just use jdo as normal and get hold of the bigtable connection \n\ntx.begin();\n...\n\n// Get hold of native connection\nJDOConnection jdoConn = pm.getDataStoreConnection();\n... cast \"jdoConn.getNativeConne","author":"DataNucleus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/5417429"},{"id":"fe759d02-93d3-4d6a-aa4e-08c1747da1d8","source":"stackoverflow","source_id":"so:12636030","content_type":"comment","title":null,"body_preview":"setEntityManager \n\ninstead of  \n\nsetEngityManager  \n\nyou have typo.  \n\nCreate persistence unit, like here\n\njava.net  \n\nand inject EntityManager by persistence unit's name  \n\n@PersistenceContext(unitNa","author":"Ilya","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/12636030"},{"id":"3a247961-5175-4424-b838-ce9931facebb","source":"stackoverflow","source_id":"so:12638240","content_type":"comment","title":null,"body_preview":"Incase of Java EE 5, @PersistenceContext(unitName=\"your_unit_name\") can be used only container managed objects like EJB or Servlet.\n\nIncase you want to create EntityManager object in a non-container m","author":"Arun Chandrasekaran","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/12638240"},{"id":"822a03ba-fe4b-4348-8219-10e5f9966773","source":"stackoverflow","source_id":"so:15819689","content_type":"comment","title":null,"body_preview":"You can call the URL object's openConnection method to get a URLConnection object. You can use this URLConnection object to setup parameters and general request properties that you may need before con","author":"ridoy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","external_links","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15819689"},{"id":"4fa7a27f-3e55-457d-a7e9-9af47a8a8394","source":"stackoverflow","source_id":"so:20142626","content_type":"comment","title":null,"body_preview":"Try with the fully qualified name for the resource:\n\nprivate static final String FILENAME = \"resources/skyscrapper\";","author":"Bludzee","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20142626"},{"id":"e3d50a7a-ed2a-46ca-ae51-deddfa45a3b8","source":"stackoverflow","source_id":"so:20980252","content_type":"comment","title":null,"body_preview":"This should work\n\npublic void sendString(String stringToSend) {\n\ntry {\n    HttpParams httpParams=new BasicHttpParams();\n    DefaultHttpClient httpclient = new DefaultHttpClient(httpParams);\n    httpcl","author":"user3143899","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20980252"},{"id":"9174baa7-3348-43a6-b40a-5e3a556314af","source":"stackoverflow","source_id":"so:21027420","content_type":"comment","title":null,"body_preview":"There are various charting libraries available, but most of them lack support for Gauge chart\n\nFew which have Gauge Support are\n\nAndroid GaugeView library\n\nJFree Chart\n\nIf there are issues, Do Leave a","author":"Akhil Jain","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21027420"},{"id":"63600146-d710-4330-93a0-1e3697a62e7d","source":"stackoverflow","source_id":"so:21052028","content_type":"comment","title":null,"body_preview":"If you are looking for HTML5/jquery gauge you can try jqChart's radial gauge - http://www.jqchart.com/jquery/gauges\n\nIt has great functionality and lots of examples.\n\nDisclaimer: I work for jqChart.\n\n","author":"Maxim Milev","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","commercial_disclosure"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21052028"},{"id":"c08f2ef3-6725-4e23-951d-e1b3f2375615","source":"stackoverflow","source_id":"so:23747959","content_type":"comment","title":null,"body_preview":"No suitable driver found for jdbc:oracle:thin:@//192.168.200.10:1522/ORCL\n\nIs the Oracle JDBC driver packaged with your application? This seems to mean it's not. Did you add it to the pom.xml?","author":"David Dossot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/23747959"},{"id":"b6ac9a70-0677-403f-a97c-202537918873","source":"stackoverflow","source_id":"so:25387402","content_type":"comment","title":null,"body_preview":"Are you using AnyPointStudio/MuleStudio to run in mule server 3.5 ? Chances are that the driver jar is not present in the app server library as it fails to pick up the driver jar from application clas","author":"ritam das","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25387402"},{"id":"86e42090-7d36-403e-9345-fe15a8515f02","source":"stackoverflow","source_id":"so:26712825","content_type":"comment","title":null,"body_preview":"Use the Resource like\n\nResourceBundle rb = ResourceBundle.getBundle(\"com//sudeep//internationalization//MyApp\",locale);\nor\nResourceBundle rb = ResourceBundle.getBundle(\"com.sudeep.internationalization","author":"Sudeep Krishnan M","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/26712825"},{"id":"60e79a68-d800-4d26-92cb-18b047e54d2d","source":"stackoverflow","source_id":"so:30406919","content_type":"comment","title":null,"body_preview":"Is your database configured with case sensitive columns? That could be one reason why Oracle is throwing an \"invalid identifier\" error\nCheck your table creating script.","author":"codedabbler","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30406919"},{"id":"6dc2e759-5522-4293-b9d1-32aef1f6465b","source":"stackoverflow","source_id":"so:30690442","content_type":"comment","title":null,"body_preview":"Short answer, don't.  Instead, you wan to use Class#getResource or Class#getResourceAsStream depending on what it is you are trying to achieve.\n\nSo instead of \n\nConfigurationManager cm = new Configura","author":"MadProgrammer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30690442"},{"id":"3cd24cc6-80f2-4ce3-81c2-51a2682d4325","source":"stackoverflow","source_id":"so:30690443","content_type":"comment","title":null,"body_preview":"Files that you want to access at runtime should be accessed using the getResourcesAsStream method. For example:\n\nthis.getClass().getClassLoader().getResourceAsStream(\"clases/SpeechToText.config.xml\");","author":"Ori Lentz","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30690443"},{"id":"03bda47b-fcc0-4c9d-9067-a5c774adb9ad","source":"stackoverflow","source_id":"so:30733130","content_type":"comment","title":null,"body_preview":"When I started to run TestNG xml from console,I got lots of errors.I am not sure which error you are getting exactly,you try following one:\n\njava -cp \"C:\\TestNG\\testng.jar;C:\\TestNG\\jcommander.jar;H:\\","author":"Aru","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30733130"},{"id":"60625a91-a674-4062-9551-b8649197c0d5","source":"stackoverflow","source_id":"so:31990430","content_type":"comment","title":null,"body_preview":"I'm using jdk1.8.0_40-b26 under Linux, if I run your code I obtain:\n\n<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n\nBut if I add xalan-2.7.2 in my maven dependencies, I obtain:\n\n<?xml version=\"1.1\" encoding=","author":"Ortomala Lokni","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","technical_explanation","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31990430"},{"id":"74f29479-83c1-4456-8352-2077adec2d99","source":"stackoverflow","source_id":"so:32898467","content_type":"comment","title":null,"body_preview":"Certainly it's because you are using a FreeMarker version before 2.3.23. Before 2.3.23, you couldn't omit the as from the #list tag. (You also have some messy parts later like <#itemMap?keys as key> o","author":"ddekany","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_advice"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32898467"},{"id":"06fbf6ff-aa57-4bd2-90ba-fd1ef3a4edf9","source":"stackoverflow","source_id":"so:33994479","content_type":"comment","title":null,"body_preview":"The  hive.server2.idle.session.timeout causes a session to be terminated when it is not accessed for the specified duration. However, hive.server2.idle.session.timeout needs to be specified with hive.","author":"sandy","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/33994479"},{"id":"32921e78-deea-49a4-863e-9a5726fce5f3","source":"stackoverflow","source_id":"so:36965398","content_type":"comment","title":null,"body_preview":"I think this is as close as you can get to storing the result of foo() inside your if condition:\n\nint result;\nif((result = foo()) % 2 == 0){\n    System.out.println(result + \" is even.\");\n}else{\n    Sy","author":"Keiwan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36965398"},{"id":"d6295d87-7a7b-496a-8325-3aa99cdbcea1","source":"stackoverflow","source_id":"so:38766624","content_type":"comment","title":null,"body_preview":"At the end of the day I gave up on using strictly configuration properties and followed the steps listed here: http://ebcidicrants.blogspot.bg/2015/07/using-oracle-ucp-as-default-datasource.html. Thes","author":"asenovm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38766624"},{"id":"9d097ed6-b856-4650-b214-77f86e9a2927","source":"stackoverflow","source_id":"so:39074049","content_type":"comment","title":null,"body_preview":"I'd like to share my experience of using Ant in building projects, *.properties files should be copied explicitly. This is because Ant will not compile *.properties files into the build working direct","author":"peihan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","human_indicator_absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39074049"},{"id":"cdb8c968-d226-4899-8b1b-820cd4d6fc2e","source":"stackoverflow","source_id":"so:40694770","content_type":"comment","title":null,"body_preview":"With Eclipse and Windows:\n\nyou have to copy 2 files\n- xxxPROJECTxxx.properties\n- log4j.properties\nhere :  C:\\Eclipse\\CONTENER\\TOMCAT\\apache-tomcat-7\\lib","author":"TontonZition","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40694770"},{"id":"56e21c67-b74d-4d3e-af78-63bc4ec6e5e9","source":"stackoverflow","source_id":"so:34820985","content_type":"comment","title":null,"body_preview":"You are looking at the problem the wrong way. These properties are not set in the URL, as described in the Hive AdminManual...\n\nIn the Hadoop ecosystem, server defaults are set in XML config files -- ","author":"Samson Scharfrichter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","caveat_natural","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34820985"},{"id":"83e7f0e1-9122-4c8d-9b6e-e9554f3a7f0c","source":"stackoverflow","source_id":"so:44085988","content_type":"comment","title":null,"body_preview":"I think your problem is in this line of code \n\nWebElement element=wait.until(ExpectedConditions.visibilityOfElementLocated(By.id(\"dnn_dnnUser_enhancedRegisterLink\")));\n\nAs Wait.until is used to tell y","author":"mohamed faisal","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44085988"},{"id":"3f8dfebd-9a4c-4d32-b21d-a45721900167","source":"stackoverflow","source_id":"so:36648793","content_type":"comment","title":null,"body_preview":"You should set property file name without .properties extension,\nit works correctly for me:)","author":"Alireza Alallah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36648793"},{"id":"6acd77df-4cae-477c-b09f-2a9d4a18c06f","source":"stackoverflow","source_id":"so:47286113","content_type":"comment","title":null,"body_preview":"Using the following code i am able to open the url in webview: Put the\nblow code snippet to your onCreate() method\n\nwv1.setWebViewClient(new MyBrowser());\nwv1.getSettings().setLoadsImagesAutomatically","author":"Android developer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47286113"},{"id":"168d5079-6c53-42ad-a36d-1cd56b3401af","source":"stackoverflow","source_id":"so:44079017","content_type":"comment","title":null,"body_preview":"Selenium 3.1.0 onwards needs guava 21 for the wait.until method.\nTry adding this to your pom, preferable near the top in case another dependency is importing and older version of guava:\n\n<dependency>\n","author":"sideshowmanny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44079017"},{"id":"b453333b-1a91-4ac8-8371-dbc540481a8c","source":"stackoverflow","source_id":"so:50711813","content_type":"comment","title":null,"body_preview":"I have just realized that my error was caused in the naming convention of my property file. When i used xxxx.xxxx.properties i got the error: \n\njava.util.MissingResourceException: Can't find bundle fo","author":"Etch","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50711813"},{"id":"875a872f-874e-451d-b9b0-f97f7a4195ef","source":"stackoverflow","source_id":"so:51818930","content_type":"comment","title":null,"body_preview":"It worked with latest jars:\n\nAppium 1.8.1\nJava-client 5.0.4\nSelenium-java 3.7.1","author":"Yogesh Rathi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51818930"},{"id":"fe00161d-39f4-479d-a73e-b5b4ed07d4d6","source":"stackoverflow","source_id":"so:52676446","content_type":"comment","title":null,"body_preview":"just right click on the project file in eclipse and in build path select \"Use as source folder\"...It worked for me","author":"karuthiruman karthikeyan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52676446"},{"id":"849359fb-97fe-42b9-af91-810369e9feec","source":"stackoverflow","source_id":"so:53545687","content_type":"comment","title":null,"body_preview":"An example of PATCH method with apache http client:\n\n    try {\n\n        //This is just to avoid ssl hostname verification and to trust all, you can use simple Http client also\n        CloseableHttpCli","author":"Dezso Gabos","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53545687"},{"id":"6af7b288-c842-433a-b8d5-0ee4d1c4f443","source":"stackoverflow","source_id":"so:53571038","content_type":"comment","title":null,"body_preview":"You should override url loading for that particular url in your WebViewClient.\n\n    @Override\n    public boolean shouldOverrideUrlLoading(WebView view, String url) {\n\n        boolean overrideUrlLoadin","author":"pvrforpranavvr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53571038"},{"id":"b4119d40-f110-4d28-b1a3-f1a953d5d062","source":"stackoverflow","source_id":"so:54449789","content_type":"comment","title":null,"body_preview":"Did you read the CORS Support section in Spring Documentation? \n\nYou can also try to use Spring Higher-Order Components and @EnableCORS or if you don't want to use additional dependency use @Bean from","author":"Jakub","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54449789"},{"id":"76a4729a-c578-4841-a0bf-cff7987b9b3e","source":"stackoverflow","source_id":"so:55292152","content_type":"comment","title":null,"body_preview":"You need to configure a web cross-domain configuration as follows:\n\npackage com.liukai.routermanagement.config;\n\nimport com.liukai.routermanagement.interceptor.LoginHandlerInterceptor;\nimport org.spri","author":"liu","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55292152"},{"id":"52d7c0b0-3559-41b5-915b-5437cacfd7ff","source":"stackoverflow","source_id":"so:55372955","content_type":"comment","title":null,"body_preview":"You're initial context factory may be wrong, you don't show the value for that, but the name of that constant implies is still the only jnp protocol","author":"Will Tatam","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","potential_template_phrase"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55372955"},{"id":"f6236971-2de6-4f2c-820a-5c68f5819cc1","source":"stackoverflow","source_id":"so:55484053","content_type":"comment","title":null,"body_preview":"When you are using org.jboss.ejb.client.naming, the connection is usually defined in a file named jboss-ejb-client.properties. You provided it in the map for jndi.properties. The jboss-ejb-client.prop","author":"Erhard Siegl","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55484053"},{"id":"9164e750-2c19-44f7-af38-87ad22dbdc69","source":"stackoverflow","source_id":"so:55922448","content_type":"comment","title":null,"body_preview":"Try additional settings as follows,\n\nhttpHeaders.setAccept(Collections.singletonList(MediaType.APPLICATION_JSON));\nhttpHeaders.setContentType(MediaType.APPLICATION_JSON);\n\nAlso fix your exchange call,","author":"ScanQR","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55922448"},{"id":"99dc1d3a-7339-4c4a-9737-6bdd85a7ade2","source":"stackoverflow","source_id":"so:56969522","content_type":"comment","title":null,"body_preview":"Probably the problem is not the InitialContext Configuration, it seems correct.\n\nTry the lookup with this format:\n\nctx.lookup(\"ejb:EJBWildFly-1.0-SNAPSHOT/TextProcessorBean!com.gct.interfaces.TextProc","author":"FranAB","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56969522"},{"id":"030653bc-d71e-4241-952a-ffb89c04ad1f","source":"stackoverflow","source_id":"so:57371900","content_type":"comment","title":null,"body_preview":"I think it will be resolved by placing the start of the transaction at the top of the method.","author":"WonChul Heo","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57371900"},{"id":"ed4bddbc-c48e-420b-be53-14f2fb317402","source":"stackoverflow","source_id":"so:28658224","content_type":"comment","title":null,"body_preview":"Have you enabled annotation-config and component-scan in your xml or java configuration? Is the class that you want to inject annotated with @Service or @Resource? \n\nAre you building a Web Service wit","author":"mika","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/28658224"},{"id":"8dcd58f1-2f31-4af6-951a-511ea09567b5","source":"stackoverflow","source_id":"so:58498421","content_type":"comment","title":null,"body_preview":"From first look at your code, I can observe following problems:\n\n@ResponseBody is added but no response is returned i.e. method type is void.\n\nproduces = \"application/json\" doesn't make sense for a vo","author":"Vinay Prajapati","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58498421"},{"id":"6ed35aa7-eee3-41a4-afe2-b1cfae3e422b","source":"stackoverflow","source_id":"so:58505710","content_type":"comment","title":null,"body_preview":"Solution: EventSource in angular takes Content-Type : text/event-stream by default. So I created new method and added @RequestHeader(value = \"Content-Type\", defaultValue = \"text/event-stream\") as para","author":"Bhushan Mahajan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58505710"},{"id":"a12e6652-b9bd-41db-8757-f762a2cebb75","source":"stackoverflow","source_id":"so:58610803","content_type":"comment","title":null,"body_preview":"Remove all those weird plus signs (+) you have after many of your dependency declerations. So, for instance, instead of:\n\nimplementation 'com.android.support:appcompat-v7:28.0.0'+\n\nWrite:\n\nimplementat","author":"Bj&#248;rn Vester","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58610803"},{"id":"ccd24f97-0f7a-477f-967b-3223a4b429e6","source":"stackoverflow","source_id":"so:61097321","content_type":"comment","title":null,"body_preview":"The simplest code would be like, keep your properties files into resources folder, either in src/main/resource or in src/test/resource. Then use below code to read properties files:\n\npublic class Util","author":"Sudheer Singh","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61097321"},{"id":"e8c71d32-c391-4621-bed6-c6582acdea58","source":"stackoverflow","source_id":"so:62486053","content_type":"comment","title":null,"body_preview":"Add following property to pom.xml\n\n <properties>\n     <start-class>fyp.fms.FleetManagementSystemApplication</start-class>\n </properties>\n\nAdd this build plugin if you don't have it in your pom\n\n   <bu","author":"TechGeek","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62486053"},{"id":"59795b6a-cf03-4712-a922-29b94d7b3082","source":"stackoverflow","source_id":"so:62564599","content_type":"comment","title":null,"body_preview":"It actually took a while to understand this weakness and I have read a big part of https://cwe.mitre.org/data/definitions/732.html while doing it. So, the issue is, that when you create files using Ja","author":"Marek Puchalski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","technical_explanation","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62564599"},{"id":"efe83b6a-161f-474b-94cb-6ce7d96e7350","source":"stackoverflow","source_id":"so:63639754","content_type":"comment","title":null,"body_preview":"Why is site_an in lowercase in the select such as booking0_.site_an as site_an10_0_0_ while all other column names are in uppercase. I think it may be an uppercase \"i\" issue.\n\nselect\nbooking0_.id as i","author":"Onur Başt&#252;rk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_question"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63639754"},{"id":"38add903-3188-4af6-9ac4-a3e01d0a0057","source":"stackoverflow","source_id":"so:65280794","content_type":"comment","title":null,"body_preview":"Lettuce leverages a custom syntax for Redis URIs. This is the schema:\n\nredis :// [password@] host [: port] [/ database]\n  [? [timeout=timeout[d|h|m|s|ms|us|ns]]\n  [&_database=database_]]\n\nThere are fo","author":"mertaksu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65280794"},{"id":"08fa25dd-efcf-428b-b27a-12b8f696f000","source":"stackoverflow","source_id":"so:67443374","content_type":"comment","title":null,"body_preview":"You should check the configuration like url username or password , Usually caused by this","author":"yw w","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67443374"},{"id":"e9757032-684a-41cd-bead-95a29e52a3a1","source":"stackoverflow","source_id":"so:67577884","content_type":"comment","title":null,"body_preview":"Incase you are using ES version 7.x.x then you can add terminate_after clause to your query to limit the number of buckets into which the data would be divided into. This happens mostly when the data ","author":"Abhiram","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67577884"},{"id":"c2591fb1-d242-46c0-8d7f-ea4442c665f5","source":"stackoverflow","source_id":"so:69224331","content_type":"comment","title":null,"body_preview":"The above answers are useful. The very short version is that likely your EntityManager is null. The call itself shouldn't throw a null pointer exception.","author":"Adam Wise","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69224331"},{"id":"c1a86425-d434-43ac-98d5-944251b6768d","source":"stackoverflow","source_id":"so:69335922","content_type":"comment","title":null,"body_preview":"You can try anyone with resources-\n\nprivate static final String FILENAME = \"resources.skyscrapper\";\nprivate static final String FILENAME = \"resources/skyscrapper\";\nprivate static final String FILENAME","author":"iamfnizami","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69335922"},{"id":"d5c871cb-e0b9-42ae-a2b8-eadb924b7126","source":"stackoverflow","source_id":"so:69372437","content_type":"comment","title":null,"body_preview":"You can upgrade Lettuce version and try:\n\nRedisURI redisUri = RedisURI.Builder.sentinel(\"sentinelhost1\", \"mymaster\").withPassword(\"abc\").build();","author":"yangbodong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69372437"},{"id":"9fa388e2-e396-4927-a35d-9362cb32418b","source":"stackoverflow","source_id":"so:70347562","content_type":"comment","title":null,"body_preview":"Please add a phase element in your execution configuration like this :\n\n<plugin>\n    <groupId>org.codehaus.mojo</groupId>\n    <artifactId>jaxb2-maven-plugin</artifactId>\n    <version>1.6</version>\n   ","author":"Mohamed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_personality"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70347562"},{"id":"57101e80-7d57-4dbb-b493-16c141abd646","source":"stackoverflow","source_id":"so:70533321","content_type":"comment","title":null,"body_preview":"Automatic conversion of Objects are neglected if you don't have getter method for the return type object. If you don't have getter method for GenericApiResponse object add one.","author":"Gani","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70533321"},{"id":"edef627a-1d30-4088-90f3-fa9858c2f703","source":"stackoverflow","source_id":"so:71472963","content_type":"comment","title":null,"body_preview":"Have a look at argument constraints in your case the code argument constraint combined with type constraint is what you want.\n\nI've created a MCVE based on the limited code that you provided.\n\ninterfa","author":"Leonard Br&#252;nings","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71472963"},{"id":"2a837a68-4b41-4281-9773-ec4c4cb18efa","source":"stackoverflow","source_id":"so:71830986","content_type":"comment","title":null,"body_preview":"You can either use a code generator like MapStruct which I really don't preconise as you'll have to learn how to annotate your DTOs in order to map them and that it's quite deprecated. (For example it","author":"Gweltaz Niquel","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71830986"},{"id":"b42aaaab-56cd-457c-8b60-4c6a34678045","source":"stackoverflow","source_id":"so:71657708","content_type":"comment","title":null,"body_preview":"Anonymous Classes, The JavaTM Tutorials:\n\nAn anonymous class cannot access local variables ... that are not declared as final or effectively final.\n\nThe variable i is not changed, so it is effectively","author":"Oskar Grosser","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71657708"},{"id":"51e69e14-9a1e-4ebe-aa98-390ed98a2368","source":"stackoverflow","source_id":"so:72699445","content_type":"comment","title":null,"body_preview":"Check project build path. May be only the *.java files are included. This problem occured in my Maven project. I needed to alter my pom.xml file.\n\n<build>\n        <resources>\n            <resource>\n  ","author":"Pekmezli D&#252;r&#252;m","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72699445"},{"id":"d0284a19-5aa1-4a6f-8b8e-d4066502ce3f","source":"stackoverflow","source_id":"so:73315534","content_type":"comment","title":null,"body_preview":"if you are using maven try this:\n\npublic static Connection getConnection(){\n    //*******************************************************************\n    try(InputStream input = new FileInputStream(\"p","author":"DocJ457","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73315534"},{"id":"6db8f032-f4e7-405a-869e-6e692a02d2a4","source":"stackoverflow","source_id":"so:73585226","content_type":"comment","title":null,"body_preview":"You should use constructors to create objects only! Do not use getters/setters when instantiating the object because this is an anti-pattern. It's hard to maintain what setter you have used already an","author":"Artem S","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73585226"},{"id":"98ba62e5-f4c5-46c9-8e41-ad292fc0bbf6","source":"stackoverflow","source_id":"so:73805579","content_type":"comment","title":null,"body_preview":"Here is a working example (without the need for ConfigurationProperties)...\n\nBelow is an example snippet of configuration properties in application.properties file:\n\n    spring.datasource.url=jdbc:ora","author":"Paul Parkinson","classification":"ai_generated","confidence":0.92,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73805579"},{"id":"9319dd38-7285-4ae3-9993-04e3a3804dfc","source":"stackoverflow","source_id":"so:74326352","content_type":"comment","title":null,"body_preview":"For me, problem because version of spring and redis (2.1.4), after upgrade newer version, it work normal Please use with:\n\n   <parent>\n        <groupId>org.springframework.boot</groupId>\n        <arti","author":"vuhoanghiep1993","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74326352"},{"id":"a9aaf187-25da-42a5-8a04-e92a7f8b8db4","source":"stackoverflow","source_id":"so:76895656","content_type":"comment","title":null,"body_preview":"I had the same problem, but when I moved two (name. properties or name.config) files to \"NetBeansProjects\\projectName\\target\\classes\", I mean locate your properties file or config file in target\\class","author":"user12579252","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76895656"},{"id":"dd355712-0722-497d-9c4d-cbe93a7089ab","source":"stackoverflow","source_id":"so:77538009","content_type":"comment","title":null,"body_preview":"In my particular case of injected AppContext and in a @PostConstruct context I had to add @LocalBean for the init() method to work and find the bundle\n\n@Singleton(name = \"AppContext\")\n@Startup\n@LocalB","author":"Pipo","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77538009"},{"id":"25939d76-70df-4e48-9101-fb0368305b67","source":"stackoverflow","source_id":"so:77877442","content_type":"comment","title":null,"body_preview":"I find solution form this link: https://gist.github.com/neilcarlocatalan/0e72c8b2bfe6ac54412d2cde533526a1#file-spring-context-xml\n\nhere is my dataSource programming implement\n\n@Bean(name = \"dataSource","author":"hhyygg2009","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77877442"},{"id":"e96cfb3b-5615-474e-8ace-8487119d225d","source":"stackoverflow","source_id":"so:79634004","content_type":"comment","title":null,"body_preview":"According to an Oracle JDBC developer, the problem stems from parsing the Spring JDBC INSERT statement.\n\nhttps://github.com/spring-projects/spring-framework/blob/612dc573d12d04d8d88ea101f90bc1df9f3e34","author":"Kuassi Mensah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79634004"},{"id":"08c2676e-bb38-4b41-8d04-5e30aa9aac41","source":"stackoverflow","source_id":"so:79898927","content_type":"comment","title":null,"body_preview":"I would suggest reading through the material at dev.java - and perhaps message them for details on which version control they use (it's probably Git, but you know what they say about assumptions), bui","author":"Elliott Frisch","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79898927"},{"id":"91ffe7e6-dcc4-4b09-9ed7-740786e8f5d5","source":"stackoverflow","source_id":"so:79899245","content_type":"comment","title":null,"body_preview":"For learning Java in general — assuming you are not familiar with the language — I suggest Oracle's Java tutorials.","author":"Abra","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.4606963914269977,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79899245"},{"id":"7b691746-b41d-4f09-b4e3-54793d492fe3","source":"stackoverflow","source_id":"so:79900189","content_type":"comment","title":null,"body_preview":"If you're familiar with databases already, then after some basics (OOP and such), I suggest you take a look at some overviews in 'Java Persistence API (JPA)' as well. Gives you some kind of idea how t","author":"Jokkeri","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79900189"},{"id":"100b5c5c-93be-4cc7-bafd-39920ac71df0","source":"stackoverflow","source_id":"so:79900210","content_type":"comment","title":null,"body_preview":"First of all: use IntelliJ community edition. Don't use Visual Studio Code. I don't know why people default to that nowadays, it's not built for Java programming. You'll slow yourself down trying.\n\nYo","author":"Gimby","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","synthetic_empathy","list_heavy_advice"],"bot_score":0.380952380952381,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79900210"},{"id":"304871e1-1714-4757-aa76-d8badc832e7c","source":"stackoverflow","source_id":"so:79905639","content_type":"comment","title":null,"body_preview":"Recommendations are off topic here. McCabe's CCI isn't a bad way to find code in a large codebase that is so convoluted and opaque that it must be hiding bugs. But deciding on which bugs to fix for ma","author":"Martin Brown","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_or_stance","technical_nuance"],"bot_score":0.05794843746136666,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79905639"},{"id":"576f2bb3-e663-40a5-b195-4e3018bdae1a","source":"stackoverflow","source_id":"so:79905993","content_type":"comment","title":null,"body_preview":"Tools can't do that, because tools can't measure if you are feeling pain and are thinking about updating your resume to go apply for another job.\n\nTechnical debt is a label, not a programming paradigm","author":"Gimby","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0.380952380952381,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79905993"},{"id":"0b55ba08-136f-4373-93ba-99cc2fd675e5","source":"stackoverflow","source_id":"so:79911490","content_type":"comment","title":null,"body_preview":"You can do obj instanceof Gen2<Integer> when it is known at compile-time that the type argument is correct (which it is in your example, as obj has type Gen2<Integer>). This is a newer feature.\n\nHowev","author":"Holger","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79911490"},{"id":"5f46ae4a-7d22-4c99-a7c3-b6e22af40a02","source":"stackoverflow","source_id":"so:80007264","content_type":"comment","title":null,"body_preview":"Why do we need to create an automatic Arena in order to allocate native memory?\n\nYou don't need to create an automatic Arena: there are other types of Arena: global, confined, and shared.\n\nWhereas if ","author":"Dai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007264"},{"id":"adb83ef1-ee45-4301-97f1-a6fc11d22141","source":"stackoverflow","source_id":"so:10791637","content_type":"comment","title":null,"body_preview":"The Wikipedia page you linked now redirects to \"OpenAM\" and says:\n\nOpenAM (Open Access Management) originated as OpenSSO, (Open Single Sign-On) an access management system created by Sun Microsystems ","author":"TofuBeer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10791637"},{"id":"5a7f2ea1-9f48-4e9e-aef3-712d9bc9e4d7","source":"stackoverflow","source_id":"so:20142051","content_type":"comment","title":null,"body_preview":"ResourceBundle doesn't load files.  You need to get the files into a resource first.  How about just loading into a FileInputStream then a PropertyResourceBundle\n\n   FileInputStream fis = new FileInpu","author":"Ross Drew","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20142051"},{"id":"2cac1ba2-e892-4714-b9c9-2f4b8d634390","source":"stackoverflow","source_id":"so:80007450","content_type":"comment","title":null,"body_preview":"Purpose of arenas\n\nFrom the documentation of java.lang.foreign.Arena:\n\nAn arena controls the lifecycle of native memory segments, providing both flexible allocation and timely deallocation.\n\nAn arena ","author":"Slaw","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0.45918367346938777,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007450"},{"id":"b736ed40-4b58-45e1-9476-60b8feebd386","source":"stackoverflow","source_id":"so:80007451","content_type":"comment","title":null,"body_preview":"The error is caused by this part of your pom.xml -\n\n<dependency>\n    <groupId>com.fasterxml.jackson.core</groupId>\n    <artifactId>jackson-core</artifactId>\n    <version>2.22.3</version>\n    <type>pom","author":"Lakshay Sharma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.4719894840239618,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007451"},{"id":"a835a860-6024-476f-aa98-9b3252ec53fd","source":"stackoverflow","source_id":"so:80007028","content_type":"comment","title":null,"body_preview":"What you're trying to do doesn't make sense. I can click “10” pixels from the right edge and want to enlarge the component, so you should display a Cursor. E_RESIZE_CURSOR, not what you're proposing. ","author":"Marce Puente","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","code_explanation_style"],"bot_score":0.12371239964759609,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007028"},{"id":"1ed4f7bf-d6ed-4144-935f-2f0a4eea14d3","source":"stackoverflow","source_id":"so:80007522","content_type":"comment","title":null,"body_preview":"For anyone finding this now we have a dedicated Oracle Spring Boot starter for UCP, oracle-spring-boot-starter-ucp:\n\n<dependency>\n  <groupId>com.oracle.database.spring</groupId>\n  <artifactId>oracle-s","author":"Anders Swanson","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007522"},{"id":"86c5a6d1-5460-4932-b737-20f3f738e9a1","source":"stackoverflow","source_id":"so:79784557","content_type":"comment","title":null,"body_preview":"Apparently, driver tries to fetch metadata when no type is provided.\nIn a similar situation where NamedParamaterJdbcTemplate was used with MapSqlParameterSource as argumentsource to insert into tempor","author":"I.Yuldoshev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79784557"},{"id":"b5787304-363d-46b9-b563-65a326274c89","source":"stackoverflow","source_id":"so:80007325","content_type":"comment","title":null,"body_preview":"It is not doing the same thing. A MultipartFormDataContent defines content for a request with a Content-Type header of multipart/form-data, not application/json. There doesn't seem to be a handy way t","author":"ILMTitan","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007325"},{"id":"af9855b8-0515-48a2-9339-f14285a1950e","source":"stackoverflow","source_id":"so:71975880","content_type":"comment","title":null,"body_preview":"One way to introduce jvm arguments is the nodemanager and the console, but its not the only one. You can add your jvm arguments in the scripts located under $DOMAIN_HOME/bin.\n\nFor example setDomainEnv","author":"Anon ous","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71975880"},{"id":"8f622a64-5b29-452d-a242-33d3d65fd45b","source":"stackoverflow","source_id":"so:71830760","content_type":"comment","title":null,"body_preview":"You can create an of method within your TopicDTO class to construct the object. Providing the userDTO and categoryDTO as arguments will allow them to be set to null or their respective objects if they","author":"lew","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71830760"},{"id":"008f5e16-174e-49e0-8f16-c6c8fffba70f","source":"stackoverflow","source_id":"so:80007575","content_type":"comment","title":null,"body_preview":"At the time of writing this, you can use doc.setXmlVersion(\"1.1\"); to set the Document to XML 1.1.","author":"uckelman","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007575"},{"id":"8badfbfa-08d6-44dc-84f9-aa8d58e83c1d","source":"stackoverflow","source_id":"so:80007735","content_type":"comment","title":null,"body_preview":"I'm assuming you have control over the code of the provider service, so you can change the design.\n\nYou could have the client generate the operation ID and send it with the POST request. If the client","author":"Cadence","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007735"},{"id":"d0ee6b56-339f-4976-8371-7f5d0c8b204a","source":"stackoverflow","source_id":"so:80007736","content_type":"comment","title":null,"body_preview":"REST systems are almost always designed to not be atomic in any useful way. So it is here.\n\nThere are some options:\n\nGenerate the ID as first step\n\nYou don't wait for an opID to come to you; the calle","author":"rzwitserloot","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.23938000013337657,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007736"},{"id":"e6bbc19c-270f-429a-9a92-b1dcf1d2cf54","source":"stackoverflow","source_id":"so:80007759","content_type":"comment","title":null,"body_preview":"Try adding the listener to the MenuBar instead of the scene. MenuBar is a Node component at root\n\nTouchPressed\n\nTouchMoved\n\nTouchReleased\n\nI know it shouldn't make sense but maybe the events are obsor","author":"Sync it","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007759"},{"id":"e6c38136-f179-4d4f-8490-1992ad8a9a29","source":"stackoverflow","source_id":"so:3955899","content_type":"comment","title":null,"body_preview":"UNIX and Linux do not support non-blocking I/O for files, see Non-blocking I/O with regular files. As Java should (at least try to) provide the same behavior on all platforms, the FileChannel does not","author":"Stephen C","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.38258740063911734,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/3955899"},{"id":"2ab003c1-7f5b-448d-aaa6-44e227d6726b","source":"stackoverflow","source_id":"so:80007882","content_type":"comment","title":null,"body_preview":"The web page at whatsapp://send?text=Track%20Shipment%20http%3A%2F%2Fshiprocket.co%2Ftracking%2F34791193113041 could not be loaded because:\n\nnet::ERR_UNKNOWN_URL_SCHEME\n\nMy mobile number is wrong 9060","author":"Chief Madhav Vadhel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007882"},{"id":"d284ba60-a533-4854-bf50-1a23540bc5b2","source":"stackoverflow","source_id":"so:48321985","content_type":"comment","title":null,"body_preview":"Just extending this answer https://stackoverflow.com/a/11664652/4476612\ninstead of any stop word you can just check whether a line is there or not\n\ncontent = []\nwhile True:\n    line = raw_input()\n    ","author":"Rushikesh Gaidhani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48321985"},{"id":"fc91c2b3-ac6e-4ae4-80f9-f4c5a344cde3","source":"stackoverflow","source_id":"so:48436329","content_type":"comment","title":null,"body_preview":"If you have python version of 3.6+ you can use choices    \n\nfrom random import choices\n\nitems = range(1, 10)\nnew_items = choices(items, k = 3)\n\nprint(new_items) \n[6, 3, 1]","author":"Christof Henkel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48436329"},{"id":"8e05d8c2-33e3-4339-9916-b02f3d1e7206","source":"stackoverflow","source_id":"so:50729238","content_type":"comment","title":null,"body_preview":"After running the upgrade command via pip install, you should restart the python kernel and reload the pytrend library.","author":"user3426389","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50729238"},{"id":"ef9580f5-c39a-44b1-908c-c896be71247d","source":"stackoverflow","source_id":"so:50616233","content_type":"comment","title":null,"body_preview":"This one took a while but it turned out the library just needed an update. You can check out a few of the approaches I posted here, both of which resulted in Status 429 Responses:\n\nhttps://github.com/","author":"lopezdp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50616233"},{"id":"dfe8b5df-1a67-42af-bff3-f1b4a961712b","source":"stackoverflow","source_id":"so:51764815","content_type":"comment","title":null,"body_preview":"I think you need to install some sort of 'essentials package' using the code\n\nsudo apt-get install build-essential libssl-dev libffi-dev python-dev\n\nThen you can install :\n\nsudo pip install pysftp\nsud","author":"khelili miliana","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51764815"},{"id":"352f8ada-1ec8-4300-a475-3e001ed0a1d8","source":"stackoverflow","source_id":"so:52533794","content_type":"comment","title":null,"body_preview":"Try this\n\nimport sys\n\nlines = sys.stdin.read().splitlines()\n\nprint(lines)\n\nINPUT:\n\n1\n\n2\n\n3\n\n4\n\nOUTPUT:\n['1', '2', '3', '4']","author":"Arpitt Desai","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52533794"},{"id":"32899a38-14b0-4d1a-98d7-c8baa788b054","source":"stackoverflow","source_id":"so:54331941","content_type":"comment","title":null,"body_preview":"sys.stdin.read() can be used to take multiline input from user. For example\n\n>>> import sys\n>>> data = sys.stdin.read()\n  line one\n  line two\n  line three\n  <<Ctrl+d>>\n>>> for line in data.split(sep='","author":"vishnu vardhan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54331941"},{"id":"a15bf130-8dde-4c7c-8360-4ad0c167e12e","source":"stackoverflow","source_id":"so:54356956","content_type":"comment","title":null,"body_preview":"*I struggled with this question myself for such a long time, because I wanted to find a way to read multiple lines of user input without the user having to terminate it with Control D (or a stop word)","author":"tinkerbits","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54356956"},{"id":"fa6adca2-ee28-481b-90db-5e2c00cee796","source":"stackoverflow","source_id":"so:56890821","content_type":"comment","title":null,"body_preview":"Searching for the tests generator tools in Python myself, I could find only those that generate unittest-style classes:\n\npythoscope\n\nInstallation of the latest version from Github:\n\n$ pip2 install git","author":"hoefling","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56890821"},{"id":"919f489a-426d-4501-aec1-fbba5825c07a","source":"stackoverflow","source_id":"so:59508186","content_type":"comment","title":null,"body_preview":"There's one implementation from the numpy library.\n\nAssuming that N is smaller than the length of the array, you'd have to do the following:\n\n# my_array is the array to be sampled from\nassert N <= len","author":"learner","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59508186"},{"id":"913b13cd-d566-4c7c-8cc0-85ceb2127607","source":"stackoverflow","source_id":"so:60594669","content_type":"comment","title":null,"body_preview":"The easiest way to read multiple lines from a prompt/console when you know exact number of lines you want your python to read, is list comprehension. \n\nlists = [ input() for i in range(2)]\n\nThe code a","author":"KailiC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60594669"},{"id":"c897fd57-8cc3-48be-afca-73e7e12ab60f","source":"stackoverflow","source_id":"so:62190903","content_type":"comment","title":null,"body_preview":"You need to install jupyter notebook seperately in code.\n\ndescription is given: Jupyter notebook","author":"Akshat Zala","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62190903"},{"id":"6ef52fbb-6734-4688-b0ea-c24dadbb7e0d","source":"stackoverflow","source_id":"so:62191003","content_type":"comment","title":null,"body_preview":"So I ended up uninstalling and reinstalling Anaconda and VS Code and it fixed the problem.\n\nEDIT: Akshat Zala helped me find the underlying problem. I was trying to run the Interactive Window in a bra","author":"Parker Shamblin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62191003"},{"id":"5eee176e-ccbc-495e-93db-154016e113d2","source":"stackoverflow","source_id":"so:62323830","content_type":"comment","title":null,"body_preview":"I had the same problem even after updating the module with pip install --upgrade --user git+https://github.com/GeneralMills/pytrends and restart python.\n\nBut, the issue was solved via the below method","author":"Kyzgaldak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_solution"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62323830"},{"id":"6563070e-4e57-4877-9e3d-f090b27237b1","source":"stackoverflow","source_id":"so:62776425","content_type":"comment","title":null,"body_preview":"Python is interpreted language - it doesn't produce executables like C or C++ would do. The source code itself \"is executable\". To execute program A.py you need to run command python A.py.\n\nOn *nix sy","author":"Jorenar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62776425"},{"id":"6ec9590d-813e-4a9e-9140-a4f7e9cf0dcb","source":"stackoverflow","source_id":"so:62829685","content_type":"comment","title":null,"body_preview":"First, it was necesary to collect all the elements and create a matrix (list of lists) using the second option.\n\nn_1= sc.textFile(\"/path/*.txt\")\\\n        .mapPartitions(lambda partition: csv.reader([l","author":"user3764102","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","human_indicator_code_snippet"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62829685"},{"id":"8397ebc8-81ea-48d2-9327-5bf147b58c05","source":"stackoverflow","source_id":"so:63344336","content_type":"comment","title":null,"body_preview":"Its the best way for writing the code in python >3.5 version\n\na= int(input())\nif a:\n    list1.append(a)\nelse:\n    break\n\neven if you want to put a limit for the number of values you can go like\n\nwhile","author":"Дйцрдм Мдтнця","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63344336"},{"id":"cd46b7b0-091f-4efb-ae5f-cd607b5f2150","source":"stackoverflow","source_id":"so:63852262","content_type":"comment","title":null,"body_preview":"The link in the comment on your question above outlines the issue and provides a solution, but for clarity of those landing straight on this page like myself, without having to go off to another threa","author":"Dan Streeter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","original_commentary_around_quote","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63852262"},{"id":"6b83a16f-33d2-4bf6-9c0d-69fc350f2db1","source":"stackoverflow","source_id":"so:64508472","content_type":"comment","title":null,"body_preview":"Since everything is nicely explained, then let's run some examples with event loops compare synchronous code to asynchronous code.\n\nsynchronous code:\n\nimport time\n\ndef count():\n    time.sleep(1)\n    p","author":"Milovan Tomašević","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","suspiciously_balanced","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64508472"},{"id":"11262dbc-dd28-48db-b6cc-1aeb1e2ef7cf","source":"stackoverflow","source_id":"so:65579438","content_type":"comment","title":null,"body_preview":"A more cleaner way (without stop word hack or CTRL+D) is to use Python Prompt Toolkit\n\nWe can then do:\n\nfrom prompt_toolkit import prompt\n\nif __name__ == '__main__':\n    answer = prompt('Paste your hu","author":"Pratyush","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65579438"},{"id":"ed78c586-75bf-492f-a3ae-384dd995d71f","source":"stackoverflow","source_id":"so:66888341","content_type":"comment","title":null,"body_preview":"I don't know why but all of explanations on this topic are too complex or they are using examples with useless asyncio.sleep()...\nSo far the best code sample that I found is this: https://codeflex.co/","author":"JavaGoPro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66888341"},{"id":"aa42900e-fe3e-4b26-a841-3392d908d8f6","source":"stackoverflow","source_id":"so:67746822","content_type":"comment","title":null,"body_preview":"obj_in_string = \"{'a':1, 'b':3}\"\n{{ obj_in_string | tojson }} \n\nRef: https://jinja.palletsprojects.com/en/3.0.x/templates/#jinja-filters.tojson","author":"Suicide Bunny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67746822"},{"id":"b750cde9-fc0b-491a-8642-ef38feae8d60","source":"stackoverflow","source_id":"so:49682832","content_type":"comment","title":null,"body_preview":"Simplest I've found is this answer in SO, improved a bit below:\n\nimport random\n\nmy_list = [1, 2, 3, 4, 5]\nhow_big = 2\n\nnew_list = random.sample(my_list, how_big)\n\n# To preserve the order of the list, ","author":"Solomon Vimal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49682832"},{"id":"58f78365-bb7e-4670-b220-39c43d03da35","source":"stackoverflow","source_id":"so:68442767","content_type":"comment","title":null,"body_preview":"Everyone seems to focused on switching time.sleep to asyncio.sleep, but in the real world, that always isn't possible. Sometimes you need to do a library call which possible does a API call (eg: reque","author":"SynackSA","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary_around_code"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68442767"},{"id":"319a9988-ea8c-4dda-a3cc-b893082e10f0","source":"stackoverflow","source_id":"so:68690657","content_type":"comment","title":null,"body_preview":"The Python Prompt Toolkit is actually a great answer, but the example above doesn't really show it. A better example is get-multiline-input.py from the examples directory:\n\n#!/usr/bin/env python\nfrom ","author":"bob","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68690657"},{"id":"016306e7-ff23-4a3c-9fa7-7a64a3979b7d","source":"stackoverflow","source_id":"so:69473121","content_type":"comment","title":null,"body_preview":"I think you have already found the outline view so I won't go over that.\n\nAnother way -\nYou could go to the debug console and output it to there.\n\nLast way -\nRight-click \"Run Current File in Python In","author":"steezy","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69473121"},{"id":"3815ac3b-f417-445a-af99-e602c5a7f206","source":"stackoverflow","source_id":"so:65299937","content_type":"comment","title":null,"body_preview":"import asyncio\nimport requests\n\nasync def fetch_users():\n    response = requests.get('https://www.testjsonapi.com/users/')\n    users = response.json()\n    return users\n\nasync def print_users():\n    # ","author":"Ruman","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","synthetic_empathy","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65299937"},{"id":"3e109237-2763-4d4f-b54a-82a4664f84f6","source":"stackoverflow","source_id":"so:70149539","content_type":"comment","title":null,"body_preview":"How do you like this? I mimicked telnet.\nThe snippet is highly self-explanatory :)\n\n#!/usr/bin/env python3\n\nmy_msg = input('Message? (End Message with <return>.<return>) \\n>> ')\n\neach_line = ''\nwhile ","author":"yeiichi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70149539"},{"id":"068caad2-0ed6-4f97-ac5d-6bd3d3013634","source":"stackoverflow","source_id":"so:70529543","content_type":"comment","title":null,"body_preview":"from pytrends.request import TrendReq\n\npytrend = TrendReq()\nkw_list = ['pizza']\ndata = pytrend.get_historical_interest(kw_list,\n                                       year_start=2021,\n                ","author":"Russell Juma","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70529543"},{"id":"c2d164e7-a757-4efc-bbff-0d9dbed16dad","source":"stackoverflow","source_id":"so:11664675","content_type":"comment","title":null,"body_preview":"sentinel = '' # ends when this string is seen\nfor line in iter(input, sentinel):\n    pass # do things here\n\nTo get every line as a string you can do:\n\n'\\n'.join(iter(input, sentinel))\n\nPython 2:\n\n'\\n'","author":"jamylak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/11664675"},{"id":"c023a659-162a-42cf-a680-83ee0e12a493","source":"stackoverflow","source_id":"so:70986076","content_type":"comment","title":null,"body_preview":"With Python 3, you can assign each line to data:\n\nwhile data := input():\n    print(\"line\", data)","author":"Giovanni Cornachini","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70986076"},{"id":"5227e800-968a-41a6-a9f7-ee1fa3fd29a3","source":"stackoverflow","source_id":"so:38531949","content_type":"comment","title":null,"body_preview":"This was tested with pip versions 8.1.2, 9.0.1, 10.0.1, and 18.1.\n\nTo get the output without cluttering your current directory on Linux use\n\npip download [package] -d /tmp --no-binary :all: -v\n\n-d tel","author":"Jmills","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38531949"},{"id":"fe0e643a-6b04-493d-a8b1-098d12b29020","source":"stackoverflow","source_id":"so:71283628","content_type":"comment","title":null,"body_preview":"def sentence_maker(phrase):\n    return phrase\n\nresults = []\nwhile True:\n    user_input = input(\"What's on your mind: \")\n    if user_input == '\\end':\n        break\n    else:\n        results.append(sent","author":"Santosh Jha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71283628"},{"id":"427ba1fd-1ac1-41c8-9d22-bdb2a309453d","source":"stackoverflow","source_id":"so:71666401","content_type":"comment","title":null,"body_preview":"Simple..Sweet..Awesome.. ✅\n\n  import asyncio\n  import time\n  import random\n\n  async def eat():\n     wait = random.randint(0,3)\n     await asyncio.sleep(wait)\n     print(\"Done With Eating\")\n\n  async de","author":"Rahul kuchhadia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","code_snippet_context","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71666401"},{"id":"20dc8fe2-87ef-49fd-9b42-a71a95319709","source":"stackoverflow","source_id":"so:71335820","content_type":"comment","title":null,"body_preview":"Just an addendum on how to use johnnydep.\n\nIf you want to have the dependencies in requirements.txt format:\n\njohnnydep pandas --output-format=pinned\n\npandas==1.4.1\nnumpy==1.22.3\npython-dateutil==2.8.2","author":"xjcl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71335820"},{"id":"5d4cf82e-7e2c-46ba-b86d-0483f1dcae0a","source":"stackoverflow","source_id":"so:73059663","content_type":"comment","title":null,"body_preview":"Simple, do\n\nlst = [x for x in input(\"Enter numbers seperated by spaces\").split(\"\\n\")]","author":"Vansh Bhardwaj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73059663"},{"id":"948fb16b-0ffd-42aa-95c8-08b7729733c8","source":"stackoverflow","source_id":"so:73294629","content_type":"comment","title":null,"body_preview":"I don't think OpenCV has something like this built-in, but DIPlib has: dip.AdaptiveGauss(). It blurs the image with a different Gaussian at every pixel. One image indicates the orientation of the Gaus","author":"Cris Luengo","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency","disclaimer"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73294629"},{"id":"50393bf4-a576-47e6-9070-3939f0259ef7","source":"stackoverflow","source_id":"so:72336804","content_type":"comment","title":null,"body_preview":"Even though Some answers on the top were a little abstract\n\nfrom datetime import datetime\nimport asyncio\n\nasync def time_taking(max_val,task_no):\n    print(\"**TASK STARTING TO EXECUTE CONCURRENT TASk ","author":"Atif Shafi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72336804"},{"id":"691bd1df-c265-423d-9584-4f68148c3dbd","source":"stackoverflow","source_id":"so:31718988","content_type":"comment","title":null,"body_preview":"If and only if the package is installed, you can use pip show <package>. Look for the Requires: field at the end of the output.  Clearly, this breaks your requirement but might be useful nonetheless.\n","author":"Sardathrion - against SE abuse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31718988"},{"id":"7bc6d0fc-55fd-4364-aafb-089d22d48ed5","source":"stackoverflow","source_id":"so:74197653","content_type":"comment","title":null,"body_preview":"it's just an antivirus problem that prevents it from installing certain packages like scrapy.\n\nYou can turn off your antivirus or watch this video to open virus and threat protection(in windows)\nhttps","author":"Muhammad Saleh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74197653"},{"id":"e261a43a-6850-4bd9-830c-9a78c47e2647","source":"stackoverflow","source_id":"so:74393794","content_type":"comment","title":null,"body_preview":"line = input(\"Please enter lines: \")             \nlines = \"\"             \nwhile line:         \n    lines += \"\\n\" + line      \n    line = input()  \nprint(lines)","author":"Vishwanatha SM","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74393794"},{"id":"a290fd17-19ca-4fb3-bf1c-60fd2664bcee","source":"stackoverflow","source_id":"so:74420910","content_type":"comment","title":null,"body_preview":"I was getting the same error/warning message, but chromium was running just fine for me. I managed to get rid of this message by adding this option to the command line:\n\n--disable-features=DefaultPass","author":"Thiago Barcala","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74420910"},{"id":"294d234f-66ef-4d21-924d-3b8b61ade072","source":"stackoverflow","source_id":"so:75041852","content_type":"comment","title":null,"body_preview":"A very simple and smooth example here:\n\nimport asyncio\n\nasync def my_task1():\n    print(\"Task 1 started\")\n    await asyncio.sleep(1)  # some light io task\n    print(\"Task 1 completed\")\n    return \"Don","author":"Deepanshu Mehta","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75041852"},{"id":"7dbb4711-6b4c-4b71-8105-66c8914f669a","source":"stackoverflow","source_id":"so:75150297","content_type":"comment","title":null,"body_preview":"For a single year's worth of data:\n\nimport cpi\nimport datetime as dt\nimport pandas as pd\n\ndate_list = []\ncpi_list = []\nfor i in range(12):\n    date_list.append(dt.date(2022, i + 1, 1)) # i + 1 to avoi","author":"Kibeth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","code_example","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75150297"},{"id":"c0a8e757-44d7-4adc-b22d-f92410f4be03","source":"stackoverflow","source_id":"so:50758540","content_type":"comment","title":null,"body_preview":"is it possible to give a simple example showing how async / await\nworks, by using only these two keywords + asyncio.get_event_loop() +\nrun_until_complete + other Python code but no other asyncio funct","author":"Mikhail Gerasimov","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50758540"},{"id":"d5c112ab-e323-4757-bce8-54d6944cb012","source":"stackoverflow","source_id":"so:75633608","content_type":"comment","title":null,"body_preview":"It looks like there aren't any files on PyPI for forexconnect for Python versions above 3.7, except for a single wheel for 3.10 on macOS/ARM64. A look at their website confirms that. Since this appear","author":"MattDMo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75633608"},{"id":"8f8f744f-838c-472d-aa48-aec21a606232","source":"stackoverflow","source_id":"so:75732843","content_type":"comment","title":null,"body_preview":"You can fetch PyPI package metadata in JSON format using a URL like: https://pypi.org/pypi/<package name>/json.\n\nExample: https://pypi.org/pypi/tensorflow/json\n\nFrom a comment on the OP that was the r","author":"alextes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75732843"},{"id":"58683471-d0f8-49f5-ad56-b238d9e20712","source":"stackoverflow","source_id":"so:75805852","content_type":"comment","title":null,"body_preview":"I was having the same issue and did something really similar to Antonio Ercole De Luca. For me, however, the issue was with the cookies and not the headers.\n\nI created a subclass like Antonio did, but","author":"Dylan Webb","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75805852"},{"id":"623eaf15-6da2-4717-888e-441ede041b67","source":"stackoverflow","source_id":"so:76670498","content_type":"comment","title":null,"body_preview":"I developed this function many years ago, and it has been serving its purpose without any issues since then.\nIt is far from being the most elegant, the most efficient, or the fastest, and certainly it","author":"Willian Koessler Carvalho","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","original_commentary_around_code","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76670498"},{"id":"7163a105-0064-4064-97ad-7bb9f6820be0","source":"stackoverflow","source_id":"so:61030023","content_type":"comment","title":null,"body_preview":"Wait 60 seconds between frame capturing and break the loop after 24*60 cycles. Stream and save a frame every minute. The one minute time delta is accurate up to 0.2 seconds for 5Hz video. Use separate","author":"Rotem","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61030023"},{"id":"a8411fbe-5544-4102-b156-36411f140bf6","source":"stackoverflow","source_id":"so:61091265","content_type":"comment","title":null,"body_preview":"The challenge is photos stop saving after first 3 minutes (first 3 photos are taken in seconds but saved later during each minute). The solution is to ensure it saves every minute up to 24 hours.\n\nimp","author":"user13214870","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61091265"},{"id":"43b73bc8-77ae-44db-92e9-b54683508297","source":"stackoverflow","source_id":"so:77485741","content_type":"comment","title":null,"body_preview":"Now we are facing same issue again following code will help to resolve 429 issue\n\nFor Interest below code will work with multiple retries by changing browsers\n\n\r\n\r\nimport json\nimport urllib.parse\nfrom","author":"Jsbeginner","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77485741"},{"id":"c615a439-4e6b-43ce-a403-720b5fcf37a8","source":"stackoverflow","source_id":"so:62139106","content_type":"comment","title":null,"body_preview":"Python 3.7+ now has a simpler API (in my opinion) with a simpler wording (easier to remember than \"ensure_future\"): you can use create_task which returns a Task object (that can be useful later to can","author":"Basj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","self_reference","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62139106"},{"id":"313b0af3-12b9-4eb0-b3e1-8c395370f833","source":"stackoverflow","source_id":"so:78165570","content_type":"comment","title":null,"body_preview":"differential_evolution minimises a scalar function of one or more variables. The x array passed to obj will always be an 1-D array of shape (N,). The reshape should be a very cheap call if you setup +","author":"Andrew Nelson","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78165570"},{"id":"047a7705-d193-4b81-9f20-ae7a1d4a7337","source":"stackoverflow","source_id":"so:78449661","content_type":"comment","title":null,"body_preview":"This is hard to mimic exactly, since as you said, you've just provided dummy examples.\n\nBut as the error says, there is a version conflict:\n\npkg_resources.VersionConflict: (importlib-metadata 1.5.0 (/","author":"Mike Williamson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78449661"},{"id":"3351664b-eb55-4432-9fa4-1ec969706cfb","source":"stackoverflow","source_id":"so:58147137","content_type":"comment","title":null,"body_preview":"I quote an alternative solution from @MrO48V:\n\nPyPi provides a JSON endpoint with package metadata:\n\n>>> import requests\n>>> url = 'https://pypi.org/pypi/{}/json'\n>>> json = requests.get(url.format('p","author":"pgmank","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58147137"},{"id":"b307f97a-9d1e-47eb-a83b-9a150b122b0b","source":"stackoverflow","source_id":"so:68686388","content_type":"comment","title":null,"body_preview":"I think these answers are outdated and there's a better solution now. Original post here:\n\nHow can I get a list of packages pip command will install without DOWNLOADING or INSTALLING the packages?\n\nTo","author":"rrlamichhane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","contextual_relevance","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68686388"},{"id":"4d40244e-5102-4cb9-97bb-20e17debb2f2","source":"stackoverflow","source_id":"so:79329489","content_type":"comment","title":null,"body_preview":"There are several factors for this error, but it used to be variables wrong.\nMake sure of your system variables.\nIn User Variables:\n\nHADOOP_HOME -> pointing to your folder winutils\n\nJAVA_HOME -> point","author":"Fred Alisson","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79329489"},{"id":"db51853a-247d-4a02-9d61-da04a9585f75","source":"stackoverflow","source_id":"so:79344166","content_type":"comment","title":null,"body_preview":"been there.. and this https://github.com/pypa/pip/issues/10939#issuecomment-1730961335 saved my life, I did what they shared with some minor edits,\n\nsudo yum install -y openssl11 #same\nopenssl11-devel","author":"uniquegino","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79344166"},{"id":"e8ac9a77-8177-4643-92a9-d275a2174049","source":"stackoverflow","source_id":"so:67199394","content_type":"comment","title":null,"body_preview":"TLDR; I solved the problem with a custom patch\n\nExplanation\n\nThe problem comes from the Google bot recognition system. As other similar systems do, it stops serving too frequent requests coming from s","author":"Antonio Ercole De Luca","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","template_phrases","missing_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67199394"},{"id":"91bd34f9-3b3c-4039-9d53-eea47f79b587","source":"stackoverflow","source_id":"so:49472328","content_type":"comment","title":null,"body_preview":"Check out my project johnnydep!\n\nInstallation:\n\npip install johnnydep\n\nUsage example:\n\n$ johnnydep requests\nname                       summary\n-------------------------  ------------------------------","author":"wim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49472328"},{"id":"b468f1c1-7513-46b1-a04d-2f1cac452500","source":"stackoverflow","source_id":"so:11148336","content_type":"comment","title":null,"body_preview":"Note: the feature used in this answer was deprecated in 2014 and removed in 2015. Please see other answers that apply to modern pip.\n\nThe closest you can get with pip directly is by using the --no-ins","author":"Travis Mehlinger","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/11148336"},{"id":"ccabe3a7-ad1b-475e-a609-9a63592ac942","source":"stackoverflow","source_id":"so:67902687","content_type":"comment","title":null,"body_preview":"Use pipdeptree   (pip install pipdeptree). Needs the package to be installed.\n\n$ pipdeptree -p pandas\npandas==1.2.2\n  - numpy [required: >=1.16.5, installed: 1.19.5]\n  - python-dateutil [required: >=2","author":"Florian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67902687"},{"id":"ef17d5bc-eaa4-4182-a586-4b27508330c3","source":"stackoverflow","source_id":"so:76286590","content_type":"comment","title":null,"body_preview":"As an update to @Jmills answer, for newer pip versions that support the --dry-run option:\n\n#!/bin/sh\n\nPACKAGE=$1\npip install $PACKAGE --dry-run --ignore-installed  \\\n| grep Collecting \\\n| cut -d' ' -f","author":"Amnon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76286590"},{"id":"60e4e918-7f09-40a0-9fb4-bdd966d634a3","source":"stackoverflow","source_id":"so:79793932","content_type":"comment","title":null,"body_preview":"Even if pip doesn't have any feature to extract dependencies from a package without downloading it, you can try to parse the logs of the pip install command with the --dry-run and --progress-bar off f","author":"Juarez Rudsatz","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79793932"},{"id":"505bbfae-3922-4e15-9e19-9ffc4895cc7e","source":"stackoverflow","source_id":"so:79903456","content_type":"comment","title":null,"body_preview":"I'm not a fan of this, but It's not horrible design imo.\n\nThe expression TokenType.FOO(\"foo\") might not be very easy to understand at a glance, which makes the code harder to read I think. That might ","author":"MrXerios","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79903456"},{"id":"ad3b2ec0-774b-4b89-bfba-94e026e7b0ec","source":"stackoverflow","source_id":"so:80000669","content_type":"comment","title":null,"body_preview":"A simple way is to convert each row immediately after csv.reader:\n\nrdd = (\n    sc.textFile(\"/path/*.txt\")\n      .mapPartitions(\n          lambda partition: csv.reader(\n              [line.replace('\\0'","author":"Abdul Rehman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0.2738095238095238,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80000669"},{"id":"dd8bacea-cb84-4fbc-9ee8-868c367e649d","source":"stackoverflow","source_id":"so:80001766","content_type":"comment","title":null,"body_preview":"If I understand correctly, method=\"trust-constr\" is considered to be the most modern, highest-quality, and currently-best-supported of the strategies available for scipy.optimize.minimize() when doing","author":"Nick ODell","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80001766"},{"id":"59fece53-2990-4510-bada-939198f68664","source":"stackoverflow","source_id":"so:80001485","content_type":"comment","title":null,"body_preview":"What seems to be happening is that if your initial guess has more than 8 digits correct then the evaluation of cos(x) at double precision already satisfies the minimisation constraint being equal to -","author":"Martin Brown","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.05794843746136666,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80001485"},{"id":"85095f55-e1ea-4a4e-973d-4a8548cbdafb","source":"stackoverflow","source_id":"so:79719238","content_type":"comment","title":null,"body_preview":"Here is some fast, working code adapted from the more_itertools project:\n\nfrom contextlib import suppress\nfrom itertools import islice\nfrom math import floor, log, log1p\nfrom random import random, ran","author":"Raymond Hettinger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79719238"},{"id":"6da1abf5-c550-4d53-9f09-ce7b77e89d5a","source":"stackoverflow","source_id":"so:74049442","content_type":"comment","title":null,"body_preview":"total=0\nwhile True:\n    user_input = input(\"Please input a number: \")\n    if user_input == \"stop\":\n        break\n    else:\n        user_input = int(user_input)\n        total += user_input","author":"Amirreza Hashemi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74049442"},{"id":"6ea0002b-aa08-4560-b9a3-99411da70809","source":"stackoverflow","source_id":"so:80007701","content_type":"comment","title":null,"body_preview":"Pygame already fires KEYDOWN only once per physical press (unless key repeat is explicitly enabled). You do not need a blocking boolean or an external library.\n\nimport pygame\n\npygame.init()\n# pygame r","author":"justoverclock","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007701"},{"id":"4d7d3ece-0183-4e15-9b85-ab39f5106faf","source":"stackoverflow","source_id":"so:80007693","content_type":"comment","title":null,"body_preview":"I don't know why you use keyboard if there is pygame.key.get_pressed()\n\nbut ...\n\nI'm not sure if I understand problem - do you want to block other keys until you release first key?\n\nIt may need to use","author":"furas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.12204859612792525,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007693"},{"id":"653da04c-8a98-4aa4-b945-d6fb6cc730c8","source":"stackoverflow","source_id":"so:80007606","content_type":"comment","title":null,"body_preview":"When you enter \"stop\", the program tries to convert it using float(userinps), which cannot be accepted and raises a ValueError. So, it is necessary to check whether the input is \"stop\" before converti","author":"Daisy","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007606"},{"id":"00f3fb67-0dc1-483c-a27c-0378afd92131","source":"stackoverflow","source_id":"so:80007711","content_type":"comment","title":null,"body_preview":"1. Python: Documentation of pandas DataFrame.replace with series as input\n\nDocumentation of pandas DataFrame.replace with series as input\n\nAnswer\n\nYes, a Series is treated exactly like a dict here.\n\nD","author":"Malek Damiri","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007711"},{"id":"99e28ea1-1d22-4d8c-9beb-31eb6308e87b","source":"stackoverflow","source_id":"so:80007720","content_type":"comment","title":null,"body_preview":"You need to use exception chaining by adding from e (or from None) to your raise statement.\n\nTake this:\n\nclass SnippetDetail(APIView):\n    \"\"\"\n    Retrieve, update or delete a snippet instance.\n    \"\"","author":"justoverclock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007720"},{"id":"7f91e00b-012e-4e0a-914f-946155265db1","source":"stackoverflow","source_id":"so:80007740","content_type":"comment","title":null,"body_preview":"You have to use list to keep all values.\n\nYou need while loop to get all values and append them to list (until you get 0) - without calculation.\n\nall_values = []  # create empty list before loop\n\nwhil","author":"furas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12204859612792525,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007740"},{"id":"842742ca-56ff-477c-affb-876d218da7d5","source":"stackoverflow","source_id":"so:80007746","content_type":"comment","title":null,"body_preview":"I found this website recently through Reddit, which seems to allow you to view package dependencies without downloading the package.\n\nhttps://pydeps.com/","author":"pjpscriv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007746"},{"id":"80f2daa9-d71c-40c9-ad6a-0ce6f1c1b5af","source":"stackoverflow","source_id":"so:43717569","content_type":"comment","title":null,"body_preview":"Alternatively, you can try sys.stdin.read() that returns the whole input until EOF:\n\nimport sys\ns = sys.stdin.read()\nprint(s)","author":"Venkat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43717569"},{"id":"42b5c9b9-ed82-406e-a796-f9481fcb7ee3","source":"stackoverflow","source_id":"so:62776389","content_type":"comment","title":null,"body_preview":"Let's take the example you shared in a link:\n\nfoo: do-foo.py\n    python do-foo.py\n\nMakefile is like a cookbook. To create a dish foo you need an ingredient do-foo.py. If do-foo.py is present then the ","author":"Drejc","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62776389"},{"id":"bb50e878-26a5-4449-aa9d-54b2e7848be4","source":"stackoverflow","source_id":"so:80007743","content_type":"comment","title":null,"body_preview":"You might want to collect the inputs in a list as they are entered.\n\nWhen the user inputs 0, the loop should terminate, and you can iterate through your list to pass each stored number into your colla","author":"justoverclock","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","list_heavy_advice"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007743"},{"id":"4be93bff-6a05-4fff-bc62-c3b8aa0e64d5","source":"stackoverflow","source_id":"so:80007772","content_type":"comment","title":null,"body_preview":"Good case for Assignment expressions.\n\nIf you really need to wait with the outputs until after all inputs:\n\nxs = []\nwhile x := int(input()):\n    xs.append(x)\n\nfor x in xs:\n    collatz(x)\n\nOr if you do","author":"Kelly Bundy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007772"},{"id":"7968051f-a08b-4c89-83b0-5a7cd0ab7f18","source":"stackoverflow","source_id":"so:43350802","content_type":"comment","title":null,"body_preview":"As jinghli notes, there isn't currently a reliable way to get the dependency of an arbitrary PyPi package remotely without needing to download it completely. And in fact the dependencies sometimes dep","author":"nealmcb","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43350802"},{"id":"e8bf281e-9c98-47a0-ad98-9619ac056035","source":"stackoverflow","source_id":"so:80007792","content_type":"comment","title":null,"body_preview":"What you need is a morphological closing: offset the surface outwards by R, then back inwards by R. Any opening narrower than about 2R gets sealed, while wider concavities (your rough surface) come ba","author":"Fedor","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007792"},{"id":"e67e8221-088f-4146-9119-3a7789603644","source":"stackoverflow","source_id":"so:80007805","content_type":"comment","title":null,"body_preview":"I can explain it this way:\n\nBy default, the Windows file system (NTFS) does not support native Linux file permissions (chmod, chown). When Apache Spark attempts to commit a file, it creates a _tempora","author":"justoverclock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","template_phrases"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007805"},{"id":"80c55e87-64bf-4986-8559-de9911e2be49","source":"stackoverflow","source_id":"so:80007830","content_type":"comment","title":null,"body_preview":"just a longish comment -- \n\nIf you have big problems with tough constraints, you might be interested in the\ntrust-region reflective algorithm used in\nscipy least-squares .\nIts author has an excellent ","author":"denis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007830"},{"id":"a1cbeda8-bf82-4db9-9725-2d917aa355d5","source":"stackoverflow","source_id":"so:80007836","content_type":"comment","title":null,"body_preview":"import spaces\nimport gradio as gr\nfrom moviepy.editor import VideoFileClip, concatenate_videoclips\n\n@spaces.GPU(duration=70) # <-- ESTO ES LA CLAVE, 70 y no 360\ndef procesa_trozo(video_path):\n    clip","author":"Elvis Gringo Silva","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007836"},{"id":"cf3b9ac0-d95c-4cca-a4fb-90bf329f5cb4","source":"stackoverflow","source_id":"so:79575126","content_type":"comment","title":null,"body_preview":"I had a similar error, what helped me was using Python 3.10 instead of 3.12. For some reason, Spark doesn't work in 3.12, so I created a virtual environment with 3.10","author":"Seva Bolotov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79575126"},{"id":"2aaa6e07-c1f9-4923-a9fe-72eb595c90a5","source":"stackoverflow","source_id":"so:53420574","content_type":"comment","title":null,"body_preview":"To answer your questions, I will provide three different solutions to the same problem.\n\nCase 1: just normal Python\nimport time\n\ndef sleep():\n    print(f'Time: {time.time() - start:.2f}')\n    time.sle","author":"Levon","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53420574"},{"id":"c13aa31a-afc6-46d9-925e-249b9855d666","source":"stackoverflow","source_id":"so:80007844","content_type":"comment","title":null,"body_preview":"The original answer has been deleted today for unknown reasons. Use this link, where is described how to rename the wheel, so it can be installed. However, it won't then work with early Python version","author":"Peter VARGA","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007844"},{"id":"620ca1cf-7d10-4633-8efb-6bd2353829a0","source":"stackoverflow","source_id":"so:80006355","content_type":"comment","title":null,"body_preview":"Premise\n\nYou are almost there.\n\nAs I commented to your previous question, QTimer is not always reliable, and that's because:\n\ndue to hardware and software aspects, timers are not always accurate by th","author":"musicamante","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","original_commentary_around_quotes","code_example_provided"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006355"},{"id":"730d35c9-544a-4555-a3d9-65afae1a5d6b","source":"stackoverflow","source_id":"so:80007864","content_type":"comment","title":null,"body_preview":"Many hugging face models check for flash_attn to speed up performance, but they can fall back to standard PyTorch attention algorithms if it isn't present.\n\nYou can force the model to load without loo","author":"justoverclock","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007864"},{"id":"0073187f-9e51-4d25-9d2a-c35924e3524a","source":"stackoverflow","source_id":"so:80007866","content_type":"comment","title":null,"body_preview":"The on win32 text you see is a legacy label used by Python. In the Windows API, win32 refers to the platform family, regardless of whether it is running on a 32-bit or 64-bit version of Windows.\n\nYou ","author":"justoverclock","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","list_heavy_advice","polished_first_draft"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007866"},{"id":"85664a10-b3a2-4aef-ad21-ccb44be268cb","source":"stackoverflow","source_id":"so:80007867","content_type":"comment","title":null,"body_preview":"VS Code recently introduced a modern, more stable text-sending mechanism called the Native Python REPL, which completely bypasses standard shell text injection issues.\n\nSo I got 3 simple steps:\n\nOpen ","author":"justoverclock","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007867"},{"id":"05b0dd1a-e1e1-449c-ae41-2e94bb5e992c","source":"stackoverflow","source_id":"so:9690069","content_type":"comment","title":null,"body_preview":"Use reservoir sampling. It's a very simple algorithm that works for any N.\n\nHere is one Python implementation:\n\n#!/usr/bin/python\nimport sys\nimport random\n\nif len(sys.argv) == 3:\n    input = open(sys.","author":"NPE","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/9690069"},{"id":"f80f3e1c-94c5-4630-a1aa-6b80c2218822","source":"stackoverflow","source_id":"so:80007877","content_type":"comment","title":null,"body_preview":"I think that your consumer is fine. The problem is almost certainly your Redis server version or a channels_redis / redis-py mismatch.\n\nWhy it times out on connect even though you send nothing:\nWhen a","author":"Mahrez BenHamad","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007877"},{"id":"f4ec24de-308a-41d7-a3cb-33bb74ba5563","source":"stackoverflow","source_id":"so:80007880","content_type":"comment","title":null,"body_preview":"This is one approach to calibrate the central rectangle using the small circular dots in the image in Python OpenCV\n\nRead the input image as grayscale\n\nThreshold and invert\n\nApply morphology to clean ","author":"fmw42","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft"],"bot_score":0.40520363949372595,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007880"},{"id":"1368d1ef-4c03-48ab-8623-8adddd7769e1","source":"stackoverflow","source_id":"so:80007884","content_type":"comment","title":null,"body_preview":"Here is one approach in Python OpenCV to get a radial blur using a cartesian to polar transformation, a 1D blur and then polar to cartesian transformation.\n\nRead the input image and get its dimensions","author":"fmw42","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft"],"bot_score":0.40520363949372595,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007884"},{"id":"a2904eed-1348-4427-95ed-3c89a539e6c2","source":"stackoverflow","source_id":"so:15535602","content_type":"comment","title":null,"body_preview":"Some clarification first:\n\n  \nLet's say I have a string: something\n\n  When I escape it in JS I get this:  %73%6F%6D%65%74%68%69%6E%67\n\nThat's wrong. (Btw, the JS escape() function is deprecated. You s","author":"eyecatchUp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15535602"},{"id":"2cad6520-0121-41a1-b71b-3de08c90f6d0","source":"stackoverflow","source_id":"so:15914765","content_type":"comment","title":null,"body_preview":"You could do this?\n\nif (!debug) {\n  console.log = function() {/* No-op */}\n}\n\nAs you mentioned, you might not want to kill all logging for everyone. This is how I usually go about it. Define these in ","author":"Aesthete","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15914765"},{"id":"12976d0d-a3ae-4ab1-9b61-ee244c99e43b","source":"stackoverflow","source_id":"so:18269304","content_type":"comment","title":null,"body_preview":"Try like\n\nvar hasName = 'N';\nif (name == \"true\") {\n    hasName = 'Y';\n}\n\nOr even try with ternary operator like\n\nvar hasName = (name == \"true\") ? \"Y\" : \"N\" ;\n\nEven simply you can try like\n\nvar hasName","author":"GautamD31","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18269304"},{"id":"625018d8-9fae-4563-9d27-379a600e3fa4","source":"stackoverflow","source_id":"so:18269354","content_type":"comment","title":null,"body_preview":"You can use an object as a map:\n\n  var hasName = ({\n        \"true\"  : \"Y\",\n        \"false\" : \"N\"\n  })[name];\n\nThis also scales nicely for many options\n\n  var hasName = ({\n        \"true\"          : \"Y\"","author":"Benjamin Gruenbaum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18269354"},{"id":"dc1ea70b-4c74-4956-b597-ef105321b73c","source":"stackoverflow","source_id":"so:18269379","content_type":"comment","title":null,"body_preview":"Most answers here will work fine if you have just two conditions in your if-else. For more which is I guess what you want, you'll be using arrays.\nEvery names corresponding element in names array you'","author":"Abijeet Patro","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18269379"},{"id":"0cb24822-ee83-482c-b36c-b9721804835d","source":"stackoverflow","source_id":"so:18269305","content_type":"comment","title":null,"body_preview":"Using the ternary :? operator [spec].\n\nvar hasName = (name === 'true') ? 'Y' :'N';\n\nThe ternary operator lets us write shorthand if..else statements exactly like you want. \n\nIt looks like:\n\n(name === ","author":"Tushar Gupta - curioustushar","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18269305"},{"id":"130efe0c-d118-4282-a76e-a9e8c522b891","source":"stackoverflow","source_id":"so:18759847","content_type":"comment","title":null,"body_preview":"Using jquery you can do this\n\n$('#qty').keyup(function(){\n    if($(this).val() != '' && isNumber($(this).val()) && $(this).val() > 0)\n    {\n       var price = $('#real_price').val() * 1;\n       var qt","author":"Khawer Zeshan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18759847"},{"id":"5028f8f1-6d16-4845-9d4a-e86c87792f66","source":"stackoverflow","source_id":"so:18763568","content_type":"comment","title":null,"body_preview":"Use jquery::\n\nHTML CODE::\n\n<input type='number' id='quantity'/>\n<span id='total_price'></span>\n\nJquery Code::\n\nvar price=100;\n$(\"#quantity\").on(\"change\",function(){\n    quantity=$(this).val();\n    tot","author":"Ujjwal Ojha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18763568"},{"id":"ff585bc3-c80c-484b-9279-97bcb9d62a7c","source":"stackoverflow","source_id":"so:4649936","content_type":"comment","title":null,"body_preview":"You could count siblings...\nThe childNodes list includes text and element nodes-\n\nfunction whichChild(elem){\n    var  i= 0;\n    while((elem=elem.previousSibling)!=null) ++i;\n    return i;\n}","author":"kennebec","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/4649936"},{"id":"bda3b64f-772c-4cd2-82d1-3aa6a9a447a2","source":"stackoverflow","source_id":"so:15915135","content_type":"comment","title":null,"body_preview":"I thought about encapsulating the console logger again and instead of coming up with an entire object to encapsulate the console I created a function that takes in a console method. Then it checks if ","author":"Nate-Wilkins","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_technical_voice","platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15915135"},{"id":"53ab0323-fcfa-48d8-9d58-24a3cc53b5c8","source":"stackoverflow","source_id":"so:29871689","content_type":"comment","title":null,"body_preview":"but if you want to create a high performance node graph with zooming in / out and some fancy effects, that could handle thousands of nodes, I think much better performance we would gain using canvas /","author":"Entity Black","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","hedge_stacking","missing_platform_voice","semantic_blandness","false_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29871689"},{"id":"f0524179-175a-4366-8d7e-386af1907f47","source":"stackoverflow","source_id":"so:31956415","content_type":"comment","title":null,"body_preview":"Correlation function(web_reg_save_param) should be placed before the request.\nTry\n\nweb_set_max_html_param_len(\"999999\");\n\nweb_reg_save_param(\"JsonData\",\n    \"LB=\",\n    \"RB=\",\n    \"Search=Body\",\n    LA","author":"Karthick PKa","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31956415"},{"id":"a3403616-8c5f-4052-9b35-7acd5ed6795d","source":"stackoverflow","source_id":"so:32126755","content_type":"comment","title":null,"body_preview":"https://github.com/pimterry/loglevel\n\nLog level Library::Try whether this suits ur need.","author":"anandharshan","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32126755"},{"id":"93daae9a-e30a-4661-b3a0-82f4b4d770ea","source":"stackoverflow","source_id":"so:846613","content_type":"comment","title":null,"body_preview":"A '$' in a variable means nothing special to the interpreter, much like an underscore.\n\nFrom what I've seen, many people using jQuery (which is what your example code looks like to me) tend to prefix ","author":"cobbal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/846613"},{"id":"fa48775c-783e-4a45-acd2-858f7020d8f3","source":"stackoverflow","source_id":"so:35297802","content_type":"comment","title":null,"body_preview":"Have you tried this?\n\n <script type = \"text/javascript\">\n\n function slider(){\n $(\".slider #1\").show(\"fade\",500);\n $(\".slider #1\").delay(5500).hide(\"slide\",{direction: \"left\"}, 500);\n\n var sc =$(\".slid","author":"Francis Lobos Ape","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35297802"},{"id":"b9623b8b-a0bc-4404-b307-5951fb9eea1e","source":"stackoverflow","source_id":"so:37090899","content_type":"comment","title":null,"body_preview":"OK, so I managed get get some code suggestions working after reading up online. Without using the whole Typings tools, I acquired node.d.ts (found it on my computer inside C:\\Program Files (x86)\\Micro","author":"Hectate","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","imperfect_expression","problem_solution_narrative","platform_fluency","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37090899"},{"id":"626e0a8c-8257-4c91-9959-0feaca984f2d","source":"stackoverflow","source_id":"so:846598","content_type":"comment","title":null,"body_preview":"The $ sign is an identifier for variables and functions.\n\nhttps://web.archive.org/web/20160529121559/http://www.authenticsociety.com/blog/javascript_dollarsign\n\nThat has a clear explanation of what th","author":"AlbertoPL","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","external_links"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/846598"},{"id":"13da9df5-7ae0-4a88-a3f1-649fc51effd6","source":"stackoverflow","source_id":"so:40069025","content_type":"comment","title":null,"body_preview":"=> is an arrow function, it's a ES6 feature and instead of typing\n\nfunction() { console.log(\"hello world\"); }\n\nyou can type:\n\n() => console.log(\"hello world\");","author":"user6812877","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40069025"},{"id":"f2dbbb1c-05f3-4d06-ab76-d7011c48b447","source":"stackoverflow","source_id":"so:41167804","content_type":"comment","title":null,"body_preview":"In your example the $ has no special significance other than being a character of the name.   \n\nHowever, in ECMAScript 6 (ES6) the $ may represent a Template Literal  \n\nvar user = 'Bob'\nconsole.log(`W","author":"UpTheCreek","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41167804"},{"id":"1a81df77-88b4-4adb-bb98-c97d26ba23f0","source":"stackoverflow","source_id":"so:41863679","content_type":"comment","title":null,"body_preview":"It's not an operator. It's the | operator, twice, with a \"Latin letter 'Dental Click'\" character in between. That character is valid in JavaScript identifiers. Thus the expression:\n\nfalse |ǀ| false\n\n(","author":"Pointy","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41863679"},{"id":"1783a48f-a26a-4c0d-92ff-041d53272a58","source":"stackoverflow","source_id":"so:42337722","content_type":"comment","title":null,"body_preview":"Option #1\n\nYou can use the Array.from() method to convert an HTMLCollection of elements to an array. From there, you can use the native .indexOf() method in order to get the index:\n\nfunction getElemen","author":"Josh Crozier","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42337722"},{"id":"f7fa6da6-c078-4cda-9645-65f498b36c34","source":"stackoverflow","source_id":"so:44812432","content_type":"comment","title":null,"body_preview":"Videojs initialization is happening on client side so you need to pass token before this initialization. I suggest you to initialize Videojs using ajax and send token using Ajax. I hope it helps.","author":"Muhammad Shehroz Sajjad","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44812432"},{"id":"ac09476b-8308-48e9-8a66-b07fa3f7d604","source":"stackoverflow","source_id":"so:44388290","content_type":"comment","title":null,"body_preview":"Dollar sign is used in ecmascript 2015-2016 as 'template literals'.\nExample:\n\nvar a = 5;\nvar b = 10;\nconsole.log(`Sum is equal: ${a + b}`); // 'Sum is equlat: 15'\n\nHere working example:\nhttps://es6con","author":"Vasyl Gutnyk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44388290"},{"id":"86419c0c-248b-4329-8425-398f02c6d76c","source":"stackoverflow","source_id":"so:48477681","content_type":"comment","title":null,"body_preview":"In Magento 1.9.2.4, the code file to edit is js/varien/product.js \n\nIn Magento 1.9.3 and above, the file to edit is js/varien/product_options.js\n\nAdd the following code:\n\nvar qty;\nif($('qty').getValue","author":"Mukesh Chapagain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","external_source_citation","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48477681"},{"id":"1ccfb169-41a0-4ae0-9d99-597d668be254","source":"stackoverflow","source_id":"so:50122920","content_type":"comment","title":null,"body_preview":"There is no <> operator in JavaScript. let d = 1 <b> 2; is the same as:\n\nlet d = (1 < b) > 2;\n\nWhich is always false, because 1 < b is either true or false and true > 2 and false > 2 are both false.","author":"Paul","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.09094654770673086,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50122920"},{"id":"ebc10936-f7bd-49ec-a91a-f3cf3e4ff754","source":"stackoverflow","source_id":"so:50589056","content_type":"comment","title":null,"body_preview":"You can't set variables equal to operators. Your if blocks should look like this instead:\n\nif (n2 == \"+\") {\n  return parseInt(n1) + parseInt(n3);\n};\n\nUse parseInt if you are passing in strings instead","author":"Sacha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50589056"},{"id":"3d36285c-de6c-425a-896e-17293ddaee61","source":"stackoverflow","source_id":"so:50589129","content_type":"comment","title":null,"body_preview":"I'd take the input given in the n2 parameter and return the calculation directly. Also you had some issues with () in your code.\n\nfunction calculate(n1, n2, n3) {\nif (n2 == \"+\") {\n    return n1 + n3;\n","author":"user9865347","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50589129"},{"id":"1c3e1b3b-2ba0-4a75-80cc-fb5a160cc5b4","source":"stackoverflow","source_id":"so:51014867","content_type":"comment","title":null,"body_preview":"setTimeout is asynchronous, it does not pause execution. \n\nvar count = 10;\nvar delay = function(){\n  if (count > 0) {\n    count--;\n    document.write(count);\n    setTimeout(delay, 1000); // check agai","author":"Herman Starikov","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51014867"},{"id":"25661b46-bebc-42d1-a14d-4b5b0bb5f0d8","source":"stackoverflow","source_id":"so:51014889","content_type":"comment","title":null,"body_preview":"Two issues:\n\nCalling setTimeout only queues up a function to execute once the timeout expires - it doesn't pause the main thread.\n\ndocument.write is document.wrong, usually - if the document has alrea","author":"CertainPerformance","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","code_example_provided","imperfect_expression"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51014889"},{"id":"1acd91a0-4287-40a8-a35f-d5a7d01f3844","source":"stackoverflow","source_id":"so:51014957","content_type":"comment","title":null,"body_preview":"Here's an example using setInterval and console.log\n\nvar count = 9;\n\nvar timer = setInterval(delay, 1000);\n\nfunction delay() {\n  console.log(count--);\n  if(count<0)\n    clearInterval(timer);\n}","author":"Saif","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51014957"},{"id":"ed1d3c93-61d8-403e-b704-eebe988db6fe","source":"stackoverflow","source_id":"so:51284236","content_type":"comment","title":null,"body_preview":"Try this:\n\nlet element = document.getElementById(\"your-element-id\");\nlet indexInParent = Array.prototype.slice.call(element.parentNode.parentNode.children).indexOf(element.parentNode));","author":"Mattia Pontonio","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51284236"},{"id":"ac1a89f1-86fb-4cd2-8e0f-0849a724b3b5","source":"stackoverflow","source_id":"so:53227237","content_type":"comment","title":null,"body_preview":"The solution I've gone with was to intercept browser XHR requests(using the xhook npm package) and set headers programmatically. Bellow is a simple example:\n\n...\n\nthis.player.src({\n  src: SOME_VIDEO_U","author":"Dan Ochiana","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","code_example","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53227237"},{"id":"9c6f6f14-cbe8-4531-91cf-5d26e57ad2ad","source":"stackoverflow","source_id":"so:846628","content_type":"comment","title":null,"body_preview":"The dollar sign is treated just like a normal letter or underscore (_).  It has no special significance to the interpreter.\n\nUnlike many similar languages, identifiers (such as functional and variable","author":"thomasrutter","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/846628"},{"id":"2435d9bd-6115-495e-9fce-280191fc4726","source":"stackoverflow","source_id":"so:54531380","content_type":"comment","title":null,"body_preview":"When using jQuery, the usage of $ symbol as a prefix in the variable name is merely by convention; it is completely optional and serves only to indicate that the variable holds a jQuery object, as in ","author":"SNag","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54531380"},{"id":"ea50de61-c603-44e0-9153-29831a73aebf","source":"stackoverflow","source_id":"so:54768181","content_type":"comment","title":null,"body_preview":"You can use Element.outerHTML to get element as string. Note it will not append the real btn to div it will copy the \nelement's html and eventListener attached to it will not work.\n\nIf you want the co","author":"Maheer Ali","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54768181"},{"id":"7035f00e-25df-44c4-9135-16fbf9e82cf5","source":"stackoverflow","source_id":"so:54768392","content_type":"comment","title":null,"body_preview":"No, the element itself can not be inserted that way. You could serialize it to HTML, but you'll lose any updates you made to the element, such as the event handler.\n\nInstead you could create the entir","author":"ziggy wiggy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54768392"},{"id":"d40ec441-89b6-4b91-a5e0-bec751dfb88a","source":"stackoverflow","source_id":"so:56391380","content_type":"comment","title":null,"body_preview":"$(document).ready(function(){\n   $('.demo').slick();\n});","author":"Keerthi Reddy Yeruva","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56391380"},{"id":"6013cb54-5618-453f-a0b0-bb37ef51056a","source":"stackoverflow","source_id":"so:56896253","content_type":"comment","title":null,"body_preview":"Have you tried the solution suggested here? It sounds like you might be able to resolve it with additional CORS configuration: https://github.com/mozilla/pdf.js/issues/4530\n\nThere's some good informat","author":"Izek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56896253"},{"id":"42973637-64f3-4963-b9bc-705dbde0daee","source":"stackoverflow","source_id":"so:60101321","content_type":"comment","title":null,"body_preview":"Revised first version :)\n\n\r\n\r\nconst bt_Nwline = document.getElementById('New-Line')\r\n  ,   xForm     = document.getElementById('form-X')\r\n  ,   wTable    = xForm.querySelector('table')\r\n  ,   baseLine","author":"Mister Jojo","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","human_indicators_absent"],"bot_score":0.1218085105107181,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60101321"},{"id":"048dc631-b21e-4114-941a-7dc5e4e926d1","source":"stackoverflow","source_id":"so:846596","content_type":"comment","title":null,"body_preview":"No reason. Maybe the person who coded it came from PHP. It has the same effect as if you had named it \"_item\" or \"item\" or \"item$$\". \n\nAs a suffix (like \"item$\", pronounced \"items\"), it can signify an","author":"Claudiu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/846596"},{"id":"050aad13-d0a1-475c-b944-8484380f499a","source":"stackoverflow","source_id":"so:61799914","content_type":"comment","title":null,"body_preview":"Add the following script at the end in your template\\catalog\\product\\view.phtml\n\n<script>\n$('qty').observe('blur', function(e){\n    $('qty').value = Math.max($F('qty').replace(/[^\\d].*/, ''), 1);\n    ","author":"kiatng","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61799914"},{"id":"d0bdeeab-e708-49df-8220-99c3424c0146","source":"stackoverflow","source_id":"so:62240700","content_type":"comment","title":null,"body_preview":"Try this method;\n\nShorthand method:\n\n\r\n\r\nlet variable1 = '';\r\n\r\nlet variable2 = variable1 || 'new'\r\nconsole.log(variable2); // new\r\n\n\r\n\n\r\n\nLonghand method:\n\n\r\n\r\n let variable1 = 'ya';\r\n let varibale2;","author":"Ericgit","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62240700"},{"id":"e6525c4e-62a3-4269-b4f0-482fbbe45150","source":"stackoverflow","source_id":"so:63661889","content_type":"comment","title":null,"body_preview":"\"Using the dollar sign is not very common in JavaScript, but\nprofessional programmers often use it as an alias for the main\nfunction in a JavaScript library.\n\nIn the JavaScript library jQuery, for ins","author":"Aaron A.","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_quoting","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63661889"},{"id":"225ca752-2355-4054-9447-e03100dea4bb","source":"stackoverflow","source_id":"so:4649781","content_type":"comment","title":null,"body_preview":"function getChildIndex(node) {\n  return Array.prototype.indexOf.call(node.parentNode.childNodes, node);\n}\n\nThis seems to work in Opera 11, Firefox 4, Chromium 10. Other browsers untested. It will thro","author":"gsnedders","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/4649781"},{"id":"3bf43cc9-ddf8-436d-975b-4049410f1792","source":"stackoverflow","source_id":"so:66328133","content_type":"comment","title":null,"body_preview":"I just resorted to using moment\n\nmoment(dateFromPostgres).format('L')","author":"PositiveGuy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66328133"},{"id":"1fe74384-95d9-4f62-b890-86ee7025edac","source":"stackoverflow","source_id":"so:66341856","content_type":"comment","title":null,"body_preview":"moment is a fine library for working with dates in JavaScript.\n\nBut if you wanted to do this with vanilla JavaScript, you could do the following:\n\n\r\n\r\nlet date = new Date(\"2008-01-01T00:00:00.000Z\");\n","author":"JoshG","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66341856"},{"id":"83d59f05-1a3c-4e6d-b1bd-b4e4797c6cb4","source":"stackoverflow","source_id":"so:67116605","content_type":"comment","title":null,"body_preview":"<MapView\n    ref='map'\n    initialRegion={{\n        latitude: LATITUDE,\n        longitude: LONGITUDE,\n        latitudeDelta: LATITUDE_DELTA,\n        longitudeDelta: LONGITUDE_DELTA,\n    }}\n    showsUs","author":"Noble Kuz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67116605"},{"id":"cf217161-bca2-48a6-b763-ad064510b976","source":"stackoverflow","source_id":"so:67991868","content_type":"comment","title":null,"body_preview":"So here is a way to do it using the W3.JS JavaScript library (I provided the link to where it is stored on the w3schools browser). The text to search should be inside the  document tags. Seperate with","author":"user15921549","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67991868"},{"id":"268c7076-756a-4b24-a18a-5b62d7228667","source":"stackoverflow","source_id":"so:15298016","content_type":"comment","title":null,"body_preview":"On the ipad go to Settings > Safari > Advanced and activate the Web Inspector.\n\nConnect your ipad with your computer.\n\nOn your computer open Safari, enable the developer tools in the settings.\ncheck t","author":"honk31","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15298016"},{"id":"6cd5e83a-d270-430b-9953-b194c290020f","source":"stackoverflow","source_id":"so:70331968","content_type":"comment","title":null,"body_preview":"If you are using ESLint and you have an .eslint.js file in the project root you also need the eslint dependency installed in the project. Otherwise, if there is a .eslint.js file but the ESLint depend","author":"AxeEffect","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70331968"},{"id":"319b7139-1817-4b4c-82bb-b9d3b8b2201d","source":"stackoverflow","source_id":"so:70625780","content_type":"comment","title":null,"body_preview":"Are your page processes are executed when page is submitted with the request 'submit'?\nAlso you can try the console of your browser and just execute  apex.submit() without any request specified to see","author":"cengiz sevimli","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70625780"},{"id":"15d66c86-6a15-41f9-9e1c-d36ee95a7e03","source":"stackoverflow","source_id":"so:71823936","content_type":"comment","title":null,"body_preview":"I might add that using it for jQuery allows you to do things like this, for instance:\n\n$.isArray(myArray);","author":"MillCreeker","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71823936"},{"id":"8942c37d-44ec-416d-818a-b4e3e5eb1cca","source":"stackoverflow","source_id":"so:18768699","content_type":"comment","title":null,"body_preview":"Also window.returnValue will work only when both modal dialog window and parent window(which opened the dialog) are hosted in the same server. If not it will return undefined only.","author":"SumRaj","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18768699"},{"id":"35e9d49d-9f0a-45ab-8c02-ed33bebae329","source":"stackoverflow","source_id":"so:72669215","content_type":"comment","title":null,"body_preview":"make any process to execute needed actions\n\nin server side condition area //\ntype => request = value //\nvalue => requestName //\n\nthen go to your JS code (dynamic action ) and then add this\n\napex.submi","author":"Ali Elkadry","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72669215"},{"id":"67326b01-84b9-4273-ad1e-2c26f951e4f6","source":"stackoverflow","source_id":"so:73052011","content_type":"comment","title":null,"body_preview":"Try This\n\n\r\n\r\nvar name = \"true\";\nvar hashname;\n     name\n      ? hashname = \"Y\"\n      : !name\n       ? hashname = \"N\"\n       : \"\"\n\n     console.log(hashname)","author":"mahesh mhaske","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73052011"},{"id":"fe6066ef-a753-4b66-ba12-bd684d6b11e8","source":"stackoverflow","source_id":"so:73411016","content_type":"comment","title":null,"body_preview":"Whenever you see such an error you can visit the page it suggests to see the full error. So, when opening https://reactjs.org/docs/error-decoder.html?invariant=31&args[]=object%20with%20keys%20%7Bmess","author":"Anastasiia Solop","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73411016"},{"id":"e8bac9de-797a-4ad8-b047-fecdd7628dde","source":"stackoverflow","source_id":"so:73645102","content_type":"comment","title":null,"body_preview":"Make sure that you are loading the Slick slider's JS and CSS files properly. Try using the CDN links of Slick slider's CSS and JS files.\n\nAlso, check your console for more details about the error. Thi","author":"Rajeev","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73645102"},{"id":"0ea37610-b195-437c-8cde-1fe2a11b6203","source":"stackoverflow","source_id":"so:73792043","content_type":"comment","title":null,"body_preview":"let $ = \"Hello\";\n    let $$ = \"World!\";\n    let $$$$$$$$$$$ = $ + \" \" + $$;\n    alert($$$$$$$$$$$);\n\nThis displays a \"Hello World!\" alert box.\n\nAs you can see, $ is just a normal character as far as J","author":"Stokely","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73792043"},{"id":"30fc5999-4965-4e9d-b62f-4a971a8932e1","source":"stackoverflow","source_id":"so:74554146","content_type":"comment","title":null,"body_preview":"I'll add this:\n\nIn chromium browser's developer console (haven't tried others) the $ is a native function that acts just like document.querySelector most likely an alias inspired from JQuery's $","author":"Sodj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74554146"},{"id":"b46249fd-19b7-46d9-a51c-b9c20bacbff4","source":"stackoverflow","source_id":"so:74865698","content_type":"comment","title":null,"body_preview":"Astro has a set:html directive you can use in combination with a Fragment like this\n\n<Fragment set:html={post.compiledContent()}/>","author":"Bryce Russell","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74865698"},{"id":"ea6d6b2c-d708-49b8-9411-bba50ae34b23","source":"stackoverflow","source_id":"so:63447116","content_type":"comment","title":null,"body_preview":"?: Operator\n\nIf you want to shorten if/else you can use ?: operator as:\n\ncondition ? action-on-true : action-on-false(else)\n\nFor instance:\n\nlet gender = isMale ? 'Male' : 'Female';\n\nIn this case else ","author":"Mohammad Jamal Dashtaki","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63447116"},{"id":"ee793d4d-f6b0-40b3-90eb-b2b92cf75c04","source":"stackoverflow","source_id":"so:75590036","content_type":"comment","title":null,"body_preview":"I think it's hard to answer this question without considering the framework you are using. If we don't know the framework, importing CSS sheets for each component is probably the most straightforward ","author":"Maksymilian Tomczyk","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75590036"},{"id":"71fc4cc3-f7bc-4ae4-a0a0-d1df5aa5e6fa","source":"stackoverflow","source_id":"so:75605659","content_type":"comment","title":null,"body_preview":"Thanks to @Maksymilian Tomczyk and his suggestion of using unbuild I've come up with a configuration that serves my need:\n\n// vite.config.ts\nimport { fileURLToPath, URL } from \"node:url\";\nimport { def","author":"floroz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75605659"},{"id":"2cd4f074-416b-4b71-9db9-a0ff3500868c","source":"stackoverflow","source_id":"so:75617640","content_type":"comment","title":null,"body_preview":"You can specify at max two conditions for a query operation within the KeyConditionExpression. Any further conditions need to applied through a filter using the FilterExpression.\n\nEvery query operatio","author":"bd_","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75617640"},{"id":"f0a2294a-8af9-40d1-910a-ccdd1d29957b","source":"stackoverflow","source_id":"so:75667218","content_type":"comment","title":null,"body_preview":"There is an extension for i[Pad]Os Safari Web Inspector on App Store, should work with the iPadOS 15+.\n\nThis is how it's described on the author's site:\n\nWeb Inspector is a Safari extension on iOS and","author":"kaznovac","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75667218"},{"id":"fd802115-97b6-4d44-94dc-3a41b51734e4","source":"stackoverflow","source_id":"so:77550967","content_type":"comment","title":null,"body_preview":"Markdown passed as a json structure prop\n\nPlease note that this is a little stretch from the original request, but I believe fulfill it in exactly the intended way.\n\nWhat is Markdown AST ?\n\nMakrdown r","author":"wassfila","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77550967"},{"id":"caecb030-0d45-493b-a6db-a81c0805a7d4","source":"stackoverflow","source_id":"so:78137879","content_type":"comment","title":null,"body_preview":"Unless you have a Mac computer, with the same Safari version as the one in the iPad/iPhone, you're out of luck - as many here have already said.\n\nHowever, there is a way using Node.js, which I am stea","author":"Fandango68","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78137879"},{"id":"70590e84-dc8a-46ca-aaca-7b56620c972b","source":"stackoverflow","source_id":"so:75497147","content_type":"comment","title":null,"body_preview":"After a bit of struggling with this myself, the current solution from the Astro docs for a single file without looping is the following.\nImport your file with {Content as YourAliasName} from '../yourP","author":"kirbby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75497147"},{"id":"d79a3e84-88b4-4674-b7c4-31734193c999","source":"stackoverflow","source_id":"so:78988818","content_type":"comment","title":null,"body_preview":"$ is just another valid character for variable names, similar to alphabet letters or underscores, and does not have any inherent special meaning.\n\nIts meaning depends on what a project's maintainers a","author":"aggregate1166877","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78988818"},{"id":"789449a5-9cad-42af-ad92-cebbe3870d30","source":"stackoverflow","source_id":"so:28428407","content_type":"comment","title":null,"body_preview":"According to Ecma International Identifier Names are tokens that are interpreted according to the grammar given in the “Identifiers” section of chapter 5 of the Unicode standard, with some small modif","author":"Nomis","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/28428407"},{"id":"ac0bf860-b918-46e8-840a-0ee66456d607","source":"stackoverflow","source_id":"so:79294259","content_type":"comment","title":null,"body_preview":"You can define your calculate function to receive a left-hand operand, which I named a, an operator, which I named op and a right-hand operand, which I named b and then switch-case op to see what the ","author":"Lajos Arpad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.18721005263532675,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79294259"},{"id":"890fbfbc-c468-45c4-8b31-93a22d389be9","source":"stackoverflow","source_id":"so:79904924","content_type":"comment","title":null,"body_preview":"Another option is to create a single page app where each test is in its own div. You can hide/show each test as needed. No storage needed. However, it sounds like the app can't do what it needs to do ","author":"001","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79904924"},{"id":"de03ef2a-cc8f-456a-b387-bbbb6e4f3e59","source":"stackoverflow","source_id":"so:79906016","content_type":"comment","title":null,"body_preview":"It's generally called \"JSONP\" which is actually including a javascript file from another site, that has a \"callback\" that you defined while including that javascript file to call on your site.\n\nThat i","author":"tanaydin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","polite_referral"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79906016"},{"id":"f46f3fad-68c2-4aa4-b08d-d21a3062a641","source":"stackoverflow","source_id":"so:79233706","content_type":"comment","title":null,"body_preview":"Such an API, if it existed, would not be able to return a string.  A string consists of characters, not of DOM nodes with their own identities.  And since it wouldn’t be a string, you wouldn’t be able","author":"dumbass","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","absence_of_personality","niche_expertise"],"bot_score":0.32718013736307316,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79233706"},{"id":"322cd865-4db9-4a55-8ea4-6da52d6ca016","source":"stackoverflow","source_id":"so:80004620","content_type":"comment","title":null,"body_preview":"The modern way to work with dates in JS is to use the Temporal object. Unlike the legacy Date object, Temporal has a native type for a date without a timestamp: Temporal.PlainDate.\n\nBy default, node-p","author":"hb20007","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80004620"},{"id":"ca7b993d-372e-4721-9f6f-fa1bc1ea8acd","source":"stackoverflow","source_id":"so:80006439","content_type":"comment","title":null,"body_preview":"Maybe useful: here's a snippet in which a 'filterable' table is dynamically created from a set of row values and a filter key value: a <div> element, containing related  <selector> and <table> element","author":"KooiInc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.2973863094207872,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006439"},{"id":"bff24353-519f-46fd-b332-aa8265e7a8f9","source":"stackoverflow","source_id":"so:80006933","content_type":"comment","title":null,"body_preview":"It seems there is no way without writing a loop one way or the other, whether it’s an explicit for or while loop, or an Array method like findIndex, indexOf or forEach.\n\nOne method you may consider is","author":"dumbass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.32718013736307316,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006933"},{"id":"d0b16d52-fda7-41bc-8ba1-cd317ec55740","source":"stackoverflow","source_id":"so:80007252","content_type":"comment","title":null,"body_preview":"You can resolve it with the following idea:\n\nyou can split the URL on ? to handle query String and get the 0'th item which is the main part of the URL\n\nthen spliy on \"/\" to get tokens of your URL\n\ninc","author":"Lajos Arpad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","template_phrases","semantic_blandness"],"bot_score":0.18721005263532675,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007252"},{"id":"bcac5d16-e8bb-4908-b49b-cf687e789304","source":"stackoverflow","source_id":"so:80007271","content_type":"comment","title":null,"body_preview":"Use URLPattern to match parts of the URL without going through a full regex solution. It is more robust and easier to work with.\n\nThe constructor takes an object of which segments need to be matched a","author":"VLAZ","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007271"},{"id":"8e2b684d-6a5c-443b-b7ce-e3775dd5901c","source":"stackoverflow","source_id":"so:80007377","content_type":"comment","title":null,"body_preview":"If I summarize what you are trying to do, it is this: take a function, then wrap it in a new function that drops the first N arguments (two in your example) and passes the remaining arguments to the o","author":"Julian Gonggrijp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007377"},{"id":"58350655-abcc-42b1-83c6-ceaa430dc6d0","source":"stackoverflow","source_id":"so:7208789","content_type":"comment","title":null,"body_preview":"Now that you have posted the link to the source, you can see in the comments at the top of the file exactly what it does (line 36):\n\nthe <| operator -- defines the [[Prototype]] of a literal...\n\nFor t","author":"James Allardice","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/7208789"},{"id":"5115919f-fa73-437b-9145-8777ccba1f89","source":"stackoverflow","source_id":"so:24798941","content_type":"comment","title":null,"body_preview":"You can easily attach event-handlers to dynamic elements, you have to write it a little bit different:\n\n$('body').on('click', '.myDynamicElement', function(ev) {\n    // Do your stuff in here...\n});\n\nT","author":"Jan Biasi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/24798941"},{"id":"d1933f72-c83d-4b6b-a7f0-ba8430105f12","source":"stackoverflow","source_id":"so:80007489","content_type":"comment","title":null,"body_preview":"async/defer isn't the problem. /abc works because nothing matched, so Next sends a normal html document and the browser runs whatever script is in head. notFound() is the other path: the route matched","author":"sam lee","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007489"},{"id":"539e97cc-3abb-450f-884c-a4be3063908d","source":"stackoverflow","source_id":"so:80007519","content_type":"comment","title":null,"body_preview":"The 7291.67 figure comes from the fact that your code computes simple interest, not compound interest:\n\nconst interest = (p * t * r / 100);           // P x r x t — simple interest\nconst payment = ((i","author":"ShortCalc","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","synthetic_empathy","list_heavy_advice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007519"},{"id":"dcaa3b0b-ad6d-47fc-8245-709475b0241f","source":"stackoverflow","source_id":"so:80007524","content_type":"comment","title":null,"body_preview":"This looks like a Next.js issue rather than a problem with asyc or defer. There is already a confirmed issue for beforeInteractive scripts not running when notFound() is called.\n\ngithub.com/vercel/nex","author":"Faheem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.23938000013337657,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007524"},{"id":"e9263c74-9f4b-440f-b76a-3f914ee2be12","source":"stackoverflow","source_id":"so:80007540","content_type":"comment","title":null,"body_preview":"Use JavaScript’s built-in toLocaleDateString()\n\nnew Date(dateString).toLocaleDateString('en-US')\n\nNo need to manually strip the time.","author":"Hassan","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007540"},{"id":"30914423-bac7-4817-88a3-5f69142e6cdf","source":"stackoverflow","source_id":"so:80007607","content_type":"comment","title":null,"body_preview":"For a React component library built with Vite and Tailwind CSS, you can handle the CSS injection with vite-plugin-css-injected-by-js.\n\nThe Vite configuration looks like this:\n\nimport { defineConfig } ","author":"Bibek Bhattarai","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","human_created_explicit_mention","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007607"},{"id":"19731bda-1dcc-4368-bd6c-9d212ef20486","source":"stackoverflow","source_id":"so:80007629","content_type":"comment","title":null,"body_preview":"You can also ask for:\n\n[^\\/]+$\n\n$ is the end of the chain and [^\\/] is the character that is not /","author":"Chriz Zend","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007629"},{"id":"fcaf3319-b5f2-4a07-8a15-28cf4b503d9c","source":"stackoverflow","source_id":"so:80007671","content_type":"comment","title":null,"body_preview":"Three things are breaking it\n\n1. UIKit.LightboxPanel(el) doesn't return the open panel. lightboxPanel is a functional component, so calling it always builds a new hidden panel. You are editing a secon","author":"Emmanuel Obiechina Ikenna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007671"},{"id":"c99ba581-b4c7-472d-95ae-302db77e00c5","source":"stackoverflow","source_id":"so:80007616","content_type":"comment","title":null,"body_preview":"If you need something more elaborate that accept other spotify url format like :\n\nspotify.link\n\nspoti.fi\n\nand other media type (not only track) like:\n\nalbum\n\nplaylist\n\nartist\n\nYou can also use the bas","author":"SachaDee","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80007616"},{"id":"dacf1d05-4818-4826-9110-528decb46e46","source":"stackoverflow","source_id":"so:79233957","content_type":"comment","title":null,"body_preview":"Progessing insight: turns out it is possible to nest existing or new DOM elements in a template string, using a tagged template [function]\n\nHere is a rudimentary snippet for it. You should consider:\n\n","author":"KooiInc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.2973863094207872,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79233957"},{"id":"123b567c-ce2c-4a38-b8a8-fa74ed9b9730","source":"stackoverflow","source_id":"so:52300474","content_type":"comment","title":null,"body_preview":"I would suggest a complete a basic course form w3school or any tutorial related to web.\n\nYou can do that in many way, as in this example using jQuery:\n\n<!DOCTYPE html>\n<html>\n\n  <head>\n\n    <script\n  ","author":"Abhinav Kumar","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","absence_of_personality","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52300474"},{"id":"e1f42010-78b7-43e0-8424-839cc717e6be","source":"stackoverflow","source_id":"so:18468671","content_type":"comment","title":null,"body_preview":"PHP:\n\nrawurlencode(\"your funky string\");\n\nJS:\n\ndecodeURIComponent('your%20funky%20string');\n\nDon't use escape as it is being deprecated.","author":"i--","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18468671"},{"id":"e1b00cc0-7671-4c1f-abef-080846e40462","source":"youtube","source_id":"UgwlB_ZfjLhkqraAxsZ4AaABAg","content_type":"comment","title":null,"body_preview":"What animals are these Americans. Want to kill a women who killed an other girl when she was a teen child 30 + years ago , when they were just 18 y. old !. 30 years of prison already was more than eno","author":"@babathegoodmansamba8533","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"ffa2da77-e00b-4260-a796-d97b570e5c2c","source":"youtube","source_id":"UgyYMSHdUFqIONH7R1V4AaABAg","content_type":"comment","title":null,"body_preview":"Here's a solution: place the nozzel of a loaded .357 Magnum between her eyes and pull the trigger. That'll secure the execution! What's so difficult about that? And if you want no noise, then make her","author":"@layladeMartinez","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"53f65e90-5cea-4e61-b5b7-fc9965065dbc","source":"youtube","source_id":"Ugw4QlYaqF8EysohQNR4AaABAg","content_type":"comment","title":null,"body_preview":"Besides the pentobarbital they should've injected potassium chloride‼️\nLet's just use the firing squad from now on‼️‼️‼️","author":"@Robbie0704","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"02775122-fa8f-417d-b23e-1939fb79052e","source":"youtube","source_id":"UgyEqUThNvbYNT018FN4AaABAg","content_type":"comment","title":null,"body_preview":"It sounds like her vein blew and so the medicine was leaking out into the surrounding skin and thus didn't have the effect should have. They should either put in a central line for lethal injection ex","author":"@Robbie0704","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"7e61f6d8-6cd1-4191-8f93-f6115a811c4e","source":"youtube","source_id":"UgxVvzhiEiPP18JsIRt4AaABAg","content_type":"comment","title":null,"body_preview":"A dog can be uthenized with one injection 💉 \nWhat the heck are these clowns in prisons doing .\nLooks like another scam on the taxpayng public 😮","author":"@rafaelalfaro6511","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"9eccb4ab-37a0-4a02-9afb-47906a6bea7d","source":"youtube","source_id":"UgwMlo-WPxQwz5omfMF4AaABAg","content_type":"comment","title":null,"body_preview":"I saw her eyes before all this and I knew something was different","author":"@Paranormal_2026","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","potential_human_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"5111f8fa-d6bc-44d7-8fa4-8cdd76836ef3","source":"youtube","source_id":"UgzFqAh-bTwZ5Pk9nQ94AaABAg","content_type":"comment","title":null,"body_preview":"Someone tampered the with the drugs. No way 2 attempts and she survives.","author":"@j.d.1488","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"d0576e91-ac9f-4ee2-823c-23ef9871de57","source":"youtube","source_id":"UgwUi0jmjRiqX9AP04V4AaABAg","content_type":"comment","title":null,"body_preview":"Who treated her victim. All I ask is that her ending equal that of her victim’s pain and fear. No more no less.","author":"@Diana01958","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","potential_human_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"60235e1f-5e49-4833-8972-4117ed6b081c","source":"youtube","source_id":"Ugy0_cyYAZo7Jhmv74B4AaABAg","content_type":"comment","title":null,"body_preview":"Who ever delivers the so called lethal injection is killing a human being. Therefore is also commiting murder","author":"@KeithRoss-q3f","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"0d977482-a9f8-4000-8293-8375a7284364","source":"youtube","source_id":"UgwLBzdSuXe77MlkOcF4AaABAg","content_type":"comment","title":null,"body_preview":"Why that incompetent Dr did not get fired and do another job?","author":"@Patriciamyung","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"705c2cd9-0a6e-4adf-8fed-92c50083de8a","source":"youtube","source_id":"UgzzMDmboh9XlJbkLq54AaABAg","content_type":"comment","title":null,"body_preview":"It's a relief she's white, or else there could be mostly-peaceful protests.","author":"@MattCabosca","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"ea7c64df-2112-42a0-bf5a-a1a82a946b55","source":"youtube","source_id":"UgwuoPgkfZrvQFOCHFF4AaABAg","content_type":"comment","title":null,"body_preview":"Just use a brick. It can be reused and it only costs a buck.","author":"@Rosey-635","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"5ab52415-fd56-42ea-a02d-9d7757ae7aed","source":"youtube","source_id":"UgyLnsM_LnzJX9KgtJF4AaABAg","content_type":"comment","title":null,"body_preview":"So high developed society but still barbaric laws. Dead penalty doesn't resolve anything.","author":"@viktorristov7579","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"555c7f55-30a7-40f6-98ce-bc9e1b6c3a13","source":"youtube","source_id":"Ugxm2B5wrOaWEacqaWJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hillbillies with \"official\" credentials screwing up something veteranarians do every day.  She should sue the state bigtime (Eighth Amendment - Cruel and Unusual Punishment) and give the money to any ","author":"@kirkury","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"9656242b-dabc-418e-a958-08cac046ab60","source":"youtube","source_id":"UgwL3C_9YxLMoDJ1bcF4AaABAg","content_type":"comment","title":null,"body_preview":"They need to go ahead and tell the truth about why it didn’t work","author":"@donaldhambrick3351","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"292c4c12-72db-41ba-9059-c76e671031ea","source":"youtube","source_id":"UgyU_2rX2H8US35nz954AaABAg","content_type":"comment","title":null,"body_preview":"WHO GIVESXA FCK. SHES STILL GUILTY AND SHOULD BE EXECUTED...SHE IS GETTING OFF FAR BETTER THAN HER VICTIMS...!!!  PUBLIC HANGING GETS MY VOTE...!!","author":"@kirkmchenry6251","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"395adcd0-505c-4980-b9df-e76adf3f35d2","source":"youtube","source_id":"Ugwu-tQZTr5gxMIStwV4AaABAg","content_type":"comment","title":null,"body_preview":"El mismo demonio!👿...aunque yo pienso,que las inyecciones estaban trucadas,solo era líquido camuflado,alguien desde dentro ha querido que no muera la asesina...el amor es tremendo,y ella parece una pe","author":"@lolipachecomartin6278","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","personal_opinion_marker"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"5c15c7ac-1d32-4b0c-84a8-ed2fd1c18eca","source":"youtube","source_id":"Ugwn9hUlxCJttojABPJ4AaABAg","content_type":"comment","title":null,"body_preview":"When a state starts committing murder itself, it simply shows that the country is uncivilized and on the same level as dictatorships around the world. It would have been enough to keep them in prison ","author":"@christianwatzek9745","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"e91a6d42-93f1-47f3-b919-a18d0bc45a9d","source":"youtube","source_id":"Ugz08OrK3xIFyBzbZMR4AaABAg","content_type":"comment","title":null,"body_preview":"That means only one Thing: Neither God nor Lucifer want her.","author":"@deadpoolguy283","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"5cd4b5bb-b860-48d8-ac9e-d94e93787051","source":"youtube","source_id":"UgwOiMiEO6QR8u66R794AaABAg","content_type":"comment","title":null,"body_preview":"HUH?😮😳 They had 1 Job to do?😮😳\n\nIt's like If the 007 movie titles could ask; \"View to a kill\" then save \"The Living Daylights\" only to \"Die Another Day\"?😳 \n\nHaven't we seen a movie similar to this, wh","author":"@wilson5377","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"af4878f5-09cb-4509-930e-16916d3ea5ef","source":"youtube","source_id":"UgxQjjFCiXzU_5YzTOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Cannot convince me that this failure was deliberate! She had an all-female execution squad, maybe they were hormonal like Lindsay Clancy?","author":"@Tom-ud5so","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"6ccff1e8-cb00-4678-9b20-e7f6f5a2bfa6","source":"youtube","source_id":"vJ5IYZAMbU8","content_type":"post","title":"Christa Pike treated at hospital after failed execution in Tennessee","body_preview":"Christa Pike is receiving medical treatment at a hospital following a botched execution attempt in Tennessee, her attorneys report. The governor has ordered a comprehensive third-party review into wha","author":"NewsChannel 5","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vJ5IYZAMbU8"},{"id":"cf05105f-f19c-45bc-840a-223d5fc92aad","source":"youtube","source_id":"yP9wGEo3NqI","content_type":"post","title":"Brooks and Atkins Stohr on GOP vulnerabilities in the midterms","body_preview":"David Brooks of The Atlantic and Kimberly Atkins Stohr of The Boston Globe join Geoff Bennett to discuss the week in politics, including President Trump hitting the campaign trail in a string of relia","author":"PBS NewsHour","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.37533416036270156,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yP9wGEo3NqI"},{"id":"c394af2c-fc9d-42e2-bc3b-595ab3e9476e","source":"youtube","source_id":"UgxghWsaOFXf7tWgKlZ4AaABAg","content_type":"comment","title":null,"body_preview":"American Indian here.\nThese stories are far too common. To those wanting to do harm to my brothers & sisters, \n~ that wind feel on your neck, it wont be wind! ~\nA'ho","author":"@Off-The-X","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"ab35f50b-28d6-4f70-880c-ca49e4ec1645","source":"youtube","source_id":"UgxJBoWlQApLF7VTWup4AaABAg","content_type":"comment","title":null,"body_preview":"Decades later and has the same shoes?  WTF?  Oh nevermind is a deceased.  I thought they found him alive living somewhere else with amnesia.","author":"@MbisonBalrog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"c15778ab-d8ac-43fc-ba52-f219267649f0","source":"youtube","source_id":"UgyPlLBH-YyjzcQZsb14AaABAg","content_type":"comment","title":null,"body_preview":"Well I guess authorities should now include pictures of clothing in found victims cases.  Victims families from across the country should be available to view.  A National data base with all the infor","author":"@pattiwhite9575","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"999370c6-d8ac-4177-9045-8501dc0b9978","source":"youtube","source_id":"UgxlOvnHfw2iYKlFB0J4AaABAg","content_type":"comment","title":null,"body_preview":"Does anyone know if it was an accident? Or foul play? It's wonderful they can bring his body home, but it's heartbreaking not knowing what happened.","author":"@MamaEssTen","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"167cb2f7-3c62-4641-9d7c-82f3ff6f78a3","source":"youtube","source_id":"UgypbYaBnrqJwdnfswB4AaABAg","content_type":"comment","title":null,"body_preview":"We still don't know if he had an accident in the river, or this was a homicide.  So sad, either way.","author":"@Patricia-p7v3f","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"495cb818-04cd-435b-94eb-5de5480a64ba","source":"youtube","source_id":"Ugz7LRAwsx22rxFMEa94AaABAg","content_type":"comment","title":null,"body_preview":"I am praying they will now get answers what happened to him. But for now, I am glad they have closure having his remains. 🙏","author":"@n.b1434","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"5847e378-5600-4394-b505-21ab47e8ac6f","source":"youtube","source_id":"Ugyx_C-PLka8oFJD-u54AaABAg","content_type":"comment","title":null,"body_preview":"I hope we find out what happened to this young man from CA's Pit River Tribe😔","author":"@Cablecol","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"fd50cf37-20fa-41d9-9914-3b5e1b0a0dd8","source":"youtube","source_id":"UgyBdU8vsraviWhgo_94AaABAg","content_type":"comment","title":null,"body_preview":"I was thinking he'd be found as a middle-aged man with severe amnesia who was still wearing his old shoes :(","author":"@austindarshin6020","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"da7cb552-d95e-4d33-8380-163902c74d2e","source":"youtube","source_id":"Ugyhsvl-LyN7ZJjeSYx4AaABAg","content_type":"comment","title":null,"body_preview":"That’s really sad. Now they have to find out how he died? And who did it?","author":"@candylicious3024","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"8f2aa3a4-4f7d-4dd1-84f2-ce4699eed1ea","source":"youtube","source_id":"Ugz2YAWhfPHjw1ajleR4AaABAg","content_type":"comment","title":null,"body_preview":"But what happened to him? Was he murdered? Did he have a seizure? Was He hit by a car?","author":"@CHGOBEARS34","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"67970770-ad69-475e-bcba-597f02e436f3","source":"youtube","source_id":"UgzFlknRmchVnRF1RJJ4AaABAg","content_type":"comment","title":null,"body_preview":"So we're putting in the extra effort for status Indians but too bad for the rest of you who lose children??","author":"@bjohnston3659","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"167a5119-58e3-40dd-9d50-e1b19a96c6fd","source":"youtube","source_id":"UgwFfuL6KB-mSrjsE_x4AaABAg","content_type":"comment","title":null,"body_preview":"Did he drown? Was there foul play? I guess we're suppose to know.","author":"@ineztardiff2730","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"4a7b231b-b82c-4f77-8392-b424bf9a2c0f","source":"youtube","source_id":"UgzyyDpkuE0NibWWHXx4AaABAg","content_type":"comment","title":null,"body_preview":"Take pictures of all the good jewelry you buy. In case of theft or mugging.","author":"@alissagonzales735","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"8af139dd-c3a5-4013-9545-46e64b4b31d9","source":"youtube","source_id":"Ugx_DNORQluZK7W5AzR4AaABAg","content_type":"comment","title":null,"body_preview":"Sorry for the family, who must have wondered about this for 40 years. Now the question raises again: What happened?","author":"@eenzaakvanliefde1969","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"2618cb7f-fa9e-4724-aa92-a0a03f864675","source":"youtube","source_id":"Ugwv-oYyTWx_abyz86J4AaABAg","content_type":"comment","title":null,"body_preview":"Did they ever find out who took his life? All lives matter. I am just thankful for our future  to be able to use DNA  to help identify and solve crimes. I just think DNA should be taken at birth.","author":"@TinaHarrison-i3b","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"96d2bffc-3a24-4ad0-b4ac-0a2ef3e15088","source":"youtube","source_id":"UgzDtvfnm3X77pjaq-B4AaABAg","content_type":"comment","title":null,"body_preview":"So sorry it had such a sad outcome for the family, but at least now he can be laid to rest in peace. The worst thing is not knowing and getting closure is a help. My thoughts and prayers for your grie","author":"@AndreaONeill-v5r","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"4d5b74db-1511-46ed-a3bd-85a9457ea4b2","source":"youtube","source_id":"UgwzwMG6LF6ICfkNjGN4AaABAg","content_type":"comment","title":null,"body_preview":"\"A woman\"? You mean his mother? \n\nTitle is very disrespectful","author":"@XxsteamerxX","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"93bb8167-d287-43a3-a0dd-e0674c2afe95","source":"youtube","source_id":"Ugyrmg--Y-tBc_nivLd4AaABAg","content_type":"comment","title":null,"body_preview":"Wow, that is very sad. I hope he didn’t get killed. May he rest in peace and Prayers to Family and Friends, and also good samaritans.","author":"@DavidHenderson-w5h","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"a8f5e2e4-d31a-44a5-b2f7-b16ac4214464","source":"youtube","source_id":"UgychXyj-jC6jNeUo9V4AaABAg","content_type":"comment","title":null,"body_preview":"But what happened to him?! May he rest in peace. Hopefully this brought the family some peace as well.","author":"@AdrienneCM10","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"09e65d3a-7299-4e81-acf4-812090416e15","source":"youtube","source_id":"YSmuPnAzEOo","content_type":"post","title":"He disappeared at 19. Decades later, a woman recognized his shoes and helped give him his name back","body_preview":"James Homer Wright, a member of the Pit River Tribe, disappeared in 1988. His remains were discovered along the Sacramento River in 1990.","author":"KHOU 11","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YSmuPnAzEOo"},{"id":"f64e2efe-5ccb-4e4f-8ab1-a4a48c7997fe","source":"youtube","source_id":"UgxrM_QvTRfN5Etsvz14AaABAg","content_type":"comment","title":null,"body_preview":"Bacerra is a idiot like the rest of his current office. They want the wealthy to build housing on their dime but tax the crap out of them. Way to use other peoples mo ey without incentives. No busines","author":"@DocHolidayDAenablerteams","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"9111f1c5-3391-4318-b91c-71c69347209d","source":"youtube","source_id":"UgyitKIBGJ8IHOJzZ454AaABAg","content_type":"comment","title":null,"body_preview":"The Dems want to bankrupt CA and have us have $10 gas.  We want to stop, commies!  Stop robbing our earnings for your climate lie!","author":"@karenedeling3334","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"d9be74d3-8734-40e0-995f-54ccf5510599","source":"youtube","source_id":"UgxcOIKNHhdH62qwxDt4AaABAg","content_type":"comment","title":null,"body_preview":"Omg! I counted on the transcript that Becerra blamed and named Donald Trump about 39 times! In an hour. 😂😂 this is ridiculous.  All of California fails is because of Donald Trump even though Becerra h","author":"@jazzettescreations","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"d9db4e71-2964-4f05-a100-27241f9034c6","source":"youtube","source_id":"UgxrJewG7YGCdBcvCKZ4AaABAg","content_type":"comment","title":null,"body_preview":"CNN is disgusting.  They are just a cover for the idiot, Becerra.   Dems caused every mess and another career Dem is going to fix it!  Liar, liar, liar.  Why did not anyone know of this debate, CNN?","author":"@karenedeling3334","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"b3bb1f5d-429a-4d3a-b61d-43e79a2e3948","source":"youtube","source_id":"Ugx10Z3tpHrSvPlgupN4AaABAg","content_type":"comment","title":null,"body_preview":"What the dumb Dems haven't figured out is that wealthy people have options. They all own multiple houses. All they have to do is make their ski \"cabin\" on the Nevada side of Lake Tahoe their permanent","author":"@phoebeintheforest","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.42463617463617453,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"eaa50e83-ef21-4d7f-9cda-e1d5bba2145e","source":"youtube","source_id":"Ugz9zFFbIrrHl45CTc54AaABAg","content_type":"comment","title":null,"body_preview":"why should my tax dollars go to pther ppl housing and healthcare","author":"@Mooglehulk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"08d4c05f-a47a-487b-9b3f-cfcdfec6407b","source":"youtube","source_id":"UgygcoEhIAKqcrmES4B4AaABAg","content_type":"comment","title":null,"body_preview":"We are educating Mexico's and Central American's children. They come from non-English speaking homes so of course they are behind when they enter school. We also need to get back to basics, like Missi","author":"@phoebeintheforest","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","template_phrases"],"bot_score":0.42463617463617453,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"ea1f9831-daa8-4259-97b5-e08995ec0130","source":"youtube","source_id":"Ugzl8oOHDPltmsC4RnB4AaABAg","content_type":"comment","title":null,"body_preview":"I honestly didn’t even know this debate was happening, but it raises an important question about the direction of California. To me, California is a state that needs something fundamentally different.","author":"@splenzid","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"25324d1a-64e9-44ae-8fe1-844f1746cbbb","source":"youtube","source_id":"UgyJCr0XYXsYbEHepMl4AaABAg","content_type":"comment","title":null,"body_preview":"becerra is protecting illegal immigrants .... why tis person is voted as atty general. it is not appropriate job for him. Hes wa voted by illegals is the only way he is in position, not by Legal Calif","author":"@Mmjjap","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"7e05f634-fa4a-4b97-bac4-91f107891df5","source":"youtube","source_id":"UgxpC_wg1Rn8moF6Od14AaABAg","content_type":"comment","title":null,"body_preview":"Becerra seems constitutionally incapable of answering a question without throwing out \"Trump\", regardless of whether the issue has anything to do with Trump or the federal government in general. The o","author":"@blakerichardson900","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"db9d401c-7183-4db6-af41-d84d6e406a62","source":"youtube","source_id":"UgwLPdKxNemM8phWWsx4AaABAg","content_type":"comment","title":null,"body_preview":"Nobody cares about your opinion on the president, or who the president is…. as governor what are YOU going to do to benefit our state?","author":"@EBTROUBLE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"b6e92025-fd42-4498-a49c-1b5d6330ffdc","source":"youtube","source_id":"UgyvLZMjHlenZJQvzBJ4AaABAg","content_type":"comment","title":null,"body_preview":"wtf .. who put the kids on cages was obama, what the hell is Mr. Trump talking about i mean  Mr. Bercerra talking about","author":"@aaronmora3136","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"6682a1b4-09f0-48cc-b9f4-0f28f31052b6","source":"youtube","source_id":"UgwDenuIqXYPdn23T-d4AaABAg","content_type":"comment","title":null,"body_preview":"Becc\n\n\n\n\n\nBecerra and Taper LOVE each other!  They kiss","author":"@Jon-q7o","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"8ae666c5-dcd0-4715-a076-0cd56f1a14dc","source":"youtube","source_id":"UgwgqUpuz5ceAR7oz8R4AaABAg","content_type":"comment","title":null,"body_preview":"Unbelievable now Becerra is going to fix everything, why he didn't before being sixteen years in public office , this crook is lying to his teeth , TIME TO TRY THE OTHER SIDE .","author":"@amandayoutube342","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"ed63f4ef-3f43-41ba-a4eb-14c4778832fd","source":"youtube","source_id":"Ugz7BfkSATtTiO6AFyN4AaABAg","content_type":"comment","title":null,"body_preview":"Well Bacerra revealed himself as another smug, self righteous, disconnected, elitist, snarky, amnesia-riddled, Trump focused, turd Democrat. Gosh, his \"pride\" about his HHS work moving kids out of the","author":"@lfunk9867","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"56edd87f-b151-4f7a-8499-77314284f2a5","source":"youtube","source_id":"UgxVkbzDkeCkavzDvMZ4AaABAg","content_type":"comment","title":null,"body_preview":"Well I rather have Hilton to purge this state of obvious corruption. Becerra and his crony, CA Democrats needs to kicked out. They’re in power currently and for years, just see the results right now\n\n","author":"@bobbyhill5067","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"9322e0ac-7769-4584-880a-1e17abc7995e","source":"youtube","source_id":"UgwVNEjjR97mheNnrCd4AaABAg","content_type":"comment","title":null,"body_preview":"19:13 damn this dude just hit it right on the nail.🎉🎉🎉🎉","author":"@Wonderingluca","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"c959de21-6392-4c79-ae80-15ba9a027263","source":"youtube","source_id":"UgxuetsuK3HBdqb-oR14AaABAg","content_type":"comment","title":null,"body_preview":"It is funny, everytime hilton makes an undeniable point, cnn , moves on.... make the dem answer the queations.....","author":"@gregbreaux3179","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.39033042107337573,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"6cc69ff9-9e33-4acd-b20b-3acf6623b493","source":"youtube","source_id":"-jlCBgtxwRw","content_type":"post","title":"California’s Big Governor Debate: Becerra Vs Hilton Clash Over Trump, Taxes & Cost Of Living| CNN","body_preview":"California’s governor race takes centre stage as Democrat Xavier Becerra and Republican Steve Hilton face off in the only scheduled televised debate of the 2026 campaign.\n\nThe CNN debate saw the candi","author":"CNN-News18","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-jlCBgtxwRw"},{"id":"794ca7ad-4cc6-4790-a7f6-4b815e4d8880","source":"youtube","source_id":"UgyrscyuAVUCvryGviR4AaABAg","content_type":"comment","title":null,"body_preview":"Baldwin lake is all? No town or state? And if that's not bad enough, you don't even know what kind of fish it is. Is this a parody news outlet, or is the punchline that they actually take themselves s","author":"@1chuck23","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"51782dfe-2b0f-4bea-b20b-10df97ee6cec","source":"youtube","source_id":"Ugw_NOyJYatTigjnP1p4AaABAg","content_type":"comment","title":null,"body_preview":"Not a red bellied or a black pirahana, so it must be a Pacu.\nThe fish with 'human' teeth.","author":"@Marconius-SPQR","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"6eb8c045-a835-4c05-9332-ce9d760081c4","source":"youtube","source_id":"Ugz54kjMft14NgaqNZZ4AaABAg","content_type":"comment","title":null,"body_preview":"Put up warning signs will be next. I wonder if they are editable.","author":"@RobertStewart-e7l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"83e17db9-067a-451e-a216-aa8fb79178dc","source":"youtube","source_id":"Ugwe8T0w4tsjwGFslaV4AaABAg","content_type":"comment","title":null,"body_preview":"They have been there since 1994, I used to fish that lake all the time.","author":"@HerbGodbey","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"3b8e13be-c1c5-42cf-9d5b-8865f16d2d23","source":"youtube","source_id":"UgxbOzvz3DEqoMTL_r94AaABAg","content_type":"comment","title":null,"body_preview":"HATE TO BREAK THE FAKE NEWS NONSENSE. BUT THAT BOOMER GOT IT WRONG. THAT IS A PACU, ALSO FROM THE AMAZON, AND LEGAL TO BUY IN STORES EVERYWHERE. THEY EAT MEAT, FISH, BUT MOSTLY PLANTS. THEIR TEETH ARE","author":"@cobracommander01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"7afead0f-0482-474b-bce4-40fe5a3c4198","source":"youtube","source_id":"Ugyv_rd8iMLAefsKhs54AaABAg","content_type":"comment","title":null,"body_preview":"Throw a piece of meat in the lake and will disappear within seconds😂\nHaving said that... Throw your mother in law in it when necessary😂","author":"@onnostomp7138","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"c1de3a8f-83ef-42e3-b7cb-39e17c488b2f","source":"youtube","source_id":"UgxwMBfXEPSE_KEhOzt4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine when they research clearlake ca i know of multiple people that dropped alligator and crocs there and piranas","author":"@Hawkeye-c7f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"26558953-ce7e-4871-80e5-95ca7f91b58a","source":"youtube","source_id":"UgzsN_gZqk4ib42w4lF4AaABAg","content_type":"comment","title":null,"body_preview":"Did that reporter say , When the newness wears off?  What the heck is a newness.🤣🤣🤣","author":"@jackphilippon8406","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"2387f667-f859-4fec-9fad-b641e2ee3c24","source":"youtube","source_id":"Ugxp4kLqWCLhR94C2kx4AaABAg","content_type":"comment","title":null,"body_preview":"its a Pacu... not a Pirahna.  good grief people.  lol","author":"@todaysfishingadventure","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"0c0045ce-ca42-4ce2-a74f-c3c7090cac08","source":"youtube","source_id":"E0Rjh2D3cqk","content_type":"post","title":"Saturday Throwback: Angler reels in piranha from local lake","body_preview":"In today's Saturday Throwback, an angler gets a ferocious surprise after reeling in a piranha from a local lake\r\n\r\nFor more Local News from KMOV: https://www.firstalert4.com/\r\nFor more YouTube Content","author":"KMOV St. Louis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E0Rjh2D3cqk"},{"id":"a7b93839-3389-4546-9dbb-d27172767616","source":"youtube","source_id":"UgxLhX3SwoUBCXSCsDp4AaABAg","content_type":"comment","title":null,"body_preview":"Talk about being born in the wrong time. If she was born now and as a minority, she'd have a GoFundMe for 1M and be living large.","author":"@Merido","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"b212efcf-b160-4cc5-8fb4-87c97b01cbb9","source":"youtube","source_id":"UgxLmPZ-qbiSQ0HuTaZ4AaABAg","content_type":"comment","title":null,"body_preview":"Масса жаждит крови. Человек уже изолирован,никакой опасности не представляет. Люди не поменяются и за следующие 10000 лет.....","author":"@sabinaarudaka3783","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"1dfa2e1b-2b26-4c73-8378-82230048e6d9","source":"youtube","source_id":"UgxHQzVUcIOdEC1jAul4AaABAg","content_type":"comment","title":null,"body_preview":"this is america's hypocrisy and stupidity. If this happen in China, she would have been executed in 1-2 year after the crime. And of course this is how a person like trump can become president. Americ","author":"@2Ownagetime","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"0a33bd98-da99-42a0-b907-dc4f064df896","source":"youtube","source_id":"UgwDfJycGbtpVDXIpad4AaABAg","content_type":"comment","title":null,"body_preview":"Salam what about she will just pay enough blood money? 5x salat Tayo Nauzubillah shukran","author":"@AbdulMamadsual","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"056c9fb4-3b7c-40b3-b9af-498ccbf40895","source":"youtube","source_id":"UgwYjn8-nP1lFpMGOzh4AaABAg","content_type":"comment","title":null,"body_preview":"I know I’m an old dumb country boy but seems like these “pharmaceutical companies” can’t make a concoction that will kill a POS that needs to leave this world but we have hundreds of thousands dying f","author":"@Clmacx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"7294864f-984e-4b58-9ccb-a1ee459504da","source":"youtube","source_id":"UgzjuwG_p_3kYxyJMRt4AaABAg","content_type":"comment","title":null,"body_preview":"All women execution team 😂 did she expect that to go well?\n\nIm jk im jk","author":"@Ισοκράτημα","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"9f2e06df-c31a-4477-b420-2d8a01e85b4d","source":"youtube","source_id":"UgytGcyqDTE5L6ll5xR4AaABAg","content_type":"comment","title":null,"body_preview":"“I don’t deserve to die” after killing her victim… 🙄yeah you learned something alright","author":"@Ccjl-m8h","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"78194937-64b2-436a-95aa-e128b8e9772a","source":"youtube","source_id":"Ugxh5ZFiAecfN4I626h4AaABAg","content_type":"comment","title":null,"body_preview":"I just realized when someone goes to prison in their teens and ends up spending 30 years behind bars, they may be 50 years old by the time they get out. Their face may be covered with wrinkles, their ","author":"@CLKL23-v8j","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"bdd9f6c4-2467-44ce-8dbb-512b23506f3b","source":"youtube","source_id":"Ugwj_vCQHrS5jLQ8Uvt4AaABAg","content_type":"comment","title":null,"body_preview":"Satan: No!!!! Don't let her die and descend here, she will kll me!!!!\nGrim reaper: Nope! Not me! I'm on leave!\nPurgatory demon king: No!! She will take my throne!","author":"@CriticalBash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"bc8f4174-e6d5-4ec6-bf9e-a185aac093bb","source":"youtube","source_id":"UgwyFoWmB4RRQ37rjj94AaABAg","content_type":"comment","title":null,"body_preview":"Virtually all the reactions to the failed execution show that most people here live exclusively by the Old Testament. It’s remarkable that U.S. citizens, who are so fond of Jesus, understand his messa","author":"@grewdpastor","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"8c726117-9b97-44eb-8656-442c738f351b","source":"youtube","source_id":"UgwlMseE9W8Qstl_xe54AaABAg","content_type":"comment","title":null,"body_preview":"Really it’s a joke serial killers just doing fine  living it up \nPeople support the Alaskan Avenger","author":"@DavidTucker-mq8sq","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"c0332e5c-7dfd-4fac-b97a-7f77a7bd2ed3","source":"youtube","source_id":"UgyLKKUdPy-h3RviCmp4AaABAg","content_type":"comment","title":null,"body_preview":"Con tutti i soldati che hanno ucciso e violentato e sono a piede libero, liberamente giustificati, dopo 40'anni una persona mentalmente sana avrebbe anche compreso l'enorme sbaglio.","author":"@Bicio-ux4fo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"0cf642e5-3656-4c93-aae2-8909d0ab0f4b","source":"youtube","source_id":"UgwElDrp0r8GlAZ7oiF4AaABAg","content_type":"comment","title":null,"body_preview":"Lol ,she requested , so yeah not going to fill the request . Lol, snivel rights for all murderers then?  😂😂😂😂😂","author":"@Drum1965","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"c6018d18-9424-41df-8fb2-59c503223e31","source":"youtube","source_id":"UgyJ_SX3WOt8ny3u8sJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why don't they just hand over the condemmed to ICE agents","author":"@issanmike1","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"024f3ec1-568c-48ee-9976-c5c9279aabba","source":"youtube","source_id":"UgwJ8rS19prOpI06UgR4AaABAg","content_type":"comment","title":null,"body_preview":"Once a society has decided on Capital Punishment - why then reduce the deterrent by making it more \"humane\" ?\nDidn't US states used to use firing squads, hanging and electric chairs - all more reliabl","author":"@dan63uk","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","historical_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"5ecd07da-5c23-4a18-a960-2069b8d40f4f","source":"youtube","source_id":"UgxoBVrgeDnvwWtOVnB4AaABAg","content_type":"comment","title":null,"body_preview":"life and death sentence for teenage rage murder drama yet here we have to still debate and possibly let a mom who murdered her 3 kids go free because of insanity clause ? Justice system is insane.","author":"@nr12345","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"f053986a-11c6-45da-8c97-74f6075368e4","source":"youtube","source_id":"Ugx4rO-VdOlXztqyxTd4AaABAg","content_type":"comment","title":null,"body_preview":"anti christ usa govt will kill her tonight earning sin god is watching thi practice of capital punishment is very inhuman ad insane usa death and parole system have bipolar disorder tats y such dreadf","author":"@Muzikseviyorum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"ada5a5fd-f2b1-4331-a2f2-bd05e20bf414","source":"youtube","source_id":"UgyJULK6zbgb74N6YuV4AaABAg","content_type":"comment","title":null,"body_preview":"system is playing spiritual plitics with her and the death rw inmates not she dont misguide","author":"@Muzikseviyorum","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"514dfa1b-9731-4b8a-aa52-6285176a352c","source":"youtube","source_id":"UgxZufAPkgGx6P5l-cx4AaABAg","content_type":"comment","title":null,"body_preview":"Question- if it was wrong for Christa to kill her classmate, why isn’t it also wrong for the state to kill her?","author":"@irenemcintosh8351","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"6689032b-9eb9-4bc3-97b1-a15f7423c697","source":"youtube","source_id":"UgzOdW3RsO7MEb2I7iF4AaABAg","content_type":"comment","title":null,"body_preview":"disgusting, her last will is to spend the 20 dollars for a meal for homeless people! All good christians here, if you read all these hateful comments you realize how sick the american society is.","author":"@mauricemattern3692","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"d6bd01d9-3690-4aa0-98cc-c69039ecdb87","source":"youtube","source_id":"Ugy85R7JJI2mVstJbNh4AaABAg","content_type":"comment","title":null,"body_preview":"And they botched it. Hilarious! Maybe you should've requested the most competent execution team?","author":"@redlt194","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"9408d4c2-9de4-4a6b-b12d-1289d5d5efee","source":"youtube","source_id":"Ugy77VV0hQwu-XPlTBV4AaABAg","content_type":"comment","title":null,"body_preview":"Professional games player. Thought she could stall the whole thing by asking for firing squad or hanging when she knew her state didn't do it. Didn't ask for the chair though did she? The other method","author":"@masqnerade","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"d5844b8e-b6a8-42b0-b0a6-4024e6b19c6b","source":"youtube","source_id":"McRe8jtagNk","content_type":"post","title":"Christa Pike Has One Last Request Before Execution By Lethal Injection","body_preview":"In 1995, when Christa Pike was 18 years old, she murdered fellow student Colleen Slemmer with a box cutter. Tomorrow, Pike is scheduled to be executed by lethal injection in Tennessee. She would be th","author":"Inside Edition","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=McRe8jtagNk"},{"id":"2402939b-5635-4a0d-82a0-ae8b6b055da9","source":"youtube","source_id":"Ugw9o8P8EbAakApzt_t4AaABAg","content_type":"comment","title":null,"body_preview":"Why didn’t they just hire an abortionist to do this?\n\nOr maybe one of those assisted suicide doctors ?\n\nLike, it took Lindsey Clancy about 18 minutes to dispatch three human beings.\n\nThat’s the govern","author":"@slickdunque8525","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"cefdb9ea-a64d-4826-b2f5-a48309bc73d1","source":"youtube","source_id":"UgwdWLf8NkEn0tvqvax4AaABAg","content_type":"comment","title":null,"body_preview":"That's one way to beat the reaper! When did we stop using bullets to finish the job?","author":"@onelonederanger","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"281e441b-66c9-466b-83c3-01fe3de9918a","source":"youtube","source_id":"UgxoSEo88Fp1xllfEGl4AaABAg","content_type":"comment","title":null,"body_preview":"They didn't give her any lethal doses. Whatsoever, they shot saline water into her","author":"@alanmendoza1921","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"2a0b00c3-ec6e-4e3e-9934-20c4f9f2ee4b","source":"youtube","source_id":"UgzuzDMd1UTot1L_bT54AaABAg","content_type":"comment","title":null,"body_preview":"They should use that cattle thing from No Country For No Men; quick, efficient, humane.","author":"@thenerdbeast7375","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"06c9e361-c210-4b58-beed-4b52c8eec0f5","source":"youtube","source_id":"UgzEnmKNLHkhMeb1WNN4AaABAg","content_type":"comment","title":null,"body_preview":"Wasn't there a man with a gun around? I'm very confused...","author":"@tartarsauce5250","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"573f0fc1-49ad-449a-a6b7-6deefa2ff78f","source":"youtube","source_id":"UgzenELo5QcLu-Y49hd4AaABAg","content_type":"comment","title":null,"body_preview":"Terrible news.  Good advert for bringing back hanging or axe","author":"@mrsmith7939","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"937fe7ff-0830-4f87-9f5a-f7e42425fb8f","source":"youtube","source_id":"UgwpiieoRn2KaSc2WiB4AaABAg","content_type":"comment","title":null,"body_preview":"Only a Gen Xer could survive not just one but two lethal injections","author":"@Ashyn-n2r","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"dee25658-4bbb-4ada-bed0-e4829db8a996","source":"youtube","source_id":"UgzFQtqXKY896D_I8AB4AaABAg","content_type":"comment","title":null,"body_preview":"...and then they took her to a hospital in an effort to save her. \nExcuse me, but wasn't she supposed to die? \nWasn't that the intent?\nSTUPIDITY IS INDEED, THE REAL PANDEMIC\n*FFS*","author":"@patrickbodine1300","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"c154bb9e-8061-4b41-a34e-81756ed2cc75","source":"youtube","source_id":"UgzEwpGibiMDZatFpP14AaABAg","content_type":"comment","title":null,"body_preview":"Look by Man’s law that person should be executed not my place to judge……. But if The Almighty See fit to keep them from that Demise Then 2TWICE then u better know that there is a bigger plan than man’","author":"@gunnyusmc89","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"d5050594-ad01-4942-9ccd-eba22cfeb88e","source":"youtube","source_id":"UgzuqwBT9KYSYlqn9-x4AaABAg","content_type":"comment","title":null,"body_preview":"If she gets life in prison, dies then come back is she freed?","author":"@ShotByCh1no","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"bdfd0386-c13a-4af2-8c69-7bfb20af92e2","source":"youtube","source_id":"UgyGd9kG9nNxBAYgy3J4AaABAg","content_type":"comment","title":null,"body_preview":"You know who’s not alive.? The girl who she killed so go ahead and try something different.","author":"@EmCoolz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"4aff33cc-d163-43d8-8907-416b31f09766","source":"youtube","source_id":"UgzRi5E0o1QDcWYg9aF4AaABAg","content_type":"comment","title":null,"body_preview":"I don't believe in god but could this  be an Act OF GOD Think about just for a moment","author":"@JRiberts","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"d3b4b46e-7bd9-47e6-963b-1128c1164047","source":"youtube","source_id":"N3C6fbJO31E","content_type":"post","title":"Death row inmate SURVIVES execution attempt in WILD TWIST #shorts","body_preview":"Death row inmate Christa Pike survived Tennessee's attempt to execute her after she received two doses of lethal injections. #foxnews #news #us #fox\n\nDon’t just watch Fox News—be part of it. Become a ","author":"Fox News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","human_created_source_material"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N3C6fbJO31E"},{"id":"f72b0e37-639b-45f5-9f9e-b9b0fcffe1ff","source":"youtube","source_id":"UgzUzinlO3k7CPhqJMV4AaABAg","content_type":"comment","title":null,"body_preview":"“We never thought Texas would go blue”. I am 71 and born in Texas and grew up when Texas was blue. So my friends…","author":"@janaka861","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"8d1b3518-5c6b-498f-8321-47d34fe20179","source":"youtube","source_id":"UgyJ81zkbV-mjMGYfZR4AaABAg","content_type":"comment","title":null,"body_preview":"Forget 'blue no matter who' as there are 'red till I'm dead' on the other side! Paxton does not DESERVE anyone's vote as he's a criminal and scumbag! Make a real informed choice wherever  you are that","author":"@samthompson2980","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","synthetic_empathy"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"7ff8ec76-7b56-405c-88d0-d5d5ac0e7738","source":"youtube","source_id":"UgyhMcZcTHaGwMcik_B4AaABAg","content_type":"comment","title":null,"body_preview":"Excellent point made about the turn out. My feeling most voters are fed up with the MAGA nonsense and exhausted by the current president. They will be more motivated  to vote this midterm.","author":"@BrianF64","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"06031f24-9b23-4f28-8c22-eae1bb63967c","source":"youtube","source_id":"UgxDdMlcVoyu5EfufOp4AaABAg","content_type":"comment","title":null,"body_preview":"Read the comments and hear the anger, see the hate, and know that people really are done, they are exhausted and ready to rip they're ears off if they have to listen to the the giant orange blobs voic","author":"@LisaAerts","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"939c6293-370c-451e-9bab-3be2f54d6026","source":"youtube","source_id":"UgykdsA_y90V8ypswM14AaABAg","content_type":"comment","title":null,"body_preview":"As much as I am heartened at times, it’s still basically a win-or-lose proposition. “Moral” victories where “we nearly won this time” versus the typical “we got blown out again” is STILL a loss - only","author":"@EugeneHubbard-w5i","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"b969a796-0373-42d7-ade1-7be230f81c6c","source":"youtube","source_id":"UgxV3hMH83vylruPNaF4AaABAg","content_type":"comment","title":null,"body_preview":"At this point in the election cycle, if either Trump or Vance shows up in a district, it's actually good news for Democrats.  They have NOTHING to say to voters about what they've done that is to the ","author":"@twirlingswirlinggirl","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"ef4a721d-8168-4789-a4e5-ccab486d2745","source":"youtube","source_id":"UgxjmUsMddT-sD685qB4AaABAg","content_type":"comment","title":null,"body_preview":"As a Dem... This story isn't going to sell 😢 Just blaming Trump is only going to ensure Republican control.❤","author":"@DavidBoyd-z5z9t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"3c36fb8b-9203-444c-a411-4d840194238d","source":"youtube","source_id":"Ugzz6Fkx4R0Pwc_z1UR4AaABAg","content_type":"comment","title":null,"body_preview":"Please stop using the word woke like it's  some funny joke. It was already disrespectful enough for MAGATs to take the term and twist its meaning.","author":"@NSmith71","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"a889274f-be94-4e90-8cc3-39296ec0d097","source":"youtube","source_id":"UgzKIoVwPIHhBKYNLV54AaABAg","content_type":"comment","title":null,"body_preview":"Circloid is smart-money infrastructure for people who understand the Bandwagon Acceleration Index.","author":"@JohnSterling5000","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"a5e5b28e-eb2b-421b-864b-5e2ea8220b17","source":"youtube","source_id":"UgyiZoPvwacemWIxLEd4AaABAg","content_type":"comment","title":null,"body_preview":"People continually overstate polling errors so much and it is so exasperating. God Almighty. They could be up 10 and you'd be waffling about how the Republicans might still be fine.","author":"@SamuraiFoochs","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"7b189b18-6666-4aea-91c5-8f62689ffa6a","source":"youtube","source_id":"UgzS-Us0CC5xEu67ZxF4AaABAg","content_type":"comment","title":null,"body_preview":"I don't care about the polls, I care about what we can do to counteract the clear, inevitable election interference that is coming from the White House. To talk about a \"blue wave\" without talking abo","author":"@SuperMatty512","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"221d54a8-2c6b-4926-82c7-9a04244ca74b","source":"youtube","source_id":"UgygI-HFMEfdGEcpcJx4AaABAg","content_type":"comment","title":null,"body_preview":"❤I'm just saying All the time how I rely on BULWARK for the Best perspective on ALL the Issues; I just love the Whole Team for helping keep me sane! Maga has made us All so mentally sicker 🤢!!!! The U","author":"@NoahStone-u4z","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"7dcd22c6-5a16-4876-9274-06e5dc25e93d","source":"youtube","source_id":"Ugx6_NTLTi5GILspvRt4AaABAg","content_type":"comment","title":null,"body_preview":"Diesel prices impact more than rural agriculture areas. What products make it to stores without diesel trucks and diesel/electric freight trains? Transport costs are way up and consumers ultimately pa","author":"@dlinked","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"b8351c55-0a00-4276-bfe8-c75d2f18d172","source":"youtube","source_id":"UgwkcMtE-y6mRMyrvJh4AaABAg","content_type":"comment","title":null,"body_preview":"The President who said he wanted to be the President of Peace renames the Department of Defence to Department of War 😢","author":"@stevebottle1501","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"a2932074-fe28-43ca-8596-472b6a3d93c5","source":"youtube","source_id":"UgyRDem9a0BjoJYaGsR4AaABAg","content_type":"comment","title":null,"body_preview":"Canadian here. Vote early! You don't know what this regime would do to stop or steal this election!","author":"@filetmignon23","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"c930cf38-4b60-4583-8f7e-824b1456f02f","source":"youtube","source_id":"UgyLXUaFAnYPTW23jw14AaABAg","content_type":"comment","title":null,"body_preview":"What \"October surprise\" will the Great Pumpkin spring on us? Free groceries for everyone? $2.00 gas? He'll have something up his sleeve. Or they just won't seat the new Dems in January.","author":"@mccoypm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"c413d90e-3f1a-467e-b5dd-e20ebff00fcb","source":"youtube","source_id":"UgzIc40e22ps3KIrIMp4AaABAg","content_type":"comment","title":null,"body_preview":"The inherent ugliness of the MAGA Republicans is finally starting to burn through.  It's time for a change!  Vote BLUE.","author":"@davidcrocker4276","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"97cacf27-4867-45af-8e53-119a7d27854c","source":"youtube","source_id":"UgzlOFBMdHGCj4D4Fnl4AaABAg","content_type":"comment","title":null,"body_preview":"Let's be real, just look at the margin of error. Most of these are basically a toss up. We need a huge turnout. Anything close will be litigated to death and then the Supreme Court will stop the recou","author":"@philippos5547","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"e716de38-3967-4a17-be35-e9a19b99494c","source":"youtube","source_id":"UgwiYwnFcPqYzSh_S6l4AaABAg","content_type":"comment","title":null,"body_preview":"Dems need to think more about building enthusiasm and momentum than projecting disappointment.","author":"@davecompton4174","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"b85607aa-5d4b-4310-b586-8c9f698869be","source":"youtube","source_id":"UgwhWV_e7O62MpiNjNd4AaABAg","content_type":"comment","title":null,"body_preview":"His PR problem is that people aren't buying his lies anymore as reality smacks them hard in the bank account. Isn't there a passage in the Haberman/Swan book where he says something about not knowing ","author":"@fu2419","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"c15758f4-7a0c-4b45-9f97-2df1d855a964","source":"youtube","source_id":"UgyHSZ82--QisBy1IQt4AaABAg","content_type":"comment","title":null,"body_preview":"How can you divorce someone for biblical reasons? Marriage is a covenant / sacrament with god and cannot be undone.","author":"@thomasreedy4751","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"1dc4cb9b-09ce-483f-813d-01819f126c17","source":"youtube","source_id":"UgyPufpLeeNW_1BgPT54AaABAg","content_type":"comment","title":null,"body_preview":"Catherine really has improved but still the weakest link,","author":"@ProtectDemocracyUS2UKRAINE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"202f4280-0f03-47cd-aad0-cc0c4068a334","source":"youtube","source_id":"UgzYcbbkveKpQRvLO2t4AaABAg","content_type":"comment","title":null,"body_preview":"People have had enough of Trump and MAGA.  Their votes will prove it.","author":"@maryswanson9982","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"0c7f202a-6433-4767-84df-461b4b16ae65","source":"youtube","source_id":"UgzdCJHm0xAYw_JWXRt4AaABAg","content_type":"comment","title":null,"body_preview":"Immigration being \"even\" in Texas as a border state is *HUUUGGGEEEE*","author":"@shortourt14","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"eb62a5c9-55db-4c13-9543-e29610c1d1cc","source":"youtube","source_id":"UgxNw4h9MUwYQsSoBQZ4AaABAg","content_type":"comment","title":null,"body_preview":"do not make a statemebt like “most respected poll” without specifying how they measured up in 2024","author":"@dragonchr15","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.35743524296541096,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"c544409b-23ca-426c-9b74-5d6ffd850af3","source":"youtube","source_id":"UgzrI-F292LBUvuq1qJ4AaABAg","content_type":"comment","title":null,"body_preview":"Take every pole you here with a grain of salt. Remember, you have to vote no matter what.","author":"@karenbachar5253","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"c829ba03-758a-430a-a809-f6b4751c6e73","source":"youtube","source_id":"UgySdcmdzx7X28QYW014AaABAg","content_type":"comment","title":null,"body_preview":"Data Centers are dangerous re the noise. They disrupt wildlife and depending on the distance, the noise causes headaches to fatigue.","author":"@Dbzzzzzzzz","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZmACWbh_Ags"},{"id":"ca6779b5-8a0a-44d8-9776-5c6c40037679","source":"youtube","source_id":"ZmACWbh_Ags","content_type":"post","title":"NYT/Siena Just Dropped a Bombshell Senate Poll","body_preview":"A bombshell New York Times/Siena poll shows Democrats running surprisingly strong across traditionally red states, including Texas, Alaska, Ohio, Iowa, and Kansas. 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Houston will have to play stellar champion defense to hold dallas back. We have to play middle of the road defense to stop Houston","author":"@3x739","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"dac424d4-479d-4371-9bfb-fcfb24019ee5","source":"youtube","source_id":"UgwMT8MJ5ZZaRUV4j0V4AaABAg","content_type":"comment","title":null,"body_preview":"Is it me or is this matchup always in Houston? Why the Texans never come to Dallas?","author":"@TimothySimmons-e8e6j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"e5491528-e184-47cc-8fa8-d3aeb6f1dfd0","source":"youtube","source_id":"UgxfrlprTcOcZJd0RFh4AaABAg","content_type":"comment","title":null,"body_preview":"Texans have a good defense And bad offense.  Cowboys have a decent offense and horrible defense.  Texans will win. Dak will choke","author":"@paulsorensen6643","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"8a0754b9-6d5d-4ffe-828c-95767cf23d8c","source":"youtube","source_id":"UgzDhBWO49p6eGcZHhl4AaABAg","content_type":"comment","title":null,"body_preview":"Where Drake Maye help?Where his running game? They asking Maye to be super man","author":"@Aaron-d6n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"558a62fb-667f-44ec-a270-9a322e1fab0c","source":"youtube","source_id":"UgzglzQOkshVYjtIKNx4AaABAg","content_type":"comment","title":null,"body_preview":"The Texans o line sucks and the cowboys d line is good ya Dallas will take this","author":"@mr_fusionz1232","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.553113553113553,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"ee73b88f-2157-42db-a838-923f66f6aa42","source":"youtube","source_id":"UgwSx7n75BuD5nHNg9R4AaABAg","content_type":"comment","title":null,"body_preview":"I'm looking forward to seeing the Texans get their first win when they throttle the Cowgirls.","author":"@KenSerpico5450","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"435048e4-9529-44f0-a46d-9e7504936084","source":"youtube","source_id":"UgyV07YaRxtkLUaYYuF4AaABAg","content_type":"comment","title":null,"body_preview":"Cowboys will never win an NFC championship never mind a Super Bowl with Dak as the starting QB. I've seen enough of this overpaid choke artist.","author":"@jdianov","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"57c85524-b741-46f0-b7b3-e18599d69f1f","source":"youtube","source_id":"UgwLtHOmDDg31ILATZV4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly if Houston finds a way to finish the games and make the plays there are there they can be 2-1, game 1 vs bills Lassiter drops a game sealing INT and end up losing the game on a TD pass for th","author":"@damiangomez6083","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"8b4ccf9e-81ba-47a7-95df-f81de211f653","source":"youtube","source_id":"UgwN71uLuJAKpQ_LU1V4AaABAg","content_type":"comment","title":null,"body_preview":"Ofcourse Texans have a weak defense the kind of teams dak always beats","author":"@naomibarrera4956","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"50757a15-6dfd-477a-999e-4651b616112e","source":"youtube","source_id":"Ugyvq7CD5J0Efbg_Uvl4AaABAg","content_type":"comment","title":null,"body_preview":"https://youtube.com/shorts/yHuFDohafqE?is=QDwwpjDV5fmWC37-","author":"@MRKNIGHT","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","lack_of_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"998e4eee-76b2-42e6-944b-5456812cc763","source":"youtube","source_id":"UgxBpgTu78MPFnIpJZl4AaABAg","content_type":"comment","title":null,"body_preview":"Don't you just love that Dan Orlosky knowing nod. So comforting.","author":"@tedtucholski-u2w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"868c972b-9d5e-4850-a166-7025b9c95059","source":"youtube","source_id":"Ugw1q0PJjjGfyFxDWjt4AaABAg","content_type":"comment","title":null,"body_preview":"I don't see Dak having a chock episode like we saw at the end of the Baltimore game.  ☆Furgerson will need to step up for Dallas to come away with a win. Conversely, if he doesn't, Dallas struggles. I","author":"@robertyoung9467","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"676794a7-a0f8-4638-8722-6c1299e3775c","source":"youtube","source_id":"UgyTLlSPwu-CF4SG31J4AaABAg","content_type":"comment","title":null,"body_preview":"It’s only 1 tackle we have to worry about Steele cause Guyton has been a beast this year","author":"@Only_Speak_Facts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"64e8d45f-bbd4-44c6-8d34-f74587b41495","source":"youtube","source_id":"UgxXC9IaD95QtEovNTZ4AaABAg","content_type":"comment","title":null,"body_preview":"This would be a game for Stroud to prove he can be AS GOOD of a QB as Dak and also prove that he can make a legitimate run to save his season. Win or Nothing for Houston. Dak and Christian Parker both","author":"@XavierMartian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"64c36804-8601-411d-bcb0-d47cd39d00d2","source":"youtube","source_id":"UgzXbqwNyI010PpqLQp4AaABAg","content_type":"comment","title":null,"body_preview":"It’s crazy how dumb Dan can make an entire living off of something he does horrible whether it was playing football or talking football","author":"@jnastynatedogg6544","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"8c143ae1-ffd1-43cc-aed0-73523661a322","source":"youtube","source_id":"UgwZQez9pM4hKvPzAqB4AaABAg","content_type":"comment","title":null,"body_preview":"The Texans aren’t playing good this season Boooo !!!","author":"@lauratucker8410","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"b739ef36-2a96-4ff9-ac00-b54233a16767","source":"youtube","source_id":"UgxOzwLftjsLG_K3v4Z4AaABAg","content_type":"comment","title":null,"body_preview":"Cowboys need a younger quarterback that can move Daks is not what he used to be hes got good receiver's he just mobile enough","author":"@RS-ow3sk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"07f149b1-4b0b-446c-9ee8-402689ebb6e1","source":"youtube","source_id":"UgzYcm4YNT_gRkoIdcR4AaABAg","content_type":"comment","title":null,"body_preview":"Cowboys will not make the playoffs again this year not with Daks there going to get beat by a 0-3 team today","author":"@RS-ow3sk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"e0efef3a-6492-4f47-8a63-ef15a169341c","source":"youtube","source_id":"UgzLpFkMyMrBWlcLNQB4AaABAg","content_type":"comment","title":null,"body_preview":"They need  to  fire the head coach of Dallas and he’s trash at calling plays","author":"@godofwar4271","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"44c682d3-ac4d-4266-ab05-38f4a8a9f50b","source":"youtube","source_id":"UgxssA3-JYGT4VteccV4AaABAg","content_type":"comment","title":null,"body_preview":"No better medicine after a tough loss than to play Stroud and the Texans next!","author":"@melvinjohnson7033","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"142f9ab8-6259-4c38-940a-68ba824b95d9","source":"youtube","source_id":"2T0PZ1Foi7E","content_type":"post","title":"BATTLE OF TEXAS 🤠 Cowboys vs. Texans keys + Can Drake Maye fix his early-season issues? | Get Up","body_preview":"On Get Up, Dan Orlovsky, Donte Whitner, Harry Douglas and Dan Graziano discuss keys to the Dallas Cowboys beating the Houston Texas in Week 4, talk concerns for the Philadelphia Eagles, weigh in on Dr","author":"ESPN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","contextual_content"],"bot_score":0.24976936116997406,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2T0PZ1Foi7E"},{"id":"cbb1b27a-d030-4978-bbd3-8f7ab2e710cb","source":"youtube","source_id":"UgwoggkM6TA1QutpWqB4AaABAg","content_type":"comment","title":null,"body_preview":"She spent quite a bit of time murdering her babies. I'm with Jeshuah  I can't kill. She should do life.  No parole","author":"@kevinhope561","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"c6970a9a-5a0f-4cde-98ce-6862113cc118","source":"youtube","source_id":"UgxyF3GRV8k8XBumnIJ4AaABAg","content_type":"comment","title":null,"body_preview":"As a woman I just cannot grasp WHY she isn't in a mental facility in a jacket or in prison for 3 lifetimes","author":"@Ghost-ub3hn","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"0b2e7534-e718-4ac9-af87-ed81757ff185","source":"youtube","source_id":"UgzHkSoXweBqYZTydux4AaABAg","content_type":"comment","title":null,"body_preview":"even want on to claim that she NEVER admitted to doing it and neither did he....as if he hadnt spent an entire trial validating that she did it.\n\nthis is some weird chewbacca defense time shit.","author":"@Daegen9499","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"64f75475-917b-4236-8a69-742a7ced8f48","source":"youtube","source_id":"Ugx-thK6HyATBEAEMHB4AaABAg","content_type":"comment","title":null,"body_preview":"What higher power once this woman set free as an example","author":"@1boot116","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"2fe05032-72d9-4d9e-835f-dd634a4a8097","source":"youtube","source_id":"UgxZjenyvBbJnLnAWMt4AaABAg","content_type":"comment","title":null,"body_preview":"How TF do you confess , and then get a not guilty 🤷‍♀️","author":"@geecee1260","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"30f1c47e-4238-4528-a205-75c34d122d32","source":"youtube","source_id":"UgxFvuG-hY2zxN3Pywh4AaABAg","content_type":"comment","title":null,"body_preview":"Just so yall know, even if they prosecutor decided not to refile, murder is also a federal crime and retrying the case at the federal level isnt considered double jeopardy","author":"@keith5711","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"1a799a62-1ca2-43eb-a70a-47ea2a43405b","source":"youtube","source_id":"UgzCaCxPttpMbA2TWRt4AaABAg","content_type":"comment","title":null,"body_preview":"When America stops upholding the law we no longer have a country.\nNothing not her mental health or anything else should be heard or considered in this case.\nDid she or did she not kill 3 innocent babi","author":"@paulward796","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"9954a9dc-c87a-4d50-83c5-ede989bc5c7a","source":"youtube","source_id":"Ugz85obbBPdFIx3axxd4AaABAg","content_type":"comment","title":null,"body_preview":"Refile that case and put the DEATH PENALTY ON THE TABLE!!!!!!!!!!  We the people of the USA demand that MURDERS be put to death","author":"@stevevitt7721","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"f0d9b750-10ab-4469-9147-d2a804c3ee2d","source":"youtube","source_id":"UgyZgXRL20sYQUASguV4AaABAg","content_type":"comment","title":null,"body_preview":"Can't wait to hear more from the Linsey Clancy followers, ask the question gentlemen .! .!","author":"@RobertKonkel-v6l","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"a403dd1a-69f5-4b87-a138-76adb01673b8","source":"youtube","source_id":"UgxQuHGUkBVXGPVqUkB4AaABAg","content_type":"comment","title":null,"body_preview":"No evidence? \n\nThe victims’ remains along with the entire crime scene says different.","author":"@BD-or5yh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"a715a52c-8377-4a46-9d93-3af567574962","source":"youtube","source_id":"UgzsBnr5GOJzWti2uHt4AaABAg","content_type":"comment","title":null,"body_preview":"🍀3 deceased kids by her hands and admission is all the evidence you need🍀🐺","author":"@davidgault5238","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"8888b8a4-e593-4a1c-8081-caf8f244efc8","source":"youtube","source_id":"UgyZmc9Yz54sqKkFzn94AaABAg","content_type":"comment","title":null,"body_preview":"next time she will say, her kids are not dead they are kidnap by donald trump！this lunatic will go after the president😅😅everything is OKI in america","author":"@coffeebreak-d6x","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"76c92e9f-6936-4cf5-8421-e61a6ef8065e","source":"youtube","source_id":"UgwZUGNs9pX1agPVIDN4AaABAg","content_type":"comment","title":null,"body_preview":"This should be a call to remove abortion clinics from every street corner as well and only absolutely necessary when an actual pregnancy danger does occur. Isn’t odd that abortions are so common and y","author":"@TrulyAlone84","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"fe689408-8307-4809-b09f-4fd816a6ae17","source":"youtube","source_id":"UgzidiHIWQmZfzS4QKZ4AaABAg","content_type":"comment","title":null,"body_preview":"The hell? The case was to determine if she was criminally responsible. She definitely did it. She's stated so.","author":"@silverblade357","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"672e1fe9-42e8-4d33-8367-b78c8acc59a3","source":"youtube","source_id":"UgxLlIEiNA3QLZHRTqJ4AaABAg","content_type":"comment","title":null,"body_preview":"Her and her lawer ADMIT IT themself shen did it wtf?","author":"@heromusashiz3508","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"b9923092-62dd-497d-9246-b32b8d7378eb","source":"youtube","source_id":"Ugxm5-9orSdnHaqL-jB4AaABAg","content_type":"comment","title":null,"body_preview":"If a man graped a woman and blamed it on testosterone and got off because of it, it would send women into a frenzy but men should be ok with a woman killing kids because of chemicals she \"had no contr","author":"@ZettaByteMe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"f3deb9d9-9331-4adb-8a77-9f9514c9d146","source":"youtube","source_id":"Ugxz3NEvYLg_GIFs44J4AaABAg","content_type":"comment","title":null,"body_preview":"They just need to select a rational, reasonable jury for the second round & we'll finally get justice for those three innocent babies & everyone that was hurt by her selfish & evil actions.","author":"@tamster6594","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"ea951a28-2578-4897-898a-bc37532fccae","source":"youtube","source_id":"UgzfzckbRFMPOUxvFyh4AaABAg","content_type":"comment","title":null,"body_preview":"IMO - the fact shes trying to get off free tells me shes guilty..","author":"@The_Bear21","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"e8495263-3e80-4825-9bc8-01cdfc2c13d9","source":"youtube","source_id":"UgzJ-Iu59uL8Pb1pUEB4AaABAg","content_type":"comment","title":null,"body_preview":"😡 FFS stop pi**ing about and jailer her for life and getting over with, because this mucking about is just wasting more time and money. 🖤😎👍","author":"@janetdear6429","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=80gMYufYeRg"},{"id":"04e27132-b3ed-46d8-8b63-92dc4b656979","source":"youtube","source_id":"Ugy7JnH-09OQD7o9JJd4AaABAg","content_type":"comment","title":null,"body_preview":"And I know you smooth brain monkey brain can’t comprehend this but there’s difference when the one party that strangle her children admitted that she did it. She was just trying to say she was crazy. ","author":"@DouglasBowers-m7k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"8ead66d0-7a0e-4d1a-ab97-084bf25025d5","source":"youtube","source_id":"UgzsPBMAHkiZvynbyj14AaABAg","content_type":"comment","title":null,"body_preview":"GOD,will Hold Everyone Accountable for Ignoring and Hiding Evidence.","author":"@asincere7015","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"6bd92b2b-bc52-4800-92f7-f5dbafe696aa","source":"youtube","source_id":"Ugwc2FHMDxfbuvHHf2N4AaABAg","content_type":"comment","title":null,"body_preview":"bitch.... autopsy interviews snap chats grand jury. Stupid bigot . Race baiting pig","author":"@jersdog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5956043956043955,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"ee2f90ff-897f-4588-a081-a53e012962b6","source":"youtube","source_id":"Ugz13JUs2wAjISMZNpV4AaABAg","content_type":"comment","title":null,"body_preview":"3.5k comments cosigning this dummy. Lies. Shut the fuk up.! Accidental was your birth. Quit whining","author":"@jersdog","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5956043956043955,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"c3c658db-ae51-40a3-a3a9-128272bf7f02","source":"youtube","source_id":"UgyNv3tx6r7Pk1ceMAB4AaABAg","content_type":"comment","title":null,"body_preview":"This is an interesting character because her manorisms are very similar to a young lady who did her shorts in a bonnet. Filters?AI? DIFFERENT PERSON? She was a gifted young lady.","author":"@juanlongino1092","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"4a4abdce-e226-47c7-a04a-8e41411c8653","source":"youtube","source_id":"Ugwre5OWiykDSzEkMLB4AaABAg","content_type":"comment","title":null,"body_preview":"Reconstructing a mother taking the lives of her babies, that shii is sick. Justice for Nolan Wells NOW!!!","author":"@shebequeen4eva_CEO","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"ae21d9e6-a9fc-41c2-b401-79e76a9c28d5","source":"youtube","source_id":"UgxnZXhOoNM885MULEF4AaABAg","content_type":"comment","title":null,"body_preview":"I heard hee \"attorney\" say \"where's the proof she murdered her kids\"\n...it's in the cemetery.","author":"@originalbjustme","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"30fd84f7-449d-410f-9d7d-749c6aa04802","source":"youtube","source_id":"Ugz84UExZi8oOpUHl_p4AaABAg","content_type":"comment","title":null,"body_preview":"This is very creepy that no one is putting it in the papers that this is not on blast everywhere this is absolutely creepy.","author":"@KellyHennigan-m7k","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"975ef957-e7cf-4d60-81f5-07df251e1fd9","source":"youtube","source_id":"Ugxx2PmvDa3hWB3rNuF4AaABAg","content_type":"comment","title":null,"body_preview":"Perfectly stated.  The laws are different for Black. The ladies who lied on Emmitt Till.  Then woman live her life. Then write a book and confess she lied.","author":"@ethelrinewatts7925","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"08ea5fa0-99b8-495f-98af-7919a7a1a949","source":"youtube","source_id":"Ugw19uk6WzvRdrB90eZ4AaABAg","content_type":"comment","title":null,"body_preview":"She did not lie.  Everything she said is 100% true. Justice for Nolan Wells.","author":"@lizbizlady","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"48dabbcd-bf82-47f9-802c-cba59f168351","source":"youtube","source_id":"UgyDhNcW-lsEQt9kgHl4AaABAg","content_type":"comment","title":null,"body_preview":"Just the usuall uncontainable and deeply embeded atavitic DNA of hate towards black people!🎤","author":"@modevildoc","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"a7bc14a6-613c-4fe2-abf0-f236ddca0dc4","source":"youtube","source_id":"UgwAgHD3aqc3MjrHXzt4AaABAg","content_type":"comment","title":null,"body_preview":"Why is it only One black friend or person goes somewhere with three or  four white friends don’t end up coming back.","author":"@droger86","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"2b060e25-6610-4f8e-8306-29cbac26a3bd","source":"youtube","source_id":"UgwpJEX1BUr7kqaD5Eh4AaABAg","content_type":"comment","title":null,"body_preview":"White lady here.  I didn't make any diagrams,  but I want justice for that boy. I'm sorry this shit still happens.  It's sickening.","author":"@sandragraves1177","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"34f80d15-318a-45fa-95ef-e6a0e6d04010","source":"youtube","source_id":"UgxG1P6zBZULTXSPITR4AaABAg","content_type":"comment","title":null,"body_preview":"No JUSTICE  .  IT'S  JUST US .  YHWH'S WILL BE DONE  .","author":"@ervinjohnson4147","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"48a7fa86-5195-4005-9ef1-551612745747","source":"youtube","source_id":"Ugx42L8r7HEiL-juXet4AaABAg","content_type":"comment","title":null,"body_preview":"Just know that God knows n if they don’t pay for it in this life they will meet God n will pay for it in the after life","author":"@cherylgibbons7251","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"d7d5a866-26a2-4df4-b1dc-6262cff12f59","source":"youtube","source_id":"UgxJRhwh1gIaikBWQGZ4AaABAg","content_type":"comment","title":null,"body_preview":"She’s right those white boys are getting away with murder .","author":"@johnnywatson5621","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"3d988a4c-38b1-43a4-9910-4010e0581575","source":"youtube","source_id":"Ugy_IBFz8auKVYi3pSV4AaABAg","content_type":"comment","title":null,"body_preview":"Y'ALL ALREADY KNOW WHATS UP WITH THIS DOUBLE STANDARD OF SO CALLED JUSTICE! \n\nJUST FOR THE BLACK RACE DOESN'T EXIST!! \n\nY'ALL WANT TO KEEP IT THAT WAY INDEFINITELY!!","author":"@bertramdavis3608","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"b40e9fad-59f0-4f60-98ce-ad01356a908f","source":"youtube","source_id":"Ugx2LlqDxTZX8O2_2hR4AaABAg","content_type":"comment","title":null,"body_preview":"Too ignorant to understand the difference was a woman coldly murdered 3 children, was arrested, and went to a highly publicized trial...vs a young man parties with friends at a crowded public beach, l","author":"@greg6235","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"d4cc0feb-577e-4ff6-abfb-51e77581433f","source":"youtube","source_id":"Fr5RRXJLUWc","content_type":"post","title":"Where y’all at?","body_preview":"Duet with: https://www.tiktok.com/@kikiraereal\nOriginal video: https://www.tiktok.com/@kikiraereal/video/7689999216185199903\n#duet #politics #news #breakingnews #uspolitics\n\nIf you have the means and ","author":"Hawk's Podcasts / mdg650hawk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17451082214562047,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fr5RRXJLUWc"},{"id":"5f60957c-0e16-474f-b75d-0e2e13586b2c","source":"youtube","source_id":"UgxWaafKfCeBkt5U_4B4AaABAg","content_type":"comment","title":null,"body_preview":"God for you Donald not for our black people  we do not need  you Donald  you hate Haitian  we do not want you brother","author":"@pasteurlafrancedevalon7525","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"0e838ccf-1205-4a27-bcf4-2a9a09eba7e3","source":"youtube","source_id":"Ugz5hcJqU8jwimaSRId4AaABAg","content_type":"comment","title":null,"body_preview":"Plus, he doesn't mention what policies he plans and promises to implement!  What's up Byron Donald's sleeve? What's he planning to do for the Black community?","author":"@louisestyles879","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"7c39e4a4-cde7-4e67-9b32-e788a171644f","source":"youtube","source_id":"UgzMSySH5E2rMOrUX_94AaABAg","content_type":"comment","title":null,"body_preview":"You can't listen to conservative media and not hear and feel pure racist views. Especially toward \"African Americans\".  For this Donalds cat to say he listened to both sides and came out of the shuffl","author":"@F8TALJEDI","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"cd0a07c6-a601-4638-8528-588ec95905c4","source":"youtube","source_id":"Ugw7zfxnBXfnkBHvDCZ4AaABAg","content_type":"comment","title":null,"body_preview":"Embrace the power of our Haitian heritage! Living in the spirit of freedom and equality is a legacy that belongs exclusively to us, despite the world’s betrayals. Let's be clear: the world thrives on ","author":"@RebelDynasty797","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"94315089-0b20-4c40-9543-88adb7ef5d4f","source":"youtube","source_id":"UgzJbPzoemcxgSyGx8x4AaABAg","content_type":"comment","title":null,"body_preview":"he really trynna tell us to vote for the Klan with a serious face.","author":"@obanjespirit2895","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"e9fdabb0-7ae1-49bc-9f38-b14884816db5","source":"youtube","source_id":"Ugz1cdk1bkfuJ0juxrJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hey , byron , didn't you notice that the republicans did away with d e I","author":"@MikeMcConnell3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"073f838b-1b43-4945-8648-a5b7b407e186","source":"youtube","source_id":"Ugzw8ZAwRelHA5oC9zZ4AaABAg","content_type":"comment","title":null,"body_preview":"So that’s all the video there is of the entire visit….he should have been sweatin way more than he was and had to answer way more questions than he did if that was all…..should have been asked why is ","author":"@Shopwrecker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"8fd51d74-ea94-4b15-9aa5-d617ef12c9e9","source":"youtube","source_id":"UgwjEk2L12PipQUv4RJ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s not that the young people have access to good and bad info. We all have the same access.","author":"@makepeaceu","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"7dd87dd4-ceb7-451b-a376-d67e1e40534a","source":"youtube","source_id":"UgwEQRBK0pZRWRd9JQB4AaABAg","content_type":"comment","title":null,"body_preview":"It’s not that democrats or republicans do for blacks. It’s what do blacks even want. It’s about understanding the legal system and how it can be used for our benefit. Neither party has been created to","author":"@makepeaceu","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"f9049c34-148b-417f-9c41-2d17f18461e5","source":"youtube","source_id":"UgzfJ1ej4Ey1L6INw8V4AaABAg","content_type":"comment","title":null,"body_preview":"Blacks don’t even know what politics are. Neither do many people.Roland you are tripping. Black people as a whole don’t organize and educate their children on politics or world power. Business people ","author":"@makepeaceu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"8cc8e964-f0c6-4d1a-b9c2-27754d9080b0","source":"youtube","source_id":"UgzRXluKKTY0o9PYMMR4AaABAg","content_type":"comment","title":null,"body_preview":"We are dumb unless we study the world like we study music and sports. Study law, health,  finance, freedom. We are assimilated calling each other names. Not listening to each other. Yea that’s dumb. D","author":"@makepeaceu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"b20e8eea-8ff5-43ec-a921-f5482a99a340","source":"youtube","source_id":"UgzLbods6IQ4FRPmhYp4AaABAg","content_type":"comment","title":null,"body_preview":"But you can ask the same from both parties. No party has done anything exclusively for black people not colored people, not the less fortunate black people, black African American men and women","author":"@PHILLYDRUMMER04","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"4a5af417-e53f-4506-98d3-4e99787628b7","source":"youtube","source_id":"UgwLT7Lbpuh-zKR-Bnx4AaABAg","content_type":"comment","title":null,"body_preview":"RHETORIC RHETORIC AND MORE RHETORIC. . . THAT'S ALL THAT COMES OUT OF NO GOOD POLITICIANS MOUTHS😎🥸😎","author":"@reynaldo7753","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"ea275ba5-759f-4726-8afd-95b0410042f5","source":"youtube","source_id":"UgygFmBgy-y3JJJwP2p4AaABAg","content_type":"comment","title":null,"body_preview":"BYRON Been a sellout. Byron is worst then samuel jack in jango","author":"@itnrbdnedu0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"19ecbb95-14b9-4227-bfa7-2f988c5d0cad","source":"youtube","source_id":"UgwwZVtlor9phb3MCnp4AaABAg","content_type":"comment","title":null,"body_preview":"He makes me want to vomit. What has the republican party done for us???","author":"@kacee2990","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"0e1e2c30-d1f2-42ba-9cf5-a2d0fefe0497","source":"youtube","source_id":"Ugy3niD6EtStJ9G7IxF4AaABAg","content_type":"comment","title":null,"body_preview":"and, don't care, because. \" WE\" care , and we're informed","author":"@kennyd5344","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.4781120518825436,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"098a7f7e-fb9b-4d4e-97e2-69372c7f32e7","source":"youtube","source_id":"UgycG32-FlJa8EoDbmJ4AaABAg","content_type":"comment","title":null,"body_preview":"I support Byron Donald's for governor of Florida he is the real deal","author":"@roddicksmith5234","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"935be844-b714-406d-8d23-b0a0c3a98fa4","source":"youtube","source_id":"Ugwyg2wwaSwAUGuRJmt4AaABAg","content_type":"comment","title":null,"body_preview":"Black people KNOW the Republican Party has done NOTHING for them, and Byron Donalds is full of it!!!","author":"@NadjaSmith-h2v","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"40e72b54-1eb8-4d22-8090-78d8a01047fc","source":"youtube","source_id":"Ugy6UsWGGJmFXgTrPxR4AaABAg","content_type":"comment","title":null,"body_preview":"I think Byron needs to go back to grade school, they are children younger than 10 who can do calculus.  Byron wants to take us back to the stone ages. He's a complete idiot! I 👀 you!😅","author":"@mariadodson3888","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"f461a10c-26e5-4013-8028-18261b2fcc7a","source":"youtube","source_id":"UBkJQf8fZN4","content_type":"post","title":"BYRON DONALDS GOT COOKED AT FAMU! Black Students Grill Him, Roland Brings the Receipts","body_preview":"Byron Donalds went to Florida A&M University, where students pressed him on policy. Then Donalds told Black voters to “stop moving like a monolith” and asked whether Democrats had delivered. Roland Ma","author":"Roland S. Martin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UBkJQf8fZN4"},{"id":"51d40b2c-f75d-404e-8d48-a847b398198a","source":"youtube","source_id":"Ugw7Ml4INC5qDwnay8V4AaABAg","content_type":"comment","title":null,"body_preview":"That poor child is terrified. The kid can't get away fast enough.","author":"@nadinelafrance5499","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"01e66266-2f3c-4510-8e9c-cc053294dbf4","source":"youtube","source_id":"UgwuzXBFTtb0szHam3h4AaABAg","content_type":"comment","title":null,"body_preview":"Don't fck with otters, they'll fck you up. The ones in south America are big, and don't fck around, this species is not as aggressive but they're still wild animals and can bite your ass. Just leave t","author":"@metalmacabre9991","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"e03b5e1f-2f98-4a07-a717-605111ae967b","source":"youtube","source_id":"UgyeSq9PsLTuTOGcVtZ4AaABAg","content_type":"comment","title":null,"body_preview":"You otter be careful around seaweed,  they use that to anchor themselves, especially if they're high😅","author":"@patrickmccleary1144","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"5c8c6101-d578-43ec-8e0b-6cba509b0efd","source":"youtube","source_id":"Ugz8LX6kMI4YqNB7mOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Probably was looking for a hand to hold so it wouldn't drift away while it napped.","author":"@JohnPrior-c2s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"23696513-f148-4a51-831d-fe66beba6aeb","source":"youtube","source_id":"UgwEq4DZOPmP9S__FnJ4AaABAg","content_type":"comment","title":null,"body_preview":"There isn't any surf there. Get the fuck out of the kelp beds. Not surfers, tourons.","author":"@kallabur","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"2f3cded5-664d-4305-bac7-8de14107f250","source":"youtube","source_id":"UgyYBCr9WZt4JWI0Qxh4AaABAg","content_type":"comment","title":null,"body_preview":"How can you surf in entangling kelp beds where otters use it to anchor themselves while sleeping so as to not float away. Surf in open water!  And what attack by the otter?? Didn't seem aggressive.","author":"@garyi.2954","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"d2be6b58-9985-4952-96d7-13c310606b09","source":"youtube","source_id":"UgyHRFJHoMH09eU6f7V4AaABAg","content_type":"comment","title":null,"body_preview":"Should not be entering, be surfing or entering kelp beds on a board or in kayaks. It is well known kelp beds / forests are an otters home and nursery. The otters have to protect their children and hom","author":"@Riverunsthroughme","classification":"human_created","confidence":0.72,"indicators":["genuine_specificity","imperfect_expression","strong_opinion","platform_voice_mismatch","absence_of_ai_hedges"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"913d124d-375b-485a-8a6e-43e098e305a0","source":"youtube","source_id":"UgwU-URvC37XsQ9RA0d4AaABAg","content_type":"comment","title":null,"body_preview":"Look where these idiot surfers are!! They are in the kelp beds, mama otters tie their babies to the kelp on the surface when they are sleeping so they don't float away. These surfers were probably thr","author":"@ladywisewolf3942","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"6b7bac9f-11da-4b83-92d5-85816a223876","source":"youtube","source_id":"UgybYyKRT1V6zVEwi0p4AaABAg","content_type":"comment","title":null,"body_preview":"A close call!?!   An otter moving in for an attack!?!     They're in the otter's territory and shouldn't be there!!!!!!","author":"@HilaryHarris-dq3wd","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"10f3c0d0-a376-4cca-8011-10e5884bf94a","source":"youtube","source_id":"UgyujVNOFRHgBAoF7fB4AaABAg","content_type":"comment","title":null,"body_preview":"Stupid humans.. Humans attack and murder innocent marine life in THEIR world ALL the time but really since the industrial age! 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Really? 🤦‍♂️\nThe otter was probably curious and they got scared and they scared the otter away. 🤷😒","author":"@mattnobrega6621","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OU8d2fbdaHg"},{"id":"268f22c0-fd29-4d23-9209-a90c3381a48c","source":"youtube","source_id":"UgyREwCvn45UrT8Sq-F4AaABAg","content_type":"comment","title":null,"body_preview":"What a load of shit just young kids over reacting yet again. 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Gracias a Dios y a los participantes para que llegaron con bien !","author":"@mariselachavez8625","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bFRpawyo0mk"},{"id":"fbae924a-86ac-4599-8532-958fdfcbbb15","source":"youtube","source_id":"UgwNgQ9gtPhaQnG2w_14AaABAg","content_type":"comment","title":null,"body_preview":"Los pasajeros no dudaron en neutralizar al que quería estrellar el avión, pues que iban a dudar si en ello les iba la vida.","author":"@camilorubio1457","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bFRpawyo0mk"},{"id":"703ee7f9-0605-4696-88a0-8c0e4a9ae597","source":"youtube","source_id":"UgzgzmZKwa6nMzMEH-x4AaABAg","content_type":"comment","title":null,"body_preview":"Loret y no fue culpa de morena te faltó decir eso que Claudia fue jjjjjjjjj😅","author":"@HectorCorona-b6t","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bFRpawyo0mk"},{"id":"3a355efa-ce26-4676-9e50-1e1aaf97aac7","source":"youtube","source_id":"bFRpawyo0mk","content_type":"post","title":"#Loret. 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SMH","author":"@JackRuff","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"d7e9d687-2d17-4b97-af75-d56f6b850055","source":"youtube","source_id":"UgzC7WPLdrfjRsXmNa94AaABAg","content_type":"comment","title":null,"body_preview":"Why not build helicopter pad surveillance stations the size and height of oil rigs every so often in between the miles? 🤷🏽🤦🏽","author":"@goujeewugee2458","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"aa67c2df-37bc-4cbb-9501-35152120f414","source":"youtube","source_id":"UgxqzNavKPw2WM6PbUd4AaABAg","content_type":"comment","title":null,"body_preview":"No gaps, we're using predator drones, and have been since about 07","author":"@hclchgm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"c7986080-0b42-49c5-bf43-edb846babd28","source":"youtube","source_id":"Ugw30_ugGrMAf5hbtcp4AaABAg","content_type":"comment","title":null,"body_preview":"We need our troops for our borders. \nNot for other countries security","author":"@squarebiz9395","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"40a7263f-1f91-41ec-b21d-49496d1073c5","source":"youtube","source_id":"UgwfQUZm80-z5NBsarl4AaABAg","content_type":"comment","title":null,"body_preview":"It is unlikely it was the cartel, they kill their own when they bring unwanted trouble.","author":"@Ashen-t8e","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"06a589f0-5dc6-4db5-a1d2-afc2de754718","source":"youtube","source_id":"UgyTyMHoWlLEuzyvHDd4AaABAg","content_type":"comment","title":null,"body_preview":"This is what the Founding fathers imagined our military to be used for. Not oil wars 1,000s of miles away from our land","author":"@societyreborn33","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3444653211129471,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"6335a11e-c3bb-49cb-9b87-4b3aa8d1e83f","source":"youtube","source_id":"UgxG7H9w8-CSGsza7qd4AaABAg","content_type":"comment","title":null,"body_preview":"Might of to annex the Republic of the Rio Grand! Go go go","author":"@GauntletKI","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"37dd721a-892b-468f-8a3b-e04a279c37fb","source":"youtube","source_id":"UgwQBwUvj_hhhrjGLP94AaABAg","content_type":"comment","title":null,"body_preview":"The US gov aint going to like that. Their importers getting merced","author":"@DoubleB2446","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"753f0f39-4ff9-4309-9d5a-5b3c20f8ef81","source":"youtube","source_id":"UgylSiI_nkLxQRTdJ-V4AaABAg","content_type":"comment","title":null,"body_preview":"One of the Coast guards probably had an accidental discharge and they're making it a big deal 😂","author":"@crome2298","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"fec44794-8d7d-4d24-b316-47f2caf0a9b5","source":"youtube","source_id":"UgzYBi_jDF-eK0u0Es54AaABAg","content_type":"comment","title":null,"body_preview":"IT SOUNDS LIKE AN INVASION  JUST LIKE THE SHOOTING SUPPOSEDLY  SHOTS FIRED BY MEXICAN TROOPS WHICH STARTED THE SPANISH AMERICAN WAR ...ALWAYS THE EXCUSE FOR THE EVIL COLONISTS  TO JUSTIFY STEALING  RE","author":"@MikeLevitt-m3h","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"7935d0f4-84ef-42d3-90a4-693d580478ba","source":"youtube","source_id":"Ugwhwv4pR3JD9rkWjSR4AaABAg","content_type":"comment","title":null,"body_preview":"It's just a welcoming committee for the caravan on it's way. Time for the boys to get in some range time. 😊","author":"@AlbyNoone-qk2ez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"bce0b74b-ad31-4f7d-80aa-dec99e3bd47e","source":"youtube","source_id":"Ugw3rKWAASqAceWgygl4AaABAg","content_type":"comment","title":null,"body_preview":"thats an act of war so why wont we engage them as such, corruption. but  International Law: Under the Law of Armed Conflict (LOAC), Coast Guard members are considered combatants.  Consequently, attack","author":"@MrEManfromCruces","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"c4a22d27-476a-481d-bdf3-fb68dc384796","source":"youtube","source_id":"Ugx9kMsw1A5yWJeHI7h4AaABAg","content_type":"comment","title":null,"body_preview":"Can we finally help the Mexican people and Government clean the soil","author":"@GranmasterFRANKLIN","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"d6213b04-6c6d-42cb-b17f-47fa22dbdd83","source":"youtube","source_id":"UgzQBRf5R4JYgtpE5UV4AaABAg","content_type":"comment","title":null,"body_preview":"An AC-130 would solve the cartel problem... permanently.","author":"@nobodyimportant0_o","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"08cbb767-641d-4b34-89e3-d5c44a495244","source":"youtube","source_id":"Ugx5eSilJALW_QZTFbt4AaABAg","content_type":"comment","title":null,"body_preview":"The only way to control crime,  is to eliminate the criminals... Judge Roy Bean was right..","author":"@usmcmustang2972","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","cultural_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"f830d745-b496-4a90-bc6e-44f5f087f84c","source":"youtube","source_id":"UgxRjE5P7wD0cVzzN4N4AaABAg","content_type":"comment","title":null,"body_preview":"Cartel - live by the sword, die by the sword. 🎇🇺🇸🇨🇱👍🎇","author":"@Charles-pu1tx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"1844fa7c-5f6f-4278-bb4d-8dfaf0524f55","source":"youtube","source_id":"UgxzyVCJ49z-Ugspixx4AaABAg","content_type":"comment","title":null,"body_preview":"Sign me up I love some island operations. Did a few on the Euphrates river in Iraq.","author":"@NIGHTSTALKER0069","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"95e26be3-9c1a-442d-9149-071b4f4e63b6","source":"youtube","source_id":"UgyzGmZIm6RH4Agn86J4AaABAg","content_type":"comment","title":null,"body_preview":"Starr County, Texas is notorious for Mexican cartel’s nefarious activities.","author":"@Rocky-t5r4u","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"2dbdbdaa-3c85-4a2b-b1aa-983e81e5ca1f","source":"youtube","source_id":"UgxY00Lmv_DH66ylJRZ4AaABAg","content_type":"comment","title":null,"body_preview":"Put a squdren of apache  on that and see what happens. They won't because that would end the problems that puts money in pockets and votes in the bag.","author":"@CharlesMabreyii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"96a2d649-6bf3-401b-b433-2ee10bf85545","source":"youtube","source_id":"UgzcXTW2bNVMUpesJGJ4AaABAg","content_type":"comment","title":null,"body_preview":"So, this will affect the free commerce treaty within Mexico and United States and Now cheap Mexican Electric Cars ...cannot be sold in the U.S.. oh ok .. Lithium Cold War ...smoke screen ...❤","author":"@rickylzanlla4644","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"ccfe1786-79db-4131-ae38-0ee42c647fb4","source":"youtube","source_id":"OWNEmpX-rQ8","content_type":"post","title":"US Surges 500 Troops to Rio Grande Valley After Coast Guard Gets Into A Gunfight with The Cartel","body_preview":"US Surges 500 Troops to Rio Grande Valley After Coast Guard Gets Into A Gunfight with The Cartel","author":"Kagan Dunlap","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.2922077922077922,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OWNEmpX-rQ8"},{"id":"81d97840-4fcf-4042-8999-2772766ef0ee","source":"youtube","source_id":"UgyizPnCJAzZOqv-lat4AaABAg","content_type":"comment","title":null,"body_preview":"Broken by trading away micah.....yeah no it wasnt it was broken from a coachs position and injuries and now still today the dallas d is broken from injuries and play calling. Micah also never showed u","author":"@Tone-y9t1i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"8abeecce-28b9-4c90-827c-b8f92ab5007f","source":"youtube","source_id":"UgxlGUrx_Eus9c1XLlp4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, I mean, it’s just a dumb segment at this point.  Dude is just gonna put Mahomes on top every time whether he deserves it or not.  Mahomes is not the best QB in the league right now.","author":"@Redrox555","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"29572499-9d65-4f95-ad27-d2b2396b43fb","source":"youtube","source_id":"UgzBBGcOgiz1jZ8U9WV4AaABAg","content_type":"comment","title":null,"body_preview":"Cowboys could have 22 all-pro players, but Jerry hires coaches from Costco. They are doing the same thing with different players.","author":"@texcll","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"8c263fda-3910-49e0-864f-91177fbeef3f","source":"youtube","source_id":"UgxbYrqxV9gsTQiL0JF4AaABAg","content_type":"comment","title":null,"body_preview":"Nick, quit giving Cowboys defense props solely on Micah; they also had Dan Quinn as DC. Their current DC is awful. I don’t believe Parsons will ever play to his contract.","author":"@texcll","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"01c7ed4c-6d5f-4b2a-929b-c7f4968263cd","source":"youtube","source_id":"UgzxLcpC8cJOxQg8zep4AaABAg","content_type":"comment","title":null,"body_preview":"Great running game, great passing attack, great coaching? I'ld settle for average on atleast 1of those 3","author":"@chadbinette3201","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"8977acb8-98a8-4fe1-ab73-ec73c9d20922","source":"youtube","source_id":"Ugz45bb6qsIsEaLdD9N4AaABAg","content_type":"comment","title":null,"body_preview":"Nick is a clown since forever come on yah know that 😂😂😂😂😂","author":"@17daviddj","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"e739345f-0669-4163-8703-281a3d5a0698","source":"youtube","source_id":"Ugxrs0gZdmLsod88V1l4AaABAg","content_type":"comment","title":null,"body_preview":"I know why nick keeps mentioning the lions have to score 30 points to win a game.. he’s jealous the chiefs inept offense can’t compare","author":"@eklass5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"4201c2f7-9479-4ae3-99a4-f16b7d28d731","source":"youtube","source_id":"UgwR7yGahJAsxKiU7Hh4AaABAg","content_type":"comment","title":null,"body_preview":"Brock Purdy has:\nA high completion percentage (68% to 72%)\nAbout the same passing yards (812 to 790)\nMore touchdowns (9 to 7)\nLess interceptions (1 vs 2)\nWAY higher QB rating (133 to 108)\nOver DOUBLE ","author":"@everdash","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"86059a6e-cff8-4912-a927-c40113980e4c","source":"youtube","source_id":"UgyPTxDDzBBdq8ADqgN4AaABAg","content_type":"comment","title":null,"body_preview":"I watched 4 playoff games where Micha didn't make a difference, so idk about game changing player, maybe for the defense when he doesnt help stop the run and also cant get a sack on a QB in 4 playoff ","author":"@luthermoore2969","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"111fe85f-ed0a-4b21-8c1d-768c331d87c3","source":"youtube","source_id":"Ugy8xCx94LoMiBf3Gkx4AaABAg","content_type":"comment","title":null,"body_preview":"Brou needs to seriously ask Nick how much his opinion of Purdy would change if he wins league mvp. Not saying it'll happen, although one can hope, but it's an interesting question","author":"@Sgt.Popeye","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"dfb7fa8a-7b1e-4569-8aea-40000554c37a","source":"youtube","source_id":"UgwJdJOABNxwc6eRxWV4AaABAg","content_type":"comment","title":null,"body_preview":"I swear nick hates josh allen lmao. No world where anyone puts Trevor Lawrence and brock purdy above Allen… im a giants fan too so i have no skin in this game","author":"@howard7099","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"4d7ccf2f-c735-4b67-899e-f1398eff8a8a","source":"youtube","source_id":"Ugx1Ge--FnIFaKmZdbd4AaABAg","content_type":"comment","title":null,"body_preview":"What are we doing with the background music come on it’s just not necessary","author":"@nicholasking1543","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"e14abcc7-a368-4a0a-b063-c26355ffbd9c","source":"youtube","source_id":"UgzA9hWNk8_kBcd4SQF4AaABAg","content_type":"comment","title":null,"body_preview":"20:10 brou to say no way is crazy maye def has a 10 percent chance to outplay josh 😂","author":"@heetpatel5535","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"e48c8f27-47d3-4616-a790-cea1afaad551","source":"youtube","source_id":"UgzcSLppH_JI2xAw1NB4AaABAg","content_type":"comment","title":null,"body_preview":"saying CJ is struggling is INSANE.. man is literally doing everything for the offense. don’t look at stats watch the games","author":"@joselemus5261","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"cd14668a-2259-412e-8622-a4a0d21e3c87","source":"youtube","source_id":"UgwM_MN6JjeLomw9EEt4AaABAg","content_type":"comment","title":null,"body_preview":"This Mahomes mountain is terrible when you're out here at church hoping the Chiefs don't get embarrased. \n\nStop. Purdy is way better than Mahomes right now.","author":"@manishpatel2525","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"b1c09f05-d73a-4306-ab26-1ce84b15d484","source":"youtube","source_id":"UgzRPjYOKiA1OxUtK7l4AaABAg","content_type":"comment","title":null,"body_preview":"JPJ has allowed 1 TD in his entire career, but hes just a \"good player\"","author":"@connor9820","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"744abafb-4200-434c-9c4f-ce578c8b4d9c","source":"youtube","source_id":"UgznC0wz7Zfk4J1MFmd4AaABAg","content_type":"comment","title":null,"body_preview":"5:44 they had the worst defense with Parsons. Smart move paying a lil more for 4 defensive spots","author":"@vitotntceo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"f3708b6d-2216-458e-8c60-e4cbe4c637b9","source":"youtube","source_id":"Ugxbr09d6RSzxj_qb654AaABAg","content_type":"comment","title":null,"body_preview":"7:53 there was definitely talk we were 🗑 defense with parsons... we couldnt stop wilds from running on us","author":"@vitotntceo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"75110490-d581-4f79-bd69-d9598d66719f","source":"youtube","source_id":"Ugz5FqvdGmb1s6cYNRl4AaABAg","content_type":"comment","title":null,"body_preview":"Somehow win ? The chiefs can't contain TE's and who has the best TE in the league ?","author":"@lozano-jd2ku","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"71826ebc-f6a4-4a50-9a50-b5fa4d80ca9e","source":"youtube","source_id":"UgyRRMBInWULIEfkjxx4AaABAg","content_type":"comment","title":null,"body_preview":"I understand that the Cowboys trading away Micah made their defense worse. BUT, Micah has been injured so much I see it as dodging a bullet and trying to rebuild as effectively as possible and failing","author":"@dancurtis643","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"9d8e40b6-80fc-408a-bd13-2ce5c4c54604","source":"youtube","source_id":"UgwLf_RhSQUyZolrloB4AaABAg","content_type":"comment","title":null,"body_preview":"8:05 I mean look at the packers with and with Micah","author":"@AndrewVargas-r2b","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","imperfect_expression","niche_specificity","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"7b90fa4d-1458-4e33-b830-6e6c978674be","source":"youtube","source_id":"UgzhnHq063C_0V4yKfR4AaABAg","content_type":"comment","title":null,"body_preview":"Healthy Parsons was a bad trade since no matter how bad a defense is , he can still draw 2 blockers or pressure the QB by himself. Those saying the defense was still are not wrong , I would rather hav","author":"@Anthonysobon","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_with_stance","platform_fluency","self_reference","imperfect_expression","natural_digression","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"43aee03e-f956-4f2b-bd0d-040fd7ce6bc1","source":"youtube","source_id":"UgyW8SzVBR-63hndk7F4AaABAg","content_type":"comment","title":null,"body_preview":"I'm going to start betting on what nick says he clearly has the NFL script. Fake bs","author":"@nogoodnecktie12","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"f9075fff-6ab5-406e-9b49-4d9570867655","source":"youtube","source_id":"Ugz_4jd6YO5YyDgzTR14AaABAg","content_type":"comment","title":null,"body_preview":"Follow First Things First on Spotify: https://open.spotify.com/show/4ud0Bx3VwtUxrVHTfV5Og7","author":"@FirstThingsFirst","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0.32863117569316636,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"9a6913e6-26ad-4e9d-897a-195c76c20a1b","source":"youtube","source_id":"LD9fkcmb728","content_type":"post","title":"Cowboys & Steelers in ‘LOSE-LOSE’ trade for Joey Porter Jr, Maye or Allen, Chiefs elite again? | FTF","body_preview":"Joey Porter Jr. was traded from the Pittsburgh Steelers to the Dallas Cowboys for a 2nd-round pick. Nick Wright, Chris Broussard, and Kevin Wildes ask if this will gives Cowboys fans more faith in the","author":"First Things First","classification":"human_created","confidence":0.82,"indicators":["platform_native_format","authentic_specificity","marketing_boilerplate","absence_of_ai_hedging"],"bot_score":0.3755784865064759,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LD9fkcmb728"},{"id":"7dc5d5fb-d64b-4c45-8cf7-f8fe3c38d777","source":"youtube","source_id":"UgzdI2bvhTqBkSrQVZ14AaABAg","content_type":"comment","title":null,"body_preview":"Just want to quickly comment on this as I’m a few minutes into the video. I think we should take the friends testament with a grain of salt if they have only seen her in the school environment. I also","author":"@RealiTEAwithZee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"abd31d1d-6a8c-431f-bc26-40ef7c5189b4","source":"youtube","source_id":"UgwuOSrRLWQZlaqR6ct4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe we find out what the mountain of evidence is and can see where this evidence led them down the path to believing she was guilty…but until then…I haven’t heard anything during any videos covering","author":"@aprillehanley1577","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"3714ef9f-5ae3-44b0-b393-bf3fce99ee6d","source":"youtube","source_id":"UgzwsYeoNQcWEh3jD-54AaABAg","content_type":"comment","title":null,"body_preview":"If she’s selfish enough to do it that means she didn’t care what impact this would have on anyone but herself. And she probably would’ve thought that she couldn’t be the one to find them, so she waite","author":"@DannaShaffer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"7d1ed52f-6416-4f95-abce-9168316b8732","source":"youtube","source_id":"Ugzk6QEmZyjyBQc8ptl4AaABAg","content_type":"comment","title":null,"body_preview":"Until I see this mountain of evidence I don’t believe she did this!","author":"@MissyChildress","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"b8bff358-3356-4dab-825a-f00b735ad8b4","source":"youtube","source_id":"UgxZDQkpJL9o9yjPJ494AaABAg","content_type":"comment","title":null,"body_preview":"I think there was at least some abuse because 2 different people said how she apologizes all the time. I apologize for the stupidest shit and it's because I was abused in the past. Difference is, I wo","author":"@420Simmin","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"b8782cc5-a032-4303-89d1-e39fe9666d31","source":"youtube","source_id":"UgwGagnxfvT2xXRT9bZ4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly, for me, I'm not saying I don't think she did it - i fully believe she did - but the part where her saying \"I'm sorry\" at the end of the eulogy being the reason people think she did it, makes","author":"@mackenziegeyer2467","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"42da5c94-d618-4299-ba1d-9b82e6a85750","source":"youtube","source_id":"UgwSsc4edsJbyA23miF4AaABAg","content_type":"comment","title":null,"body_preview":"I would have very serious questions about the competency of the law enforcement in that town if it turns out they don’t actually have a “mountain of evidence” because i can’t imagine any other way or ","author":"@the.chronic.ironic","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","over_qualification","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"9509f57f-12fa-4fac-8aac-a76b02ed4928","source":"youtube","source_id":"UgyliJuCZQTWy1oGsgV4AaABAg","content_type":"comment","title":null,"body_preview":"Totally agree about the smirk and eyeroll. Doesn't sound like she cares that she murdered 2 people.","author":"@tjash9126","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"94277a77-4b9f-494a-ab94-3a5b60b76a84","source":"youtube","source_id":"Ugwen_zpJMPNkqcni2h4AaABAg","content_type":"comment","title":null,"body_preview":"First of all I’m a person that says sorry all the time her saying sorry in the eulogy is not a confession of guilt. The young lady that she went to school with said she was looking for everyone to lik","author":"@Ab-yx2gh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.4870539177657098,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"aef7d4e3-af3d-4d50-b2f4-0c0dc855ccc6","source":"youtube","source_id":"Ugz_ATyiEFlZ96OHNqF4AaABAg","content_type":"comment","title":null,"body_preview":"So her stepfather and Mother definitely doubled with criminals, and had a criminal past. Maybe that explains why the door was ajar Maybe somebody came in did the job with some more professional equipm","author":"@Ab-yx2gh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0.4870539177657098,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"4ceed302-a060-45dc-a863-9699745c18aa","source":"youtube","source_id":"Ugz9PoaMIGyTroDn_XB4AaABAg","content_type":"comment","title":null,"body_preview":"Personally, not THE \"SORRY\". But...\n\nHearing her friends and classmates talk about how she always wanted to be liked, tells me she probably did this. Did this to get attention. \nHer dad said she asked","author":"@GoldieHemaa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"66dc6654-d482-4bdf-b96f-8b1536f04aa8","source":"youtube","source_id":"UgwpfsXAtm9tGqORfeR4AaABAg","content_type":"comment","title":null,"body_preview":"I have to wait until I see the evidence. I’m having a hard time wrapping my head around this one. I have a very expressive face and probably would have rolled my eyes when someone was up on the stand ","author":"@Bulldogmomma920","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"2a63d1d1-4259-4d56-b9ae-fd3b1041bf79","source":"youtube","source_id":"UgzUYpK-qdoUjKf4eRB4AaABAg","content_type":"comment","title":null,"body_preview":"Also, her rolling her eyes in court you have to remember she’s still a very young teenager. Potentially an innocent teenager, listening to her stepfather  (who obviously has had a very shaded past) Fa","author":"@Ab-yx2gh","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.4870539177657098,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"a7d572e1-c9e8-4397-9d34-2f32e05ceaf4","source":"youtube","source_id":"Ugyv4p2-ewkivn8W4QF4AaABAg","content_type":"comment","title":null,"body_preview":"You asked others interpretations of that clip during her bond hearing. I don’t see what you saw. I see someone who is hearing all this horrible stuff about herself and is disagreeing. I don’t know if ","author":"@ChelseaJ37","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"029dbd80-81c6-4732-a7eb-92dc2b7c2991","source":"youtube","source_id":"UgzZBROi7YWwyz-xWD14AaABAg","content_type":"comment","title":null,"body_preview":"I did not hear any actual evidence.   1 hour and 18 minutes and zero evidence that explains why the prosecutors feel they have the right person.   hmmmm.","author":"@ADangerToOurDuhmockery","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"fa77b3d0-3fc1-4b1f-867e-8d64680f7dfd","source":"youtube","source_id":"UgxQQe_BFckvW5ya0ph4AaABAg","content_type":"comment","title":null,"body_preview":"I accidentally discharged my pistol in our living room one night while my wife and daughter were asleep down the hall and neither one of them heard the shot either. After watching and hearing this I c","author":"@davidwilkinson1983","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"ddf0262f-c047-4699-8f08-328f06d90560","source":"youtube","source_id":"UgwFFaHQknNr58ekyVl4AaABAg","content_type":"comment","title":null,"body_preview":"In Canada, saying sorry would mean nothing. She could have even felt sorry she didn't hear the gun shots, that she wasn't there to help them. Or that she was just sorry they died. Could have been she ","author":"@shellic5166","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"87ecc656-5956-4d4b-a1bc-6dc4f576cf91","source":"youtube","source_id":"UgwuTxrQUahD1VvIwMl4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah I’m with you I was like wait but her face says it all lock her up","author":"@TheFoundation75","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"7ac9c67d-e39c-4ab1-a482-7b03a0ee6fa2","source":"youtube","source_id":"UgyNhLcs6xCQzYqNUsN4AaABAg","content_type":"comment","title":null,"body_preview":"Some people can sleep thru anything- in college I once slept thru a fire alarm which was pulled by a kid so it was a screaming alarm and stayed on while the fire department cleared all ten floors of t","author":"@januaryleyden","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"1937ecdf-3ef8-4a80-9841-e97ed49c01b3","source":"youtube","source_id":"Ugy9PQGWzy8SIJhMlZJ4AaABAg","content_type":"comment","title":null,"body_preview":"And James sister crying about Jaleys safety is dramatic - Sarah was around her sister after and before and never hurt her. These people have all convicted this CHILD and it’s sort of sickening. And a ","author":"@januaryleyden","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"76df771e-edd5-40da-a3fc-10a8ac3b4f55","source":"youtube","source_id":"UgxMF6C69H3BhtpUanx4AaABAg","content_type":"comment","title":null,"body_preview":"And the woman who read James son statement is clearly feeding him the narrative that Sarah killed his father!","author":"@januaryleyden","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"4bacf9cf-3a4c-49eb-9bfd-86db4036153a","source":"youtube","source_id":"Ugy0zPLJzqCcBAaNK9t4AaABAg","content_type":"comment","title":null,"body_preview":"calling it now. she didn't do it and she doesn't deserve to be in the situation she's in","author":"@Sara-qi6fc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"19b7a36b-01fb-4732-9eb4-3c0fab252221","source":"youtube","source_id":"UgwYWs7A0-Bf-Td1Ail4AaABAg","content_type":"comment","title":null,"body_preview":"Wait…. She turned herself in… so why is it even a question?","author":"@brytnied","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"96b6ee01-a78b-4f7a-9aea-1f31d6ccdc91","source":"youtube","source_id":"UgyrRE7rxjFludhTpTx4AaABAg","content_type":"comment","title":null,"body_preview":"Is the officer at the press conference pissing anyone else off? She seems too ignorant and sounds super ego inflated when talking about this. She seems to be very like arrogant about they solved this.","author":"@allygillespie0920","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"3e6c1cc3-c9b1-48fc-a15b-d295dc9534ea","source":"youtube","source_id":"UgxaiySEhiFjdb0iRfV4AaABAg","content_type":"comment","title":null,"body_preview":"A little more context we learned while researching the family’s backstory: In 2022, Kristin was accused of attempting to run over James with her vehicle while he was near/inside a barn, with one child","author":"@annieelise","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"2f566f6d-f954-4fc8-8ef7-8e2a83d2fd29","source":"youtube","source_id":"XzcGfm0RCfw","content_type":"post","title":"17-Year-Old Begs TikTok to Help Solve Her Parents Murder | Sarah Grace Patrick","body_preview":"In 2025, 16-year-old Sarah Grace Patrick called 911 after her mother and stepfather were found shot to death inside their home, but investigators soon began questioning whether Sarah knew more than sh","author":"Annie Elise","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","disclaimers","niche_expertise","template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XzcGfm0RCfw"},{"id":"36c1193d-0c98-4a0a-ab88-945eaff32550","source":"youtube","source_id":"Ugwg1aa7BVPARucfc0x4AaABAg","content_type":"comment","title":null,"body_preview":"Jack Smith wasn’t even allowed to look at their arts & Crafts long enough- also all the real Republicans are no longer there. These new republicans are Trump appointed.","author":"@artrock1970","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"4cbdaea2-657d-4212-88e5-517f08387183","source":"youtube","source_id":"Ugwar7zBRO8F1rVdkQR4AaABAg","content_type":"comment","title":null,"body_preview":"How could they not realise how brilliant Jack smith is? Have they been living under a rock? I honestly believed these magats didn’t believe their own horse 💩! I still can’t accept they did. My lying e","author":"@sto5655","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"062b977e-7e48-4e44-81fa-2636e550aae1","source":"youtube","source_id":"Ugyj7qiKTbotVFMMuLh4AaABAg","content_type":"comment","title":null,"body_preview":"Something tells me that she had a part in providing the \"evidence\".","author":"@RuthKrywicki","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"8f0ae5a7-c6c9-4825-899b-c3128b2f3d56","source":"youtube","source_id":"Ugz509IEp3EYQtI4Ec14AaABAg","content_type":"comment","title":null,"body_preview":"Maybe Trump is not the only one shiting his pants😅😂","author":"@brenda8010","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"0569db46-8e64-40a7-83ab-e3331db190ea","source":"youtube","source_id":"UgwWUskqWwil_cke_Tt4AaABAg","content_type":"comment","title":null,"body_preview":"She’s just dumb herself. Figures.\nSchmitt head is no better","author":"@EfAchYou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"635eb298-a038-41b7-9807-65b4e9802a66","source":"youtube","source_id":"Ugzzwo48qTvqCuDb-ed4AaABAg","content_type":"comment","title":null,"body_preview":"Mud fights always look like 💩. Going in with clean hands is always best. 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Seems like Schmidt has an enemy with the rank of the FBI!  Isn’t that who gave him the information?","author":"@MarciaChristian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"232318ed-9144-4bf8-aa71-0dcd833abda9","source":"youtube","source_id":"UgxmmEiS7TlX9jZoJoN4AaABAg","content_type":"comment","title":null,"body_preview":"Jack Smith will be crucial in the coming Impeachment hearings...They have to take him out now before the elections.","author":"@worthtech3249","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"fb192c18-33a8-464a-8d13-226f000898c7","source":"youtube","source_id":"Ugz7vl83Ymqkjl_CvMN4AaABAg","content_type":"comment","title":null,"body_preview":"Jack Smith needs to be attorney General in the next admin","author":"@icecreamassassin3006","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"846d8257-bf4d-4f3d-80dd-137c7720952f","source":"youtube","source_id":"UgxVll-haC3OcUm1Gu94AaABAg","content_type":"comment","title":null,"body_preview":"No that is Britts face when she is Told she is no longer allowed to suck trumps pp  after Sunday school","author":"@Snarp4332","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"08b4d948-5f2e-4e05-904a-90488e0824c3","source":"youtube","source_id":"UgzhwUuBBI8W7c6y2Kp4AaABAg","content_type":"comment","title":null,"body_preview":"That’s what happens when a bunch of traitors get together to do their dirty work.","author":"@MimiWisnom","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"d825fc6e-0f70-4607-b1c1-59456dfdfe31","source":"youtube","source_id":"UgxgYBDafAcw_y5XKXN4AaABAg","content_type":"comment","title":null,"body_preview":"So glad he went and spoke the truth with composure, intelligence & competence.  Thank you Jack Smith we always supported you.","author":"@aml5332","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"43ae6405-c0e7-4beb-ab1a-048f3462d0e6","source":"youtube","source_id":"UgyOJVmdFpFTsiMlsuZ4AaABAg","content_type":"comment","title":null,"body_preview":"Still swear maga is smoking their own - you know what!!!","author":"@nataliecasden8594","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2h-LrdjUnlw"},{"id":"46a97e8d-6abc-4e1e-9052-2a3a473cc127","source":"youtube","source_id":"UgyWduKqbCzwNi0xpa94AaABAg","content_type":"comment","title":null,"body_preview":"Ukaine you fight hard you fight well dont let the Neo Soviet bullys win.","author":"@ddark0077","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"4a2095d5-c7ba-45f4-a27e-63ed3fc31a1e","source":"youtube","source_id":"UgzqxajDNNYOzjq53jZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully it didn't blow up in a unplanned civil zone 😅","author":"@aliteyza5078","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"eed80348-6f87-4f45-a007-4fa755ffcd45","source":"youtube","source_id":"UgxETvf1koJk8V5Qhh94AaABAg","content_type":"comment","title":null,"body_preview":"Turn up the music next time, i could still hear the explosion","author":"@chandlerhorton7286","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"25de7bdd-1cb1-4c4b-9138-b41a12d65ad0","source":"youtube","source_id":"Ugwq7dJXLo6u6e88Jbd4AaABAg","content_type":"comment","title":null,"body_preview":"*Follow the money*\nForeign troops are well paid in U.S. dollar's. \n\nq😊","author":"@joeblow5178","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"293a7fc4-627f-4b8f-8d56-c687e82b1697","source":"youtube","source_id":"UgyCa8nbFGbCsNmGpNR4AaABAg","content_type":"comment","title":null,"body_preview":"Someone explain this to me please. I het he snapped the fiber optic he found but how does this work ??","author":"@berthagen387","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"6fa1f31c-e2ab-4e89-b749-ccbe24009181","source":"youtube","source_id":"UgxpRJU-3zKRyX_oiT54AaABAg","content_type":"comment","title":null,"body_preview":"That pigeon is pissed. He just landed, and you severed his cable.","author":"@DrewPeanutz216","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"8e0605c0-877d-427c-b1c9-45297c62b406","source":"youtube","source_id":"UgzXBIlt6WrShFgmE914AaABAg","content_type":"comment","title":null,"body_preview":"It would be funny if the drone was ukranian's one...","author":"@Rivas21","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"5a718bda-a178-4ff9-b426-5f4c3b63de6f","source":"youtube","source_id":"UgyBpst2WmiVOR9aaJl4AaABAg","content_type":"comment","title":null,"body_preview":"Нас виграти військовим шляхом не можливо бо в кожній родині є воїн. З давніх часів на нашій території відбувається протистояння цивілізацій, тому воювати це наше друге ремесло після господарства","author":"@hitjack790","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"874f993a-6f66-45d7-a119-87ee90cfb062","source":"youtube","source_id":"Ugw2ynTWtvdGyU0_pct4AaABAg","content_type":"comment","title":null,"body_preview":"They'll have plenty to tear out, good luck and have fun!","author":"@skeskesk","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"7831591f-eb06-4021-8af4-67defd919117","source":"youtube","source_id":"Ugy-hqXtkjC9KNesyap4AaABAg","content_type":"comment","title":null,"body_preview":"The Ukraine colleague on the screen thinking why the signal was cut 🙏🗿","author":"@simionalexandru9546","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"712b602e-07a0-49b1-b5e8-e7abb623b902","source":"youtube","source_id":"UgzQLJ_FYLcSTLzJFZ14AaABAg","content_type":"comment","title":null,"body_preview":"hand to hand combat kill on a drone... with long range","author":"@bluestonebest1893","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"1514353f-c186-4781-a430-2310ee208838","source":"youtube","source_id":"UgyXWGLh3pQyEquECed4AaABAg","content_type":"comment","title":null,"body_preview":"I don't get this. There are many thousand fiber strings criss crossing the country. What's to say that one still has a drone attached?","author":"@wr6392","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"a059f562-26dc-4dd7-adaa-0d8a7f40b9e6","source":"youtube","source_id":"UgxdPL9NvZU5YYUfZwp4AaABAg","content_type":"comment","title":null,"body_preview":"When you run into a spider web and now spider falling","author":"@knivess3","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"b6e36d7e-724b-4433-9ce6-98271e1d45db","source":"youtube","source_id":"Ugyt8PJhYdpQNjDaVYl4AaABAg","content_type":"comment","title":null,"body_preview":"This is absolutely class! Nothing beats humour among a group of men","author":"@SouthWalesDiscus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"e0903150-62ba-47f7-9a08-20259e37397d","source":"youtube","source_id":"Ugx4bO-FdgsAsI0mDQV4AaABAg","content_type":"comment","title":null,"body_preview":"He desired to die for allah in order to get his 72 virgins in helljannah.","author":"@mazaphagboola9965","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"d0c03e12-52dd-4a20-9c27-ee8352dcd3e1","source":"youtube","source_id":"UgzLGTeUZhlIT7vPG8R4AaABAg","content_type":"comment","title":null,"body_preview":"What about the passenger who pulled the yoke to stop the dive","author":"@MaryLassner","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"8b2e6b5b-c22e-4047-9726-553afae203e4","source":"youtube","source_id":"UgzZmdSZPl0LyRZjHqR4AaABAg","content_type":"comment","title":null,"body_preview":"\"Suspected\" hijacking? The guy shouted Alluha Akbar and stabbed the pilot then put the aircraft into a steep dive. Islamic terrorism, hijacking aircraft and trying to kill innocent people as usual. Th","author":"@pamelawainwright1438","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","false_specificity","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"f70f6d7a-5ec2-42c2-bb90-6b8bdce97db2","source":"youtube","source_id":"UgxomkXgwgPU_N-exy14AaABAg","content_type":"comment","title":null,"body_preview":"God is good. Goodness is God's signature. To Help m be the glory for protecting His children.","author":"@glorygrace7234","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"e838e495-e2f9-4bbf-816c-836beab863b1","source":"youtube","source_id":"UgzeunKEOpl-_zmJDUN4AaABAg","content_type":"comment","title":null,"body_preview":"Praise God. Great teamwork everyone. All heroic actions that are a testament to the human spirit of kindness and compassion for the women and children too. They were also very brave. Great job everyon","author":"@gracekeep","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"6c0ac4b7-eed6-4134-a987-9b1be0b98c0a","source":"youtube","source_id":"Ugzh47Zmun00gRWDZLt4AaABAg","content_type":"comment","title":null,"body_preview":"No oxygen masks, water left in the cups, nothing on the floor, no injuries after losing half its height in two minutes, I allow myself to believe it's made up.","author":"@greger589","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"9ea5cf50-8009-4f99-a677-e0682fac6d55","source":"youtube","source_id":"UgzxPFKZN3nYC-jnTE14AaABAg","content_type":"comment","title":null,"body_preview":"Bull shit... fake and false flag... if western alliance want war... just come .. habibi come.. bring troops come ... but dont lie about want in war","author":"@AndyAbdool","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"d85c6e48-72aa-4e83-acba-9f37c90f2cc3","source":"youtube","source_id":"UgycAcx-vPnW8Qfn7zR4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if they will now let him enter Israeli-only restaurants in India.","author":"@paulg8065","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"1eb1e7a1-f45b-4900-8b69-d808453fc47e","source":"youtube","source_id":"UgxLYBs-50-W1qfEgFN4AaABAg","content_type":"comment","title":null,"body_preview":"I find it absolutely amazing how the plane coincidentlaly had a pilot and a medic. Also many people who did not give a second thought to help Jesus was certainly looking after that flight.","author":"@allysonbricknall8808","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","cultural_references","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"6409d705-3063-4a75-aaac-53b8aa773294","source":"youtube","source_id":"Ugz8sE22TC2aalmKurZ4AaABAg","content_type":"comment","title":null,"body_preview":"False Flag, he was supposedly struck multiple times with ax on his head and yet he has only a small wrap around his head. He is looking like it’s just another day. Photos were showing passengers milli","author":"@nyerling5723","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"302ac7f9-7fa0-4fcc-9fe5-88e1d0af040a","source":"youtube","source_id":"UgxukXR_qmXrCVo2PZN4AaABAg","content_type":"comment","title":null,"body_preview":"Captain Smit, our quick thinking humble hero, we salute you sir🫡❤ Our 3 resourceful Israeli passengers who fought the terrorist and took Captain Smit to safety are amazing heros too❤ \nDear Captain Smi","author":"@LF-1000","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","specific_praise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"4766985d-26fc-4b07-8ec3-69483a3d7332","source":"youtube","source_id":"Ugwjk2Tv1To5slutbK54AaABAg","content_type":"comment","title":null,"body_preview":"“I COULDN’T LET ANYBODY DIE.” ✈️❤️\nThose words say more about a person than a thousand speeches ever could.\nWhen the situation became dangerous, the pilot had a choice: protect himself or fight to pro","author":"@charisphilosophyforfinance","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"4e5abba1-9d30-4e69-8c5d-36c7e5c6756d","source":"youtube","source_id":"UgzX4Xf7EChWXHuMZhh4AaABAg","content_type":"comment","title":null,"body_preview":"They are so lucky other pilots were on that flight. Do they always fly with extra pilots? They should just in cases like this.","author":"@tamirenfisher702","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"2435b771-6e61-403d-8013-0ee750a8fb73","source":"youtube","source_id":"UgxCJ_6WBT3WBypTkYV4AaABAg","content_type":"comment","title":null,"body_preview":"God bless our heroes.. thank you for your bravery. May you all heal from this horrible trauma.","author":"@jeanilynandrade2415","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"2dd3814e-3173-491a-aacc-4d23682c6c59","source":"youtube","source_id":"Ugx7ebiKnpvDWyQhUEp4AaABAg","content_type":"comment","title":null,"body_preview":"Good on him. He is the man we pray to be in times of chaos.","author":"@ChrisK-l8n","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"835376be-34dc-400e-b7ab-a3eea67846f5","source":"youtube","source_id":"UgyjlZ-5wrq4HSOJKhZ4AaABAg","content_type":"comment","title":null,"body_preview":"‘I couldn’t let everybody else die,’ says hero Flydubai pilot Smit Machchhar: https://bit.ly/3VrhISv","author":"@CNN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2875,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"ec2e8715-c384-415d-9ea4-05f9689776f5","source":"youtube","source_id":"kBWt2ApX67U","content_type":"post","title":"‘I couldn’t let everybody else die’: Flydubai pilot speaks out","body_preview":"Smit Machchhar, the hero Flydubai captain who fought off a savage attack by his copilot, kept fighting because he could not “let everybody else die,” he said in his first public remarks since Wednesda","author":"CNN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","hashtags"],"bot_score":0.23015873015873015,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kBWt2ApX67U"},{"id":"d415efe5-03bf-4203-bc14-9f4729438221","source":"youtube","source_id":"UgwAdE1R8lWe8Dwd2Rp4AaABAg","content_type":"comment","title":null,"body_preview":"Quick question.The story kicks off with a woman taking a child to the lavatory.She says she saw the attack happening in the cockpit and she screamed.Can you see into a 737 cockpit during flight with t","author":"@juanwestbrooks","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"4c9cc70a-70fc-43ef-9321-23dfeccea970","source":"youtube","source_id":"UgwrcwL8exeZMcrz-jJ4AaABAg","content_type":"comment","title":null,"body_preview":"Amazing conversance of level-headed bravery & necessary expertise at precisely the time required for each moment! in a critical, fast-developing situation:  **tragedy averted**\nAlso, Mr. Dubrovsky see","author":"@victoriaarcher9861","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"f9a2ce42-55ec-4e60-aaff-6196378a13e8","source":"youtube","source_id":"UgynO5Db_M4thKYkohB4AaABAg","content_type":"comment","title":null,"body_preview":"At last, an ACCURATE account of the event.\nMy guess is the deadheading crew squawked 7500.\n\nI’m also thinking there must have been a helluva noise of the Auto Pilot disconnect aural warning, unless it","author":"@charlierich3052","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"2a4b9543-67c5-480f-9d28-80a4389e3d17","source":"youtube","source_id":"UgzMJRhJl5FsU-1elj54AaABAg","content_type":"comment","title":null,"body_preview":"Meanwhile,, the Jew haters claim it was Mossad. \n😂😂😂","author":"@BoomerVZoomer","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"b88308d0-8807-4926-ab72-ca547ff9df19","source":"youtube","source_id":"UgzW0Wwx1fodQvJDkAp4AaABAg","content_type":"comment","title":null,"body_preview":"We as Jews especially from Israel will always rise to the occasion and fight for our survival. In a time of crisis we unite and work together!","author":"@LarryBurnstein","classification":"ai_generated","confidence":0.75,"indicators":["absence_of_personality","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"245f7b55-8ce4-4d0a-a9eb-99677ccb9dae","source":"youtube","source_id":"UgyGQuPz0wQCikqLkuJ4AaABAg","content_type":"comment","title":null,"body_preview":"The passenger who is commenting seems very articulate and well versed in what actually was happening, so it's fortunate to have his perspective.","author":"@phylisandrews9237","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"8360ad05-feaf-4964-989e-bfbb090a94c9","source":"youtube","source_id":"UgxhC0o6p6zFf1uaQcp4AaABAg","content_type":"comment","title":null,"body_preview":"In my lifetime experience never an aircraft lost height without the oxygen masks dropping the cabin fogging all overhead hatches open and debris flying around and a tremendous earsplitting noise etc e","author":"@faridafaizi7554","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"093e7532-8f28-4907-b0d7-ce50bfb6fd2c","source":"youtube","source_id":"UgyjqR2knTd7i_LrtT94AaABAg","content_type":"comment","title":null,"body_preview":"The New York Times calls this an altercation and uses inverted commas calling him a \"hero\" with inverted commas. This channel REALLY in bold. What's going on here? Shameful. Watching from America.","author":"@Zodiac2000-o9s","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"74a88e15-c7a6-4df8-8942-07c2e7f8cf2a","source":"youtube","source_id":"UgzHUQbpR_x97mNEjkt4AaABAg","content_type":"comment","title":null,"body_preview":"The last part made me cry. I cannot imagine the terror everyone went through and just the overwhelming comfort that overtook the passengers when they landed.","author":"@annsmith7196","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"866cdfc3-f479-4b1a-adfc-6caedcb079ab","source":"youtube","source_id":"Ugw0mV78LJWwOsq4aqp4AaABAg","content_type":"comment","title":null,"body_preview":"anyone who thinks this was actually real needs their head examined for brain cells ! A plane whose rudder apparently fell off! So how the bleep did it land then?! 😂 And how come there are no bags and ","author":"@DavidSmith-ef9wy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"880b37b3-7e4a-4b87-a0eb-86bdf939390a","source":"youtube","source_id":"UgyXYf1uQEVhuIeJnm94AaABAg","content_type":"comment","title":null,"body_preview":"None of the Indian folks commenting watched the whole video; they just saw that an Indian dude was a pilot 😂.","author":"@Johnthebrownmallukid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"ca0e8675-39e3-4471-9d60-b048f29fd5a3","source":"youtube","source_id":"UgzYdScEw5dEleSOjnl4AaABAg","content_type":"comment","title":null,"body_preview":"The pax barged into the cockpit because the pilot managed to unlock the armored cockpit door . While being stabbed.","author":"@carltonstidsen8806","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"03f600a5-e211-4b23-a4c8-7e13740c53ea","source":"youtube","source_id":"Ugw6wTCXc4FCzdwugSt4AaABAg","content_type":"comment","title":null,"body_preview":"i have not heard your view on the missing medical plane","author":"@CsxtBoy772","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"d7583f46-f937-4343-85e6-5e4ae0ea11f5","source":"youtube","source_id":"UgwmUV8t1UBClTFLec94AaABAg","content_type":"comment","title":null,"body_preview":"Do you really believe what you are saying as an expert?","author":"@imagine1292","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"adae8135-3fdb-425a-a671-468be555465c","source":"youtube","source_id":"Ugw0bS07IEZSMJd-Y_Z4AaABAg","content_type":"comment","title":null,"body_preview":"0:18 - what??! \"ALLEGED attacker\"?! what a lousy idiot said that?!!","author":"@JarekJBC","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"d056e332-4b26-4411-9cf8-390f3598b35f","source":"youtube","source_id":"UgyfbRUbO3VXTXad-sd4AaABAg","content_type":"comment","title":null,"body_preview":"Seriously, folks???\n\nFell out of the sky like a rock at twice the speed that should have torn it to pieces, and yet there wasn't a napkin on the floor of the cabin.???\n\nAnd all of this happened in 29 ","author":"@DavesDailyMinute","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"d8eed2c5-2bf1-4d5d-a6c4-88c19fbc1873","source":"youtube","source_id":"UgzPRvBpdgJ1NfQ4uxJ4AaABAg","content_type":"comment","title":null,"body_preview":"Staged. There's election coming up in Israel. Bibi needs to be a hero.","author":"@SiriSriSiri","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"7f09042e-366b-4175-b750-664c74dfe929","source":"youtube","source_id":"Ugyf82DQ66U4MnHLQdd4AaABAg","content_type":"comment","title":null,"body_preview":"Very nice that you let someone who was actually there talk and explain the situation. So many people that weren't there are sharing their biased assumptions  and accusations. People that weren't there","author":"@Detour16WBlz","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"83ee0fc3-eaef-4cb0-9cee-0a8a905d68de","source":"youtube","source_id":"UgydtD-6uA-xhVZfs_l4AaABAg","content_type":"comment","title":null,"body_preview":"Proud to be part of this incredible nation. Nothing will defeat us עם ישראל חי","author":"@toontoon94","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"c6a397cb-bf3b-4309-b213-578fab4abb93","source":"youtube","source_id":"Ugy8HbGuFUMyT_U4EXF4AaABAg","content_type":"comment","title":null,"body_preview":"Captain Steve, thank you for the flydubai incident update. It’s time to prioritize the mental health of pilots and crew members, too.","author":"@bpd2009","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"9db97ddd-5f35-4d47-b6c0-59acd81a7280","source":"youtube","source_id":"UgwVP8kgvBxoGrbSA4x4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂😂😂what a false flag \nBy the way what's the name of this drama","author":"@804-b2n","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"b21d5252-aa71-4662-9955-8aa0a547c370","source":"youtube","source_id":"UgxSpe8D8L6z9tcCegF4AaABAg","content_type":"comment","title":null,"body_preview":"Captain Steeeve can you explain the nose wheel doing the job of the Rudder. Are we going to Get cockpit recording ? I know a skilled pilot can steer using the port and starboard  engines on different ","author":"@gerardodonovan4427","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"37ea94a1-c2f8-4ec8-ba1c-dc8444f3c449","source":"youtube","source_id":"39QxhRn2v3I","content_type":"post","title":"What REALLY Happened Inside the Cockpit of Flydubai 1073?!","body_preview":"Flydubai Flight 1073 was cruising from Dubai to Tel Aviv when a violent emergency erupted inside the cockpit. The aircraft suddenly entered a terrifying rapid descent, an emergency was declared, and p","author":"Captain Steeeve","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_intent","disclaimer"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=39QxhRn2v3I"},{"id":"5cfa0ecf-7e63-4030-979c-997bce5ac777","source":"youtube","source_id":"UgxGd5B_4h7fkZMPIz14AaABAg","content_type":"comment","title":null,"body_preview":"What's the song @ plzz drop someone where can I see it at","author":"@BlazeBg18","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nBWFoW0w8A"},{"id":"5935906d-c2d3-4277-ae7c-92e3de5e79b1","source":"youtube","source_id":"Ugx9KnZdb4UcxwA_2lp4AaABAg","content_type":"comment","title":null,"body_preview":"Scottie barns is the goat man he's so jolly and funny and always make me smile. We need more people in the NBA as happy as Scottie barns.","author":"@nicokazuro8465","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nBWFoW0w8A"},{"id":"f84c2d1c-9878-44a7-86b1-94f433c8afb2","source":"youtube","source_id":"UgyY7nr-Bd8t7aTnk-l4AaABAg","content_type":"comment","title":null,"body_preview":"Dude is never going to beat the allegations with this sort of behaviour is he?","author":"@DESOUSAB","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nBWFoW0w8A"},{"id":"8c7cc927-b727-4260-8d85-9239375fca11","source":"youtube","source_id":"UgyLSK4ojV68GbxyXyN4AaABAg","content_type":"comment","title":null,"body_preview":"Scottie’s is the most special person in the world❤","author":"@SekiSour","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nBWFoW0w8A"},{"id":"e617d7d6-c75f-43cf-96df-cc6b1d024a9a","source":"youtube","source_id":"2nBWFoW0w8A","content_type":"post","title":"Why Scottie Barnes CRASHED The News 😂🏀","body_preview":"Scottie Barnes might be one of the funniest stars in the NBA Last week, the Toronto Raptors star randomly crashed CTV News reporter Sean Leathong’s live broadcast outside the OVO Athletic Centre while","author":"BRIGHTR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nBWFoW0w8A"},{"id":"f41f5251-561e-42c0-a42d-28acbf940764","source":"youtube","source_id":"UgwUWMX3yuTNw42DoUR4AaABAg","content_type":"comment","title":null,"body_preview":"I still don't get the messaging. You have to be working to get SNAP. Unless you are recently unemployed, in that case I believe it's 3 months to find a job or they get cut off. Which means you're payi","author":"@SolarVoxel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"df30637c-3e7c-4ff8-81f5-2ef192834e67","source":"youtube","source_id":"UgyNUARgSufI2FPEfZp4AaABAg","content_type":"comment","title":null,"body_preview":"If only that ad had more woke sharia style diversity it wouldnt be so bigoted lol","author":"@roodaley","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"f95a07c8-98e5-41cc-8b65-29419a6e080e","source":"youtube","source_id":"Ugz0YcWB9HvXD3QO5cJ4AaABAg","content_type":"comment","title":null,"body_preview":"White Americans make up the largest total number of welfare and public assistance recipients in the United States, according to demographic data from programs like the Supplemental Nutrition Assistanc","author":"@lobstercoco","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"2b096b10-d79e-496b-bcb6-c68bc4885098","source":"youtube","source_id":"Ugy0-GKtobLpL0vVtkd4AaABAg","content_type":"comment","title":null,"body_preview":"Im sorry but the people in politics who have the \"them vs us\" mentality are the most insufferable to be around I could care less if someone on the left or the right as long as shit actually gets done ","author":"@Toniestbook","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"61c12623-1fca-4e5b-baf4-056de024974f","source":"youtube","source_id":"UgxlExmqplT2-8EO1514AaABAg","content_type":"comment","title":null,"body_preview":"lol They should have just chosen a CGI cartoon of a couch potato since anyone can fit this description but if someone has an emotional stake for or against the imagery already, they will see what fuel","author":"@jadedj5385","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"b8f30a74-4d47-4aa3-84c3-735869b86902","source":"youtube","source_id":"UgyB7QCPeSx9gmZAfz14AaABAg","content_type":"comment","title":null,"body_preview":"Arkansas, the only place on earth still living in the 1800s","author":"@the-game-and-movie-lover","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","hyperbole"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"abc57c41-2503-4778-a5a2-7e651b580568","source":"youtube","source_id":"UgzyArhhAZY0jqOzSF94AaABAg","content_type":"comment","title":null,"body_preview":"CANT MAKE ANYONE HAPPY😂😂😂 i swear it’s both side just be saying the craziest shit!","author":"@samuelalldredge5765","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"bb99ec89-62de-485b-9325-643967012ed6","source":"youtube","source_id":"UgwAYGUM5m83Kk8OQzJ4AaABAg","content_type":"comment","title":null,"body_preview":"Who even cares about \"right wingers\" or their learned ideology lol","author":"@clown_show_kryptonite","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"d1455b54-8001-4106-abb0-c5702da778a6","source":"youtube","source_id":"UgziuNEC9lk6uRjBOwB4AaABAg","content_type":"comment","title":null,"body_preview":"I hate to be the bearer of bad news \n\nMost of the people on welfare are white, and less of them are unable to work. They aren't \"demonizing white folks\" they're calling out the demographic of \"failure","author":"@MercyxRain","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"a2aa097d-8407-4d61-889a-54b0ec1a7ccf","source":"youtube","source_id":"Ugy3bjDFyNzv5RR9dDl4AaABAg","content_type":"comment","title":null,"body_preview":"I feel like it’d be more racist if it were a black guy in the white guy’s position","author":"@dualdestry2856","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"2e7817b7-235b-49f2-9b71-e3d8175c5f7f","source":"youtube","source_id":"Ugz8FtHW-Ye07VmXKA94AaABAg","content_type":"comment","title":null,"body_preview":"Yet all of the farmers workers in red states were being deported by ICE and yet no white boys do not want to work the fields either.\n\nThey barely last a few days before quitting.\n\nThis ad is not lying","author":"@JustTooDamnHonest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"d17a97f1-10ed-4ea7-81b9-db3b3f0d4eba","source":"youtube","source_id":"UgxS04KpIfE56WDWsZZ4AaABAg","content_type":"comment","title":null,"body_preview":"Centuries. The time span you're looking for is centuries.","author":"@LaurenAnne6","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"b7ed6604-f8aa-4686-8182-9942b55240d1","source":"youtube","source_id":"UgwZxpeG7_LBTRhC9bx4AaABAg","content_type":"comment","title":null,"body_preview":"Welfare was never meant for Black Americans, if it was it would have been abolished a long time ago.","author":"@SpringLeafWolf","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"2bbe6976-ed22-4cfc-a3b8-d70af0ad3f0e","source":"youtube","source_id":"Ugy1hQdIGRpFcVe5HxF4AaABAg","content_type":"comment","title":null,"body_preview":"That lady shouldn't be charge of anything.  Let alone a state. She should just be in charge of dog crap.","author":"@AdamRudd-n8z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"02013986-58ca-449e-9e86-285e737132d7","source":"youtube","source_id":"Ugzw_pmFDOPE2_KGTKR4AaABAg","content_type":"comment","title":null,"body_preview":"former cashier here, the majority of people using EBT where white women 😂😂😂","author":"@cesarcamara4727","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"c7ef34b2-2d7e-4a63-80e6-7632c5184f58","source":"youtube","source_id":"UgytPLFbWmPRhGGugYd4AaABAg","content_type":"comment","title":null,"body_preview":"Lol primary demographic is White: ~43%\n• Hispanic: ~26%–28%\n• Black: ~23%\n• Asian/Native American: ~8%","author":"@lancesexton1254","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"2bbb761e-12f0-42d6-800e-0d0b5079dfc8","source":"youtube","source_id":"UgykOmrBwETrCHqZNfJ4AaABAg","content_type":"comment","title":null,"body_preview":"WHY IS SHE NOT IN A JAIL CELL!! DOES THIS COUNTRY EVER HOLD ANYONE ACCOUNTABLE???","author":"@KittyCombatVeteran","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"bd30b636-a2d6-4958-953f-39ad837be165","source":"youtube","source_id":"Ugxf_VuFrVu7W53GCOh4AaABAg","content_type":"comment","title":null,"body_preview":"Not even taking per capita into account when you speak about the numbers is very deceptive of you too, Phil.","author":"@DaoistQ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"b61b45d4-d4e5-43dc-80f9-898d1fbd0b8b","source":"youtube","source_id":"UgwwO1iCtZXLekXQqp94AaABAg","content_type":"comment","title":null,"body_preview":"Ohh, the racist GOP and the anti-social programs GOP are fighting again.","author":"@Gunstling","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"c6d5e333-e5d4-45d1-976d-c7707fce303d","source":"youtube","source_id":"UgwVDOXqO7Uq5TGa-o54AaABAg","content_type":"comment","title":null,"body_preview":"People shit on disability and wellfare when they don't even understand how goddamn hard it is to get on some of these programs when you NEED IT. SSA disability for example pushes back so fucking hard ","author":"@Rxr_trx","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"5b4e0032-e650-409a-b9a3-9e4d04ae8cc7","source":"youtube","source_id":"UgwmmNe3G8RvhsUUafJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ronald Reagan did this. They think its the \"others\" when they are not the ones you need to worry about. I'm not tripping on anyone who gets Welfare. Not when Elonia Musket is receiving billions. How a","author":"@themaninred33","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"2bc4d2e7-9f9f-40e1-b7e6-7c22826e1af7","source":"youtube","source_id":"Ugw0KG5ioMSxVHQyJNh4AaABAg","content_type":"comment","title":null,"body_preview":"You made white men look lazy... The worst sin any Republican could commit 🙄","author":"@biblesforbreakfast","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"719a221a-a1bd-43a0-8026-e51ac3973ba6","source":"youtube","source_id":"UgwDfgy2tnNNzqks0iF4AaABAg","content_type":"comment","title":null,"body_preview":"Its true that the majority of welfare recipients, in every state, are white and rural NOT black and urban.  However, they are substantially female not male, as working age men are not eligible unless ","author":"@csf1757","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"97047e2a-bdc2-491a-9f23-5bcf31fba3ca","source":"youtube","source_id":"UgzoJSKo38wFqc1T4Gh4AaABAg","content_type":"comment","title":null,"body_preview":"If this made her less likely to be elected, then I don’t see how this is an issue","author":"@ft.jackjimmy7282","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"9ba9f82e-53b2-477c-bdfe-5e743f479b5b","source":"youtube","source_id":"UgxUFIFDmvIc9sLAmPR4AaABAg","content_type":"comment","title":null,"body_preview":"As per usual, if it sounds like a liberal skit about how dumb and sensitive Republicans are, it's probably a real viewpoint by a decent percentage of actual Republicans.","author":"@brianfox340","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"181daa91-a731-478b-a2da-742be3c82eeb","source":"youtube","source_id":"UgxWr6xA6qysRPsuC-h4AaABAg","content_type":"comment","title":null,"body_preview":"Get your Tickets for the DC and Pittsburgh live shows this weekend! http://CrashingOutTour.com","author":"@DeFrancoNews","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"93a0b2c2-2cce-47e5-9226-ae31048db832","source":"youtube","source_id":"kHclPAkptmA","content_type":"post","title":"Right Wingers Mad That Arkansas Governor Showed White Person Getting Welfare","body_preview":"Watch the full Daily DeFranco Show: https://www.youtube.com/@PhilipDeFranco?sub_confirmation=1\nGet More News Clips: https://www.youtube.com/channel/UCpLB7kBu9O5dbBKhaIOmqcQ?sub_confirmation=1\n\n———————","author":"DeFranco News Clips","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.17970461154670736,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kHclPAkptmA"},{"id":"1d698b0d-2d16-4d16-a683-80e37b8a3668","source":"youtube","source_id":"UgxmEV4WLn0JUOsSmXl4AaABAg","content_type":"comment","title":null,"body_preview":"He's like man these humans are great  I love their  food ! Look like he just chomped down a cinnamon roll ! 🤣","author":"@Motagee651","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"a994b603-79a0-4a89-8c2c-c9f54d949f24","source":"youtube","source_id":"UgwaD6bZaEjChxti87h4AaABAg","content_type":"comment","title":null,"body_preview":"he looks like my six year old grandson sneaking treats and peeking to make sure he's not been caught...lol","author":"@WendyFerris-q1h","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"dddfa6b9-955f-468d-90d7-3da58a0e59ca","source":"youtube","source_id":"UgwvOKXVf46Cg_87kgB4AaABAg","content_type":"comment","title":null,"body_preview":"A hungry young bear.  Adorbs!  Cracks me up that he is constantly looking side to side ... 🥰 There should be a sign \"Bear Buffet in Progress.  We will be back soon.\"","author":"@BelleLopez312","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"1e399e9e-9bac-4f53-b7b2-d11e7f6470f9","source":"youtube","source_id":"UgyZo8oZiEe8suYlNzd4AaABAg","content_type":"comment","title":null,"body_preview":"That's Grizz.  We all know him and his bros are chill","author":"@shalonheidenheimer6165","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"d880e0fb-dce2-4494-b4a9-d2e1f4cabdf6","source":"youtube","source_id":"UgxQB7wnfd7-DFuNi0x4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah you look at him and ask you want something to drink with that, or better yet slide a bowl of cold water close to him.","author":"@trotterhorsewatsonjr.6668","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"fe558086-a19e-4ccf-86b6-49aab389039b","source":"youtube","source_id":"UgwInB3C2fjklqDvkOF4AaABAg","content_type":"comment","title":null,"body_preview":"Wait, women are not cooking for the bear either????? Wait a minute 😤","author":"@anticssmantics8446","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"5dbb92de-8888-4618-aacf-4a3151a71890","source":"youtube","source_id":"Ugz2kjae-cAyI-crJel4AaABAg","content_type":"comment","title":null,"body_preview":"That's when you know your pastries are very good . 🎉 ❤ 😂","author":"@usrock1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"d4bf15c6-253d-4687-a214-f93ad184982d","source":"youtube","source_id":"Ugx6eDT7et0sbgLprV94AaABAg","content_type":"comment","title":null,"body_preview":"It had been smoking the bomb all night and had a terrible case of the munchies.","author":"@kingkobra1956","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"ba07ab7f-18ef-4fca-ba82-ef4b064ddd63","source":"youtube","source_id":"UgxMv2SbasyQ7Z8uQB54AaABAg","content_type":"comment","title":null,"body_preview":"I would pay for that if needed. Buddy keeps looking back like nobody sees it😂","author":"@jeffhemmen9088","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"e1a1c24f-4a5e-4fab-b529-e4f1836efd10","source":"youtube","source_id":"Ugw9sqcOLt_mfVCi4S54AaABAg","content_type":"comment","title":null,"body_preview":"HE ABOUT TO HIEBERNATE...HE NEED ALL THE FOOD HE CAN GET...","author":"@ChicAgo_SheRRie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"bf23f900-af2b-4337-b535-b078d9954e5f","source":"youtube","source_id":"UgwD66boo6zZMf59sqN4AaABAg","content_type":"comment","title":null,"body_preview":"No surprise there.  I've seen bears running down the street in broad daylight over there.","author":"@in-the-bear-doh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"4fdcdcf2-5583-4672-95d3-e21f40f81fcd","source":"youtube","source_id":"Ugz86FBlTuwmlRpmpOp4AaABAg","content_type":"comment","title":null,"body_preview":"Well, we do keep building more and more houses......","author":"@saltyhair1","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"0a04b38f-e184-4381-82bf-1bb9726851a2","source":"youtube","source_id":"UgyUFnaiCYNzOQTxQPh4AaABAg","content_type":"comment","title":null,"body_preview":"He’s looking around like he’s waiting for the waiter to bring him the coffee💁🏼‍♂️☕️🐻🥐","author":"@Tina-jb5ud","classification":"human_created","confidence":0.7,"indicators":["emojis_used_naturally","observational_humor","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"4fa50c7e-f429-41c7-bbb2-fe88b3b363dc","source":"youtube","source_id":"GDF5c5LV7dA","content_type":"post","title":"Bear eats pastries at Aspen farmer's market","body_preview":"Bear eats pastries at Aspen farmer's market\n\nFor more context and news coverage of the most important stories of our day, click here: https://www.nbcnews.com\n\nEvery day, NBC News helps people understa","author":"NBC News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.21080476216347288,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GDF5c5LV7dA"},{"id":"5a32e484-30a3-42b0-923c-da87b28e2a0a","source":"youtube","source_id":"Ugxg60nl_E8yIN7xAi54AaABAg","content_type":"comment","title":null,"body_preview":"The cover literally has him cutting the world and destroying it. Bro 😭","author":"@gumbly4174","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"0be15a42-769f-4592-b72a-23b6dc02fdb1","source":"youtube","source_id":"UgxWpwu7ql1WCLmQSil4AaABAg","content_type":"comment","title":null,"body_preview":"The way I sat straight up hearing he hates the doc. I assumed it was a PR thing he funded for himself but it might actually be worth watching.","author":"@rebelscum61","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"54bc8f7f-b1b7-4875-bf8d-51e23a6be1b4","source":"youtube","source_id":"Ugw6F6VKMybA9_QA47h4AaABAg","content_type":"comment","title":null,"body_preview":"Literally the streisand effect. I was never going to watch this but now that its being censored I have too","author":"@ArgyJackal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"2418de6e-0577-436c-9f38-0330de81665f","source":"youtube","source_id":"UgxHuM3nNNup8Nbsr514AaABAg","content_type":"comment","title":null,"body_preview":"One often meets his destiny. On the path he takes to avoid it!","author":"@MrGamerofmusic","classification":"human_created","confidence":0.7,"indicators":["quote_or_proverb","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"ca26ca52-bad6-4ad8-8994-8dc7dfe3c7b4","source":"youtube","source_id":"Ugy9W7dVBQCgvh18TSV4AaABAg","content_type":"comment","title":null,"body_preview":"I believe that if the documentary has any provably false information in it, Musk would be able to stop it via Defamation lawsuits. Of course, then he'd have to prove that it's false in court... So, it","author":"@ZyraZain_AAA","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"50904307-120c-4057-8403-0b5e28da4287","source":"youtube","source_id":"Ugy5U1PUkK4X1S0TWSN4AaABAg","content_type":"comment","title":null,"body_preview":"I’m a Taurus, tell me I can’t do something and I will prove you wrong. I’m watching that movie","author":"@FerylMusic","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"4e0fb625-5239-433c-a9ae-b3fb18ee8513","source":"youtube","source_id":"Ugw9YlybksshiYBW6nt4AaABAg","content_type":"comment","title":null,"body_preview":"Or maybe it’s reverse psychology for everyone to go see it, using ‘censorship’ as a marketing strategy","author":"@richrich2862","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"839bddb2-8784-4bb1-94be-63a0ced531df","source":"youtube","source_id":"Ugws-G8gQz6Y9x1iJpZ4AaABAg","content_type":"comment","title":null,"body_preview":"i love living in a fascist hellscape........... can we start a revolution yet?","author":"@monorayjak4377","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"078ae04e-2182-45a5-938d-64df72a63318","source":"youtube","source_id":"UgxJUlQJcqPviY0qchJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hold on. So if being paid to present news with a political aspect is against TikTok’s TOS, doesn’t that mean that no mainstream news organisation can post content having to do with politics (which is,","author":"@ForsakenDAemon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"1f05cc12-32f2-4afa-8611-902f0517ca7f","source":"youtube","source_id":"UgxQJx55oZb-jYiwwLt4AaABAg","content_type":"comment","title":null,"body_preview":"Streisand effect in action: This the first time I'm hearing of this documentary.","author":"@bone_lotus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"76fc3b1c-ae75-42df-802e-42b55ab5e75b","source":"youtube","source_id":"UgzwCMSwt65EPqD7EBp4AaABAg","content_type":"comment","title":null,"body_preview":"hey, I'm aware you probably autogenerate the subtitles for this video with AI\n\nI'm not gonna yell at you for that, just tell you that you really shouldn't. \n\nbecause I genuinely can't tell if you're g","author":"@leobastian_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"5fb07164-09f3-45d2-a645-6c3d15bf4c72","source":"youtube","source_id":"UgzT-rTieXf0Mj_-XbV4AaABAg","content_type":"comment","title":null,"body_preview":"A good example of the Streisand effect is in 1980s Ireland, The Catholic Church banned Monty Python from being shown anywhere. Im yet to meet an Irish person who was alive in the 80s who hasn't seen M","author":"@BluMoons50","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"a6df8963-5091-4dee-ae69-ac11789c5906","source":"youtube","source_id":"UgyqkcCnjFiHZsEML5x4AaABAg","content_type":"comment","title":null,"body_preview":"I wasn’t going to watch the documentary but knowing it’s being banned makes me want to watch it more… Streisand effect is real!","author":"@surinder4430","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"4ff6c398-1971-4d26-a4ca-1722865e5bb3","source":"youtube","source_id":"UgwrpZAPFJv6HmHNY6N4AaABAg","content_type":"comment","title":null,"body_preview":"Good point. Who funds the channel and what industries do they control?","author":"@llllaarr2518","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"9a20ecde-d680-4afa-b280-53a973e93fbf","source":"youtube","source_id":"UgxKHonmXjWKQ9qs9FZ4AaABAg","content_type":"comment","title":null,"body_preview":"It's almost like when you have monopolies, things don't go well for the average person. Get money out of politics, or we'll never regulate our government or a corporation, ever again. Politicians who ","author":"@yoga_danni7535","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"0b0cb0e3-e11d-49e9-9566-2e6d89d5cbb5","source":"youtube","source_id":"Ugwjx7JYtBTlczSDi6h4AaABAg","content_type":"comment","title":null,"body_preview":"Oh, I really want to see this movie now. Everybody should see this movie. This looks like a very fun movie.","author":"@GingerwillowTheFeatheryOwl","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"c757b0e9-e44f-4fcf-9edb-0c311179874e","source":"youtube","source_id":"UgxgS4CYmkmuZHstubt4AaABAg","content_type":"comment","title":null,"body_preview":"Has been today tiktok I know them they decided to burn your videos","author":"@adamzackgamesfunandlife1611","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"8fdd4612-1065-4f22-9298-7110b5661aea","source":"youtube","source_id":"Ugw1d5Whsr-p8APeukd4AaABAg","content_type":"comment","title":null,"body_preview":"I guess I'll watch the documentary now since nobody wants you to see it","author":"@3DPrintGuy-s9s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"dd209179-a165-4dae-9150-12190fda5ac7","source":"youtube","source_id":"UgxHsM4OtWfeayZpeFl4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe I'm out of the loop, is Dave out of Washington Post or is this additional content?","author":"@Hex7CD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"d4248eb1-dde1-4f35-b473-1a2488e09d9f","source":"youtube","source_id":"YljNmYTmqqk","content_type":"post","title":"How platforms censored the ‘Musk’ documentary","body_preview":"Here’s how platforms censored ads for the ‘Musk’ documentary.\n\nYouTube, TikTok, Instagram, Facebook owner Meta, and, predictably, Musk’s own platform X all first refused to run paid advertisements for","author":"Dave Jorgenson","classification":"human_created","confidence":0.85,"indicators":["caption_from_article","original_commentary_around_quotes"],"bot_score":0.14187932505247677,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YljNmYTmqqk"},{"id":"48170ee5-adc8-4440-b1f4-74953d3efefa","source":"youtube","source_id":"UgxqOVL5ajuO7mQPhAF4AaABAg","content_type":"comment","title":null,"body_preview":"This is Classic you liberals defended Biden even the mainstream media said Biden is the best they ever saw. Then the debate happened and you installed Kamala without one single primary election just l","author":"@roberthuber977","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"8d3cd714-0e68-4fb7-a345-79a53a32af06","source":"youtube","source_id":"UgyQKTznwjOI8tVC0Bp4AaABAg","content_type":"comment","title":null,"body_preview":"“The rudder was ripped off the plane ??”\nSorry trump, if that happened, the plane would crash. No exceptions","author":"@robertblaney5033","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"342f2ecb-191c-40ef-97a9-7befae8cc1f7","source":"youtube","source_id":"UgxdUUXjg8piPbgpjId4AaABAg","content_type":"comment","title":null,"body_preview":"He had flown before. He trained in New Zealand.  And he wasn't a plumber..","author":"@sandyt4417","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness","human_indicator_terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"79d6aff6-f413-4a4c-a4f1-032561198b9b","source":"youtube","source_id":"UgwHz6m0LjaS4v0QL394AaABAg","content_type":"comment","title":null,"body_preview":"Are they true 🤔 they keep changing... it was a knife... it was the Axe.... the plumber heard screaming... the little girl heard screaming.. they broke the door open... the stabbed pilot opened the doo","author":"@Tjstube32","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"7d9cd3ca-d595-48f1-9ac9-92edadf09d24","source":"youtube","source_id":"UgxoqNFUlEL0v-4ZuaB4AaABAg","content_type":"comment","title":null,"body_preview":"Joe Biden was exatly the same you blind idiots.... The world seeing you and LOL","author":"@PetkesWorld","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"1409859d-05b4-4c75-916e-2e06b5dcd910","source":"youtube","source_id":"Ugxj_Y6SVKYIMhj_mkl4AaABAg","content_type":"comment","title":null,"body_preview":"The delusion of that man is hilarious, and the entire world is laughing at him. The people who call themselves Israelis have got Trump wrapped around their disgusting little fingers","author":"@JohnJB-d4m","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"e47e869b-32ec-4e42-b542-e2a037cbc4e9","source":"youtube","source_id":"UgzAxfGZHOIFZH9QlG94AaABAg","content_type":"comment","title":null,"body_preview":"Haven’t found these details of the event in the news.","author":"@teresahamilton7801","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"83df81ec-b1c5-4cb8-881e-ee9d862775f5","source":"youtube","source_id":"UgxFWAe8Uj_zz39_lrx4AaABAg","content_type":"comment","title":null,"body_preview":"Whatever. It isn’t going to happen. Sorry. I get the content grab but it won’t happen","author":"@karenalzayed6160","classification":"human_created","confidence":0.6,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"5d1c0bbb-5701-4451-826b-de42ccda3757","source":"youtube","source_id":"Ugw1wt3_pjwxjRUSYJh4AaABAg","content_type":"comment","title":null,"body_preview":"He should have said the eating the cats and they are eating the dogs because....it don't make sense😂😂😂😂 either","author":"@sequinmosley7235","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"b74de341-bb18-4a6d-a9d8-456d60c1ce99","source":"youtube","source_id":"UgycMIgkAJCYKeJhdAF4AaABAg","content_type":"comment","title":null,"body_preview":"Scary proof he will believe and repeat any nonsense told to him without using personal judgement and critical thinking skills.","author":"@rjp3america747","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"26e7ba55-2b57-4858-8046-cb012fd434c1","source":"youtube","source_id":"Ugz7mcVqeCXn-QCH9lZ4AaABAg","content_type":"comment","title":null,"body_preview":"I DONT LIFT PIPE ALL DAY, I JUST  LAY IT .. ANYWAY, WAKE ME UP WHEN THE GOP ARE THE ONES CALLING FOR IMMEIATE REMOVAL PAKMAN","author":"@raidermaxx2324","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"19c724e3-beab-4084-9dac-2aa51f4e6dfb","source":"youtube","source_id":"UgzuTmn-U8pTjgerryd4AaABAg","content_type":"comment","title":null,"body_preview":"Is he telling a story or spose to talk about the disaster he's caused in the country, ppl, and world","author":"@tumekemuch","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"ee1389f9-4b28-4d2b-b317-c52688fe6cbd","source":"youtube","source_id":"UgxUlmx-FFGHqUEDHOZ4AaABAg","content_type":"comment","title":null,"body_preview":"THE CROWD KNEW THEY WERE GOI NG TO DIE .. DONT YOU MEAN THE PASSENGERS? OH YEA EVERYTHIGN IS A CROWD IN YOUR DELUSIONAL, SYPHILLIS ADDLED MIND, DONNIE","author":"@raidermaxx2324","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"18882b9c-acca-40cc-a239-ba9343631f2b","source":"youtube","source_id":"UgyNamPo-oD0YuUdmop4AaABAg","content_type":"comment","title":null,"body_preview":"STAND UP AMERICA - IT'S TIME TO MAKE A DIFFERENCE\nTIME TO STAND UP FOR FREEDOM - VOTE - VOTE - VOTE\n ....11/03/2026 AMERICA'S NEW INDEPENDENCE DAY......\n                           IMPEACH TRUMP\n      ","author":"@CLARKNELLEN","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"b3bdeeac-08bd-42fe-a17e-c81fada1fd81","source":"youtube","source_id":"UgzCQj0ZKwA_8Rqs3Pd4AaABAg","content_type":"comment","title":null,"body_preview":"Did you watch interview Bibi with  that guy, plumber. Only one problem you pull the stick not lift it up","author":"@vladimirpetrushin1956","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"df4b3674-0952-4e49-b45b-ffb92f59ea3e","source":"youtube","source_id":"UgwXHWSUKHI-pcHx0nx4AaABAg","content_type":"comment","title":null,"body_preview":"IMAGINE IF WE HADNT DEPORTED ALL THE MEXICANS, THERE WOULD NEVER HAVE BEEN AN ISREALI PLUMBEFR, AND THE MEXICAN PLUMBER WOULD HAVE LOCKED HIMSELF IN THE BANO, FROM EATING TOO MANY FRIJOLES . .\n\nTANKS ","author":"@raidermaxx2324","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"4b894ea0-7b5a-4b24-b915-9d7a2c03694e","source":"youtube","source_id":"nRVThrhk4wc","content_type":"post","title":"Just wait until Trump gets to the Israeli plumber #shorts","body_preview":"Become a Member: https://www.davidpakman.com/membership\nSubscribe to our (FREE) Substack newsletter: https://substack.davidpakman.com\nGet David's book: https://davidpakman.com/book\n\nInstagram https://","author":"David Pakman Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_show_date","niche_expertise","call_to_action","hashtags"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nRVThrhk4wc"},{"id":"29492c64-99e9-49de-8bb3-e4958a290d54","source":"youtube","source_id":"Ugyw-zXMgLEAsyxrzjZ4AaABAg","content_type":"comment","title":null,"body_preview":"Kennedy is a pedophile protector and supporter and in my opinion he is a pedophile himself.  That's my  opinion.  He sure tries to hide the fbi records that show who in office raped and trafficked chi","author":"@alantaylor2278","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"81d5b118-72ee-496f-85ed-34ed8710d73b","source":"youtube","source_id":"Ugyv_I3z7f7uqn4ZK5d4AaABAg","content_type":"comment","title":null,"body_preview":"Kennedy is typical MAGA, an extraordinarily unattractive man whose personality is even uglier than his appearance.  But like his cult brethren, he's confident that he's suave, clever and charismatic.","author":"@jamesjones4180","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"5d500412-c71f-4fd6-9964-88e34d4f77bb","source":"youtube","source_id":"Ugx6BR3QyEJ9RtY_Vj14AaABAg","content_type":"comment","title":null,"body_preview":"I’m sorry, I don’t answer stupid questions. I would pause so long the other person would talk himself into a grave and we’d still not find out which question he really wants answered. The whole conver","author":"@joettetruelove8381","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"656c544e-2b77-4018-86b5-c1bf01c21b17","source":"youtube","source_id":"Ugyk2Shdd-XTKm8jJON4AaABAg","content_type":"comment","title":null,"body_preview":"Why are you only looking into criminals Mr Smith? Genius.","author":"@htroy-d7f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"e52e891d-5eb0-483a-929f-44cc10ddd6fb","source":"youtube","source_id":"UgwuDEGO_5eb_SKv6iN4AaABAg","content_type":"comment","title":null,"body_preview":"When defending the indefensible, it is often necessary to drag the Easter Bunny into the mix. WHAT would possess the Trumplickers to remind the WORLD of how corrupt the current president and his Regim","author":"@phrogme2450","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"d41c4316-698f-4a46-9ab0-86e7619f8c2e","source":"youtube","source_id":"UgwGFvCXBTBCHec2PgF4AaABAg","content_type":"comment","title":null,"body_preview":"Kennedy is as crooked and full of shit as they come... which is likely why he throws up in his mouth 🤔","author":"@sheryhine","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"4e41d4f5-e027-4624-b914-1cdefa2aec43","source":"youtube","source_id":"UgwMz_lJDF0fY-iL3KZ4AaABAg","content_type":"comment","title":null,"body_preview":"The sight of Kennedy makes me want to throw up on his face.","author":"@timothycardoso1364","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"123121c0-49d5-4e90-8bbe-f0991dc3ef8c","source":"youtube","source_id":"UgxUJrzHo40v7uyRBF54AaABAg","content_type":"comment","title":null,"body_preview":"Kennedy -- \"Your stalling me, again\".\nTo damn right he is because he knows you want a sound bite making it look like the he was directly and purposefully and *only* going after the republicans. \nIf th","author":"@julunggul-dragon","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"e9efca0b-0bd1-49a7-bddc-6f8644b66d35","source":"youtube","source_id":"UgzxlRWiHcthIIh85bx4AaABAg","content_type":"comment","title":null,"body_preview":"I'd like to poop Kennedy's mouth. It would go unnoticed, so much poop in there already.","author":"@voteblue8843","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"f6b7df40-1ecd-4448-a70b-d0bf3b642fda","source":"youtube","source_id":"UgyDQicgwscJk-IWjHJ4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans all seem to be Trump morons. and regardless of their 'qualifications' hey seem to be as thick as two short planks.","author":"@HazzaMcHazza","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"122b7548-bbdc-4b20-9740-fc3f94f78241","source":"youtube","source_id":"UgzzviT56uICvmEg1ep4AaABAg","content_type":"comment","title":null,"body_preview":"They are all certifiably nuts!!!  This is a good one for SNL!","author":"@DanielleCarson-k4t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"a1343ab4-2a42-4cc5-91a5-d85b688f4baa","source":"youtube","source_id":"Ugy_yCidfLzTfyHhFCN4AaABAg","content_type":"comment","title":null,"body_preview":"What is crazy are the dems who have one braincell left still think Jack Smith is innocent. Trump was wrongfully prosecuted to try and take him off the voting roles. Dems are crook5and d a f.","author":"@GregM-bc3ru","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"aafd0bd4-e4a0-4b21-9940-50b4c21127dd","source":"youtube","source_id":"Ugyx1_gd2XARjO8SMsp4AaABAg","content_type":"comment","title":null,"body_preview":"The republicans will go down in history for the stupidity and dishonest people in the books that our children’s children will read.","author":"@KennyHier","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"13c1fdbf-e01a-4a96-98b1-23607ab59dfb","source":"youtube","source_id":"UgwA8SF2E0DM5TYcDdV4AaABAg","content_type":"comment","title":null,"body_preview":"This Kennedy is to fu€king old to legislate!  Just like the Old A$$ men & women! InCongress! We need people who are intelligent, minds still listen and calculate lies and truths…","author":"@kjjennings3814","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"446fbe27-0d04-463f-aa08-ab1c7d7e7c2e","source":"youtube","source_id":"Ugw9YZSW5r_QeBpxi9J4AaABAg","content_type":"comment","title":null,"body_preview":"Go ahead John, throw up in your mouth.\nOh wait you just did for the last two minutes….\nYou John are no match for Jack. Ironic, you bear the name of another Jack to whom you can’t hold a candle to.","author":"@SpotSully-nw7ed","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"308ee6d8-eaad-4c67-b2f6-e9f99d5eb635","source":"youtube","source_id":"UgyPZaSuRg95rxONnO54AaABAg","content_type":"comment","title":null,"body_preview":"If Trump contacted democrat congressman to try and steal the election, he would have requested their shit too Kennedy. Fuck you. You motherfuckers spy on every single American citizen DAILY. Quit bitc","author":"@domakazie1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"5b84e30d-f9b0-442d-ab75-4bfb4ebce6f3","source":"youtube","source_id":"Ugw-EN1SxzRlXm_kRk54AaABAg","content_type":"comment","title":null,"body_preview":"I don’t know how he keeps a straight face with these ridiculous questions.","author":"@chrissie6883","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"f883ba63-c129-4a05-af6e-6ed34912b18f","source":"youtube","source_id":"UgyCiiX8B7-L14OGeB14AaABAg","content_type":"comment","title":null,"body_preview":"Throw up in your mouth and gag in it you piece of shit","author":"@JuliePulliam-h8m","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"bde88fc4-c568-4d4d-8b07-635b5b5d0e90","source":"youtube","source_id":"UgwCEJ_Lk0emE6cfK5J4AaABAg","content_type":"comment","title":null,"body_preview":"KENNEDY'S ENTIRE CAREER HAS BEEN HERITAGE FOUNDATION POPULIST. HE IS WELL EDUCATED AND HE HAS NET WORTH OF $27M WITH OVER $1M IN DONATIONS FROM ZIONIST GROUPS. HE KNOWS WHAT HE IS.\nSO DOES AMERICA.","author":"@robertburns4023","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"b5b0e9ff-4b3c-4ac4-8fec-735985f79cf6","source":"youtube","source_id":"Ugws8Y4yWfoluyhRert4AaABAg","content_type":"comment","title":null,"body_preview":"This is dreadful. You must be so embarrassed Americans.","author":"@HelynHughes","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"e28d375c-f71d-4ecb-b2ac-8656534b3784","source":"youtube","source_id":"UgyMuixb9KikHGhXfvd4AaABAg","content_type":"comment","title":null,"body_preview":"Kennedy’s “folksy” accent is all an act, he’s such a disgrace.","author":"@jbowen791","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"636adb0a-9891-4e5b-b56b-d8a4cfc1204e","source":"youtube","source_id":"CoHUfHcyhxc","content_type":"post","title":"Kennedy: \"You make me want to throw up in my mouth\"","body_preview":"Sen. John Kennedy (R-LA) accused former special counsel Jack Smith of bringing charges against then-former President Trump for political purposes, pressing him about why he took the job, his wife's po","author":"C-SPAN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.2857142857142857,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CoHUfHcyhxc"},{"id":"511b9666-b7ca-472c-883c-66a265c09edd","source":"youtube","source_id":"UgwYHSw6LZ9uCZFj75J4AaABAg","content_type":"comment","title":null,"body_preview":"good film, it is on zioflix? bathroom bathroom... the AI find a funny name to the \"omaní\" pilot","author":"@edRQRQR","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"90b8cd44-2adb-40d7-92fc-df5cff2e14d0","source":"youtube","source_id":"UgxegZ9rMaJ7cBnOQlV4AaABAg","content_type":"comment","title":null,"body_preview":"How can you make your way to the cockpit in a nose diving airplane? That detail just doesn't seem right to me...","author":"@theoneandonly525","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"beafc952-fecf-486a-aa7c-94b446a0839b","source":"youtube","source_id":"UgwtYD24hTi1GB71STt4AaABAg","content_type":"comment","title":null,"body_preview":"what happened to we're not going to try and speculate and wait for more information to come forth? i get you're trying to paint these guys as heroes... and all of them are but please don't try and gas","author":"@Squirrel_Alt_Delete","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"63fdcfd4-5f0c-467c-9541-c1641dd37bdf","source":"youtube","source_id":"UgwrZsWQBw1r-eAcyNx4AaABAg","content_type":"comment","title":null,"body_preview":"Where is the real landing footage? Too many facts are missing, it’s all drama and impossible heroics.","author":"@baindaood896","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"e3edd106-795b-4b32-bba3-7069f8182441","source":"youtube","source_id":"UgylOm9UdVoUmGR3V_x4AaABAg","content_type":"comment","title":null,"body_preview":"So this is going to be the latest distraction for the next few weeks...yawn.","author":"@Thyalwaysseek","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"67160f9b-3e77-4910-b07b-e4c4a3001178","source":"youtube","source_id":"Ugzev7rV9TwLLJVzZtl4AaABAg","content_type":"comment","title":null,"body_preview":"Was this Peter or AI? Peter always waits for more evidence before making conclusions, i.e. switching off engines. During the alleged free fall, one of the video shows the passengers are moving in the ","author":"@kroutic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"2ed1005c-315c-443d-b222-712e80ea0805","source":"youtube","source_id":"UgxaqG7Oy9FALwT8BgB4AaABAg","content_type":"comment","title":null,"body_preview":"i dont trust isreal, i think this is a false flag as usual , only time will tell","author":"@ABW97","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"6f747192-4d16-4f90-8bbd-7e3fccb599e9","source":"youtube","source_id":"UgwMTg4W4MSu7takS_V4AaABAg","content_type":"comment","title":null,"body_preview":"The fact there was no rudder is a testament to the 737s ability to fly in all sorts of conditions.  Shouls show this to anyone scared of flying.","author":"@justenjoyingpeace","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"c6a978f8-3738-4dea-ab05-d269043c7766","source":"youtube","source_id":"Ugxc0L3Cn_wgjl4umoV4AaABAg","content_type":"comment","title":null,"body_preview":"I've heard it was a plumber who's only experienced was watching channels like this that help pull the airplane from the dive before this passenger pilots made it to the cockpit to take over. \n\nI mean ","author":"@AntonioCunningham","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"a560ac2d-8b9e-44a2-821f-5bfce9d07534","source":"youtube","source_id":"Ugzya-hR_zrAuvWDyUF4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you.  The pilots that restarted the plane should get more notify than the mentally ill person who tried to kill 170+ souls onboard the aircraft.  \nThank you very much for your concern for others","author":"@hammerandnail7726","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"bf8b3196-6a6a-48fc-8cb0-514a653c3c3a","source":"youtube","source_id":"Ugw1XU0bDmMYvMhOVCV4AaABAg","content_type":"comment","title":null,"body_preview":"The first detail is whether the official account is true.","author":"@Peter-er3cd","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"bd042232-2986-4d5d-913c-2ad4adbccffb","source":"youtube","source_id":"UgyiwUCt7a-th4zeok54AaABAg","content_type":"comment","title":null,"body_preview":"Calling BS on this. Sorry there was 2 different ceilings in the videos. How did he get to the cockpit during a dive, why was there no damage to the rest of the aircraft after the dive. Never mind the ","author":"@Wabbit0789","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"ac9abf35-5632-46cf-b9e4-61af64b5c724","source":"youtube","source_id":"UgwEqTQAsKKnXuja0iJ4AaABAg","content_type":"comment","title":null,"body_preview":"I guess they didn’t do a background check I’m sure this fanatic would of not passed","author":"@aidamartinez2445","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"279d326d-ba4d-4006-839b-99803c782dca","source":"youtube","source_id":"UgxRaerqsgupokWijaV4AaABAg","content_type":"comment","title":null,"body_preview":"The Co Pilot tried to Kamikaze and recreate Helios","author":"@Jahongir.J.Ziyakulov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"451de1ed-a81d-4dd2-8f12-8d57cc755f78","source":"youtube","source_id":"UgxirK4KM4_ufgruRVt4AaABAg","content_type":"comment","title":null,"body_preview":"I just want to know how the passengers made their way to the cockpit when the aircraft is in a nosedive. Also for a an aircraft which plummeted 20k ft the cabin looks undamaged as compared to the SQ f","author":"@sgtmaggot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"098740dc-7fcd-4d34-8208-b08ca7eef759","source":"youtube","source_id":"UgyKJDC4sILF0-WZsNB4AaABAg","content_type":"comment","title":null,"body_preview":"People in my country have been asking why the oxygen masks didn't deploy even though the plane was in a steep nose-dive—as if the whole incident were staged.","author":"@sdhardi1","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"d1f01471-3dcc-4c68-896c-4bba4c753444","source":"youtube","source_id":"Ugx72aVNKkH1aF7BYP94AaABAg","content_type":"comment","title":null,"body_preview":"If he switch off the engines that might help them by buying time and help the plane stay in one piece by limit what it's accelerating the plane beyond max speed","author":"@AaaBbb-ff1pn","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"524e81c8-d4df-47c9-8b1e-bf88a62c007c","source":"youtube","source_id":"UgxFVqCwR09AIFWBy7h4AaABAg","content_type":"comment","title":null,"body_preview":"And the terrorist pilot was iranian national linked to irgc? 😂😂","author":"@Miamiwanderer673","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"0a692601-7fa6-4ca2-94bb-aaa8962a5b28","source":"youtube","source_id":"UgzX1qbd1F-GG4IyQcp4AaABAg","content_type":"comment","title":null,"body_preview":"The hero is not just the man who pulled out and held down the first officer (co-pilot).\nCuriously enough,  no press media mentioned the two real heroes, the two relief pilots in the cockpit, who made ","author":"@rlam8867","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"1d57a9e4-e2d2-4c9d-a689-35d81a8916cb","source":"youtube","source_id":"UgxGg9tmh7CEo8gzC5F4AaABAg","content_type":"comment","title":null,"body_preview":"Pleased to see that at least the MentourPilot community have a sane way of viewing this outrage. The number of posters on other channels claiming it was a Mossad false flag operation to discredit thos","author":"@tullochgorum6323","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"b6a4c89d-f651-46aa-abf0-4509f631926f","source":"youtube","source_id":"Ugw4tmARxEHIXQe24Sx4AaABAg","content_type":"comment","title":null,"body_preview":"Bunch of bots in here celebrating this false flag event","author":"@wilburpatrick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"fb50d81d-c84d-445f-a958-f13da8933e9c","source":"youtube","source_id":"NPw0T09douE","content_type":"post","title":"BREAKING NEWS FlyDubai: No ONE Is Reporting THIS!","body_preview":"-----------------------------------------------------\nIf you want to support the work I do on the channel, join my Patreon crew and get awesome perks and help me move the channel forward!\n👉🏻 https://w","author":"Mentour Pilot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","specific_promotional_links"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NPw0T09douE"},{"id":"5968651d-9f8c-4c0a-bf78-fcd1906cfd17","source":"youtube","source_id":"UgzyTRZFMPDvdpe8AaZ4AaABAg","content_type":"comment","title":null,"body_preview":"i wonder how much it wouldve been different without american intervention","author":"@foolishpersonist","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"5c8d5bf9-9476-4d4f-bfad-96d8ce8b4e77","source":"youtube","source_id":"UgweIVqn1kEDzfyCOEx4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah the crisis is spreading like fire across the oil.","author":"@mohammadosmanriaz6237","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"3fc0b1e2-de68-43ac-84de-178df496a65e","source":"youtube","source_id":"Ugz6fSQBCThQjzGFnEx4AaABAg","content_type":"comment","title":null,"body_preview":"As diesel isna waste product from making gasoline. You'd think it would be a whole whole lot cheaper, all year, any situation","author":"@krimke881","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"bff1ac2b-032b-46a4-8349-5b40379bcd2f","source":"youtube","source_id":"UgxMlL3KQwLb1Sqz5h14AaABAg","content_type":"comment","title":null,"body_preview":"It’s all on purpose,. Phase 2 is to reduce population through mass wars. Don’t believe me? Wait till you see what happens next!","author":"@HereTaServe","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"b3de7ac7-433d-4a78-8882-e5d4e928a5ea","source":"youtube","source_id":"UgzjZfIP3YPA-RddE8F4AaABAg","content_type":"comment","title":null,"body_preview":"this is only encouraging the world to look for alternative energy sources. nuclear is the future.","author":"@shyamronvelia","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"42e877fc-00f9-4d11-8528-564a30ba7d9f","source":"youtube","source_id":"Ugx__tawROjyfiRIPjZ4AaABAg","content_type":"comment","title":null,"body_preview":"We are at war and it's not U.S. vs Iran.. it's the poor vs the rich..","author":"@shiro76hige","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"3fab4602-c1bb-4883-bcc9-692d9a262dc8","source":"youtube","source_id":"UgzbY8ty1Gxadtd2pBN4AaABAg","content_type":"comment","title":null,"body_preview":"Damn, I just bought a heating oil house in Canada’s North 🥲 Like a third to half of the load is diesel up here in the winter too… better get used to beans and rice","author":"@smallspringonion","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"8c2679f3-104e-457a-a1fa-bb413ffd4f0c","source":"youtube","source_id":"UgwKxyhSIi6BcreMekt4AaABAg","content_type":"comment","title":null,"body_preview":"🚨🚨🚨 let me sum it up for u....... basically its all TRUMPS fault!!!!!! 🚨🚨🚨 😡 😭 i was fooled","author":"@StevenNyc9","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"223b50f6-8e5c-4164-bd49-c809cef3fdae","source":"youtube","source_id":"UgyAHmjwhMG7q3bS-Up4AaABAg","content_type":"comment","title":null,"body_preview":"Good video and always solid takes. You posted a video 6mo ago with a similar title and very alarmist. Hindsight is 20/20 but the more balanced you can be with your video titles the more loyal your sub","author":"@fernandocevallos3524","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"04a97d71-49cc-4a93-9be2-3bb2ebb72a91","source":"youtube","source_id":"Ugwc55fcKrrsPx_hR_h4AaABAg","content_type":"comment","title":null,"body_preview":"Saudi Arabia is protecting its lands from a literal terrorist organization according to your own country and the UN","author":"@Salehalanazi-7","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"d65cf831-c428-4d19-ba59-e24b05a93355","source":"youtube","source_id":"UgxsCbTouIdkrvk6py54AaABAg","content_type":"comment","title":null,"body_preview":"If only scientists didn’t spend the better part of three decades warning us that we should reduce our dependence on oil","author":"@mr.nimbus7401","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"b6415d26-2641-4c21-bd00-0a64d1fffc05","source":"youtube","source_id":"UgzLYffMOTxuBkCfYW14AaABAg","content_type":"comment","title":null,"body_preview":"heating oil, diesel and jet fuel are essential the same","author":"@Jake-pf4kv","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"cd9199f9-9a88-44b3-86a5-7b33e06b7a0b","source":"youtube","source_id":"UgzO4XU1FMZTjQNDQ4d4AaABAg","content_type":"comment","title":null,"body_preview":"Seems like a great opportunity for Trump to do what he's always talking about and bring American manufacturing back to America. We have oil here, we can refine oil here. Make America great again or wh","author":"@medio7570","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"bbbe0a86-6288-4166-ad6a-f2ffd9f00b22","source":"youtube","source_id":"UgxKiJpl5R0wr8ROATF4AaABAg","content_type":"comment","title":null,"body_preview":"It would be real cool to have pivoted to renewables about 39 years ago","author":"@nikkorocksalot5254","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"94efdaa8-e32c-4abd-be04-6d8b3293b9bd","source":"youtube","source_id":"UgwGZld7szXyYxuG_4N4AaABAg","content_type":"comment","title":null,"body_preview":"Oh boy I sure am glad to be inheriting the world as a young adult at this point in time","author":"@skurneha7163","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"ea9045e5-7016-4b0e-b4c0-fa3fb81395dd","source":"youtube","source_id":"Ugz515vEZZ0p79NW1Dd4AaABAg","content_type":"comment","title":null,"body_preview":"It’s incredible how much CO2 were putting into the air everyday. It’s completely unnatural….no wonder the climate is so fucked up.","author":"@Michael0663-qo4wx","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"ea217d98-235e-4fad-b1a2-756c669d2197","source":"youtube","source_id":"Ugy5phV6jqvvcshnnDB4AaABAg","content_type":"comment","title":null,"body_preview":"respectfully what is ukraine supposed to do people are DYING in ukraine because russia's president thinks invading ukraine after promising not to do so is a good idea ukraine can't stand passively whi","author":"@NudibranchLab","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"876b00a3-041c-4f09-b0ae-8d545992243d","source":"youtube","source_id":"UgzZ94o0DbBZ7c8OAYB4AaABAg","content_type":"comment","title":null,"body_preview":"16:28 but hang on isn’t the oil coming from Hormuz now?","author":"@lammiwinks3775","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"de524a35-356c-4f76-8978-40e87adeabfe","source":"youtube","source_id":"UgyQUZmLYC8JF1pu0P54AaABAg","content_type":"comment","title":null,"body_preview":"This is one of if not the very best video explaining what is going on with oil in the world. Thank you!","author":"@joestrmiska6328","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"d261bef2-7896-49d4-99b9-0a54eefc299a","source":"youtube","source_id":"UgwFmUObhSV-kZ4T1eF4AaABAg","content_type":"comment","title":null,"body_preview":"That was a surreal, stark contrast from the horror story of current events to the sponsor.","author":"@lreid1457","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"df0f452c-dd9d-4a53-a7cd-448ccde1a899","source":"youtube","source_id":"Ugxo77vm7QFwTJI2gnh4AaABAg","content_type":"comment","title":null,"body_preview":"Guess who import 75% of its crude Oil is imported, has their refinery not up to date from 1977 buying it cheaper overseas, Rockefellar + Wall street as a whole any banks and not to forget, this is New","author":"@ArbinGlimse-i9v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"08b8bc43-be7c-41ba-a3b0-26cf8280ca10","source":"youtube","source_id":"Ugzcbm9efitsmA8mrZd4AaABAg","content_type":"comment","title":null,"body_preview":"You can thank the small hats for the current situation","author":"@cubbian","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"c7dd8fb2-dcfb-404d-97ee-8184714d301c","source":"youtube","source_id":"Ugy2NXZZ86LjrkbRIAh4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you to Odoo for sponsoring this video! To get started building your own website, visit: https://www.odoo.com/r/elD","author":"@maxfisher","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.5625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"476dc8fc-b6ee-4ba5-9f6a-019bc43b5584","source":"youtube","source_id":"OETnuwwsv9U","content_type":"post","title":"The oil apocalypse is here","body_preview":"The three separate oil shocks upending the world\nThank you to Odoo for sponsoring this video! To get started building your own website, visit: https://www.odoo.com/r/elD\n\nWhat began as one oil shock h","author":"Max Fisher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","human_indicators_present"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OETnuwwsv9U"},{"id":"286dba28-3692-480f-8262-1d763574e9ca","source":"youtube","source_id":"UgzWBdxadGEi1sQazRt4AaABAg","content_type":"comment","title":null,"body_preview":"Praying for your family. Fiona is in heaven and is with God now. God will take good care of your dear Fiona. Bless you all.🙏","author":"@MaryEllenJacobs-p8t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"c78c9cfd-50f6-420b-902a-793b97521619","source":"youtube","source_id":"UgzUuu1Sq3smt9xVQAJ4AaABAg","content_type":"comment","title":null,"body_preview":"May Fiona rest in peace. Why must the good die young?","author":"@SuperJamz64","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"0cd52a5e-c277-4751-9f47-0a4439350d6b","source":"youtube","source_id":"UgyQQhiSzxyPizPQVEN4AaABAg","content_type":"comment","title":null,"body_preview":"How is it that children are committing suicide? This is a sign that humanity is suffering on a deep level. Our children should not be suffering with such profound sadness that it comes to this.  What ","author":"@excitingtimes-hh2bu","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"927e9c36-03df-4543-853d-76d9e0048ce6","source":"youtube","source_id":"Ugx2tZdSyc5Q3hGUK5J4AaABAg","content_type":"comment","title":null,"body_preview":"Suicide ain't the unpardonable sin. Only one place in Bible it may be perceived that suicide was addressed. The part where Emmanuel speaks about picking up one's cross and following him could mean to ","author":"@lowlightevangelist9431","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"e0ff35b2-13a1-412f-a9e4-79ea163dd16f","source":"youtube","source_id":"UgxGIiM-ZJwPfbfk4nx4AaABAg","content_type":"comment","title":null,"body_preview":"The SICK, Twisted sicko’s are at it again! ANOTHER sacrifice, another death. They need to STOP.👿","author":"@Shelly-op1kx","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"1c488538-5de7-4ed6-a1f4-ea701a8d67fe","source":"youtube","source_id":"UgzBQ_MiwZA8uXDcxk14AaABAg","content_type":"comment","title":null,"body_preview":"This is heartbreaking. They talk about suicide or a celebrity child dying of a drug overdose. First thing that comes up is mental health issues. What is the root cause? Home environment they was born ","author":"@Sara-i4d9j","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrases","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"5ed2b325-d674-4ab3-8dd3-927943ad2a99","source":"youtube","source_id":"Ugw32JeJwv4IgivhSnt4AaABAg","content_type":"comment","title":null,"body_preview":"I am so sorry for your loss. As a mother who also lost a child to suicide, I deeply understand the indescribable pain. There are wonderful supports and advocates available that have literally carried ","author":"@amandazimmer1237","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"9108e01d-a6c7-4d9e-bb5f-f6a048bfe28c","source":"youtube","source_id":"UgwHK1AOyyH6cvHxBMh4AaABAg","content_type":"comment","title":null,"body_preview":"This is terrible. Of course we don't know what exactly happened, but I flash immediately on my 12 year old cousin. She ended her life in February of 2021. It was full-on Covid, all the kids were stuck","author":"@tararasque932","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"5f41310c-444d-4244-bc1a-a8aa551f879f","source":"youtube","source_id":"Ugy24pq4E6iMSOO4yCp4AaABAg","content_type":"comment","title":null,"body_preview":"Devastating, prayers for the entire Lowe Family💞✝️🕊","author":"@hollylynn9322","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"7c7a1c42-4c3d-44f8-8d0b-429716f894b4","source":"youtube","source_id":"Ugxsmy5JyL0yVEhVwkl4AaABAg","content_type":"comment","title":null,"body_preview":"Not that it would make the loss any better or easier to handle, but I was hoping it was either an accident, or medical issue.\nKnowing she took her own life is just so heartbreaking.\nSending love to Ch","author":"@BeckyAnn6879","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"2e107ac3-3ead-4166-b72f-0d0479a848b7","source":"youtube","source_id":"UgxhbSO40cl8nBrLroJ4AaABAg","content_type":"comment","title":null,"body_preview":"It better not have been suicide! Kids today can be verbally abusive to innocent people and I honestly don’t care if the victims told an adult about it, but it’s better to be a tattle tale than to do s","author":"@Mintberrycrunch09","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"6773ec14-aeff-46f2-bdf7-4a2611dd3aa8","source":"youtube","source_id":"UgzOyZ1IKIZxE2-OMa54AaABAg","content_type":"comment","title":null,"body_preview":"My 50 year old brother killed himself in May. There are far too many suicides. There are far too many children killing themselves or harming themselves. What has happened to our society?","author":"@phyllischaffin4052","classification":"human_created","confidence":0.95,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"d579289e-5371-40a8-9b5c-aa8126082b16","source":"youtube","source_id":"Ugy9wW7TD2rVv2yJ_G14AaABAg","content_type":"comment","title":null,"body_preview":"This child was loved. This child was needed.  Her parents will know heartbreak that should never be known. This family will always feel an emptiness.  What 13 yo doesn’t feel loved, alone and hates th","author":"@landit","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"d73e475f-7cd6-4f62-840a-43283fa2fe34","source":"youtube","source_id":"UgxWwpS7Dx9OBah8w294AaABAg","content_type":"comment","title":null,"body_preview":"They ask for privacy at this time.\nDoesn't E! News have anything else to report on from Hollywood and the entertainment industry other than death and scandal?\nThank you.","author":"@markswaim5067","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"f8faf4a3-ee81-4265-9776-a16ade7a5bfe","source":"youtube","source_id":"UgwRAJ4P9CxSQe__2Ft4AaABAg","content_type":"comment","title":null,"body_preview":"Absolutely 💯 devastating for The Lowe Family ❤😢 ❤ RIP Fiona ❤ Loving Thoughts and Prayers to Chad and Family ❤❤","author":"@Michelle-s5t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"7a3ac5ae-41fd-482f-9f10-344b3b6468f0","source":"youtube","source_id":"Ugw3vDrjnOVKxKjLwVd4AaABAg","content_type":"comment","title":null,"body_preview":"PARENTS DISCLAIMER: Do not allow your children to have social media until they can regulate their thoughts and emotions on their own without being easily influenced or targeted on the internet or wher","author":"@Nomynameispatrick1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"240a57f9-74c5-42a3-9564-2798fe8c624a","source":"youtube","source_id":"UgzYlKBtYMMEO5u1UjR4AaABAg","content_type":"comment","title":null,"body_preview":"We don’t care about the statements how does a 13-year-old die? Who reports nowadays the public has a right to know what happened to this 13-year-old child the state the people we the people need to kn","author":"@jamesA6649","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"f9084a36-6881-4161-bd06-34ab305a8947","source":"youtube","source_id":"AwkrTmi1rBk","content_type":"post","title":"Chad Lowe and Kim Painter's Daughter Fiona Dies at 13 | E! News","body_preview":"Chad Lowe and Kim Painter are mourning a tragic loss. The 'Pretty Little Liars' alum and 'Enemy of the State' actress shared that their daughter Fiona Harper has died. She was 13. “We are deeply heart","author":"E! News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AwkrTmi1rBk"},{"id":"1f9bc2d8-3dba-4a8b-95a0-c894a4ae6af4","source":"youtube","source_id":"UgyEWaPBHfHo1X8HCv14AaABAg","content_type":"comment","title":null,"body_preview":"They also try to recoup what they wasted in the Ukranien war for nothing.","author":"@tyno640","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"88e56062-68f8-4e50-bdc8-ce45603db761","source":"youtube","source_id":"UgxIPMXenG3mmxI-2K94AaABAg","content_type":"comment","title":null,"body_preview":"My last 3 Buicks were made in Canada. This means less people employed in America. Now we need to make our own steel, plastics and computer chips.\nIndia actually had a 600% tariff on one of our alcohol","author":"@luvzk9","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"d919dc05-337b-4219-86cd-33999f8ff1ea","source":"youtube","source_id":"UgyTlAp9kW6J-KF3dcp4AaABAg","content_type":"comment","title":null,"body_preview":"Good, America brining jobs back, the rich need to stop making millions of profit\nIssues businesses making to much profit","author":"@kimvanbiljon7983","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"18401dcc-d9db-466b-9bce-672eb30e27b9","source":"youtube","source_id":"UgwQsIUB6M8q8lrc8K54AaABAg","content_type":"comment","title":null,"body_preview":"Time to get rid of immigration that use west to get free housing and benefits\n\nOur taxis paying for the lazy","author":"@kimvanbiljon7983","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"2c7f3033-6e2d-49da-948c-fdb148809824","source":"youtube","source_id":"UgwJHdPDIDi2UBz6jr54AaABAg","content_type":"comment","title":null,"body_preview":"The steel plant is not closing becauae of American tarrifs, it is closing due to the Canadian government allowing Chinese Communist Party illegal dumping of steel into Canada. Illegal dumping that is ","author":"@liberumoratio1704","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"be5432d5-c140-423b-a973-62915714a6c2","source":"youtube","source_id":"UgyRlAEtKwZxUclA40d4AaABAg","content_type":"comment","title":null,"body_preview":"100 million went to Hamas terrorists and 100 million to Ukraine. \nWhat about Canadian people?","author":"@rachelsharabi8470","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"17fcf488-c7eb-470a-8a95-96a7bdc0ebb7","source":"youtube","source_id":"UgzbFKtEnf82IUFKgnZ4AaABAg","content_type":"comment","title":null,"body_preview":"Oh renamed a lake that has had the same name since before the US was even a gleam in Washington's eye. That is just something to try to excite the weak minded. Outside the US it is still Lake Ontario.","author":"@misterjames2567","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"26975767-687c-466a-9ced-17836afcd529","source":"youtube","source_id":"UgwM-I5TkRuEcEke0Ad4AaABAg","content_type":"comment","title":null,"body_preview":"Why aren’t we able to see what the deal was? Why won’t the US tell us what the deal was?","author":"@bartvanbuskirk4901","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.7601190476190475,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"55a037c6-32cf-4886-bacc-37e70415f2fd","source":"youtube","source_id":"UgydDfsAX9kKStvl9Yh4AaABAg","content_type":"comment","title":null,"body_preview":"I mean, wouldn’t Trump tell us just to make him look better than than what this is you know I don’t know. I don’t understand why Trump doesn’t fight a little harder against them. That’s never slamming","author":"@bartvanbuskirk4901","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.7601190476190475,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"b99b7b70-74fc-4a5c-8d08-5cb148e8cc9c","source":"youtube","source_id":"Ugxc8Ou62dxXx5WNVJ94AaABAg","content_type":"comment","title":null,"body_preview":"Trump said that you know you have a year to do to move here or you get 10% after two years you get 50% so innocence innocence he told us the deal right or not. I mean that’s what healed he didn’t say ","author":"@bartvanbuskirk4901","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.7601190476190475,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"e9561cc4-0942-4dd3-bce8-97bcaf443f4f","source":"youtube","source_id":"UgyyAsn_Ac33cD7RhtJ4AaABAg","content_type":"comment","title":null,"body_preview":"I’m tired of everyone taking our kindness for weakness. Canada 🇨🇦 shows us they are ungrateful and acting like a privileged bunch of fools","author":"@cenoviaarroyo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"e1054bc1-bc8c-49bb-a241-1ebada60898a","source":"youtube","source_id":"UgzvBWUQx4JWJac6bRZ4AaABAg","content_type":"comment","title":null,"body_preview":"The question you’re not asking or answering is why didn’t Trump tell us the deal was? Why doesn’t he say? I offered blank to Canada and they turned us down wouldn’t that make this all that much better","author":"@bartvanbuskirk4901","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.7601190476190475,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"3f65deef-1ef0-40e2-8100-9a0445c0e82f","source":"youtube","source_id":"UgzQ2qZ86hiDy_EUY3t4AaABAg","content_type":"comment","title":null,"body_preview":"7:00 Where? Where are all of these jobs? All around me, factories are still laying-off or if not laying-off, definitely not hiring. Only increases is construction & healthcare. Everywhere else is suff","author":"@SaltyWitch","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"4c97b61b-111d-4bd6-a117-b60471a1d76f","source":"youtube","source_id":"UgxnN6_B97shwKHLVlB4AaABAg","content_type":"comment","title":null,"body_preview":"Liberals are screwing canada failing canadians while usa is booming why because canadians are listening to nothing but lies","author":"@JimmyDoucette","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"636f831f-41d5-430c-b51c-ce489a6a5ce4","source":"youtube","source_id":"UgzVXlyCefGQu1aKAl94AaABAg","content_type":"comment","title":null,"body_preview":"This has been generated as a giant manufacturing move……. US wants its buildings power back plus it’s spending power….Canada people are awesome shame the current leadership is not helpful","author":"@OvalnetProductions","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"9958c43d-8e25-4d4d-93f3-f3310e9045cc","source":"youtube","source_id":"UgxgfNUQf7WaVfXUoOB4AaABAg","content_type":"comment","title":null,"body_preview":"Trump's banning Moosehead Beer.  Tried it once, and didn't like it at all.  It tasted like fermented moosehead juice.","author":"@EdwardTetrick-f5f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"a7ca6aa9-6870-4313-abb7-d4510c076591","source":"youtube","source_id":"UgwXdYzoXvAoV8gHe6d4AaABAg","content_type":"comment","title":null,"body_preview":"CARNEYS WRONG: The workers weren't betrayed by the company!!!!!!!!!!!!!!!!!!!!!!!    HE BETRAYED THE WORKERS!!!!!!!!!!!!!!!!!!!!!!!!!","author":"@daviddetweiler4132","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"ca5eb895-73cc-4553-afa6-6f41f095db0c","source":"youtube","source_id":"Ugxwjrsd6YbbOygLEEp4AaABAg","content_type":"comment","title":null,"body_preview":"Carney works for the WEF and his mandate is to destroy Canada.","author":"@andytaylor1588","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"a4d7b6c5-9673-4cba-9456-b68b784ffb31","source":"youtube","source_id":"UgxfimP3Jha6Wseb8VB4AaABAg","content_type":"comment","title":null,"body_preview":"In 2 to 5 years CANADA'S economy will be dead!!!!!!!!!!!!!!!!!!!!!","author":"@daviddetweiler4132","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"9f19cfa8-460a-451f-893c-fddcba756799","source":"youtube","source_id":"UgxGpALb0pginF1rJMN4AaABAg","content_type":"comment","title":null,"body_preview":"Don't worry Canadians can soak up all that alcohol and whey","author":"@ezzieeddie5439","classification":"human_created","confidence":0.6,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"498223c7-c93e-4d86-9bbd-7ceae45bc264","source":"youtube","source_id":"UgwwW7r7_oXl_U51KFF4AaABAg","content_type":"comment","title":null,"body_preview":"What's molasses; I've never had it before. Does that mean I will miss it or should I start waving my Canadian EU Assoc flag? Democrats vote against the country. Just look at the latest Iran letter who","author":"@anthonycastan524","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","unusual_associations","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"05445f77-fab5-4ebd-9b42-c51c52512446","source":"youtube","source_id":"IqeHmQnDw_Y","content_type":"post","title":"Trump Just Hit Canadian Supermarkets SO HARD… THEIR SHELVES ARE EMPTY","body_preview":"canada’s trade war with the United States is doing bizarre things to their economy nobody would’ve expected. Meanwhile Canada’s Mark Carney says he isnt going to respond to Trump’s request for an apol","author":"Cash Jordan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.28009230397611423,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IqeHmQnDw_Y"},{"id":"8bc4e5ca-0d71-40aa-8d43-df0db4272757","source":"youtube","source_id":"Ugz0MaXTQBxsJE1Ize54AaABAg","content_type":"comment","title":null,"body_preview":"Schmitt's final characterization of Jack Smith applies 100 % to the disgraceful GOP.  True to form,  every accusation they make is a confession. This applies especially to their Liar in Chief.  There ","author":"@kensharpe8189","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"fbcd9f35-1381-4236-b6f0-8b08e0c455d9","source":"youtube","source_id":"UgyBjZglGOW3TxD3iIZ4AaABAg","content_type":"comment","title":null,"body_preview":"Letting Grassley ask a question is like letting my 9 year old grandson give a state of the union address","author":"@joseprice4223","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"620361d9-a47b-4c32-87f8-ceae6b41a9fe","source":"youtube","source_id":"Ugy-Qa1q8J7sJ9mi1bJ4AaABAg","content_type":"comment","title":null,"body_preview":"Chuck Grassley sittin there not knowing what damn question to ask is absurd!! Needs to have his 93 year old ass home shaving with a dull razor lmao","author":"@joseprice4223","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"2f58ee3a-fb98-4036-ba71-ce08a1f76144","source":"youtube","source_id":"Ugxjlm7M_96xbjDOza14AaABAg","content_type":"comment","title":null,"body_preview":"Trump wouldn’t be were he is if it weren’t for Judge Cannon who was given the Job of Supreme Court Justice from Trump and than Cannon reciprocated by Dismissing her Oath of Allegiance to the Constitut","author":"@williamtaylor6490","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"2df18e6c-bcee-430b-ba20-0f7e17976645","source":"youtube","source_id":"UgzDQ-OpLzDUPsWOkjJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hope next year, those corrupt Republican congress members and senators are forced stand as witnesses to their crimes, and get their well deserved \"witch trial\"!","author":"@ontaka5997","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"0d6d678d-ac51-4d89-8838-028ae63304eb","source":"youtube","source_id":"UgyEs0kz42UwnJEsDLx4AaABAg","content_type":"comment","title":null,"body_preview":"We use to have a government... then out of nowhere fascism crept in and now we just a Trump and a bunch of his defense attorneys across Gov....mafia....","author":"@Kolakola2025","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"5b5e089f-9afa-4481-af1d-8f4f1dcee7f0","source":"youtube","source_id":"UgyW3nehA8gGAV8BDet4AaABAg","content_type":"comment","title":null,"body_preview":"The truth will set us free! Jack Smith speaks truth to power! Go Jack! A true American Hero!","author":"@JohnW-o8h","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"d01e479a-833d-4554-a063-9a07b6e8bc5b","source":"youtube","source_id":"UgwEzAh-te8oSd1Yrdx4AaABAg","content_type":"comment","title":null,"body_preview":"Underestimating the intelligence and character of others is a common problem for stupid people of low integrity.","author":"@Mike-hd6pn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"58dc4a14-99a4-48e4-bffc-0198a8565a24","source":"youtube","source_id":"UgwxkQISzOdTa9rDCM54AaABAg","content_type":"comment","title":null,"body_preview":"These Republican senators are all such a bunch of clowns and idiots, our great country doesn’t deserve this.","author":"@JH-nj8up","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"2ebda40b-e385-4508-94aa-fee62d97fe94","source":"youtube","source_id":"UgzFMlZ6lolUeXXLYsV4AaABAg","content_type":"comment","title":null,"body_preview":"She’s trying to “rehabilitate the witness” but he’s the one that flatlined!","author":"@robyna3168","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"dddc3deb-2df8-4ce0-8854-fc00f32b8d10","source":"youtube","source_id":"UgzoTIbo-4dwNDla_tZ4AaABAg","content_type":"comment","title":null,"body_preview":"Holy Schmitt, a loser stating, “I\n don’t think that you know we have this stuff” 😆😆😆 Kudos to Jack Smith, a patriot & a gentleman.","author":"@bsproaty-13","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"a9a2d7e3-1cfc-4c44-ae72-6edb76a24c63","source":"youtube","source_id":"UgzcFtvNCeeAsihUedl4AaABAg","content_type":"comment","title":null,"body_preview":"The Eric Schmitt household is to blame for the shortage of toilet paper","author":"@denishailey2150","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"b7161246-16f6-4b59-8567-cc185f7d853a","source":"youtube","source_id":"UgzfDX7sPxnaxAOOf2F4AaABAg","content_type":"comment","title":null,"body_preview":"Good luck guys. I mean this is nonsense just we had it in Hungary. Unbelivable, sometimes i wonder we live in a Truman Show somehow this can't be real.","author":"@numcsi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"ab523cc4-ee00-4b08-9a75-e5dcaa68c1c2","source":"youtube","source_id":"Ugwom4sVkwe_5IqXUDF4AaABAg","content_type":"comment","title":null,"body_preview":"Give this man his job back. Guy has a spine to standup, and doing it.","author":"@Bloomie-q4n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"979ca68e-0175-43eb-b561-dc657e103864","source":"youtube","source_id":"Ugz2n7antFHBx6_S67d4AaABAg","content_type":"comment","title":null,"body_preview":"The fact the these right wing media outlets can continue to spew demonstrable lies is a big part of the problem in the USA. This has to stop before anything will improve.","author":"@lauriepeterson6276","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"c0d3a7aa-0bf4-4610-9a57-10689602424a","source":"youtube","source_id":"Ugy4gtiRyPvTLoNbih94AaABAg","content_type":"comment","title":null,"body_preview":"Partisan; non-bias: they're just words, aren't they?, what do they really mean anyway?, do Words like that even matter??? (Insert thick level of sarcasm)","author":"@Sam-k9u9s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"2bd0fdb0-df1a-4b6a-99b1-13d99347810a","source":"youtube","source_id":"Ugz1KalvFkcr6WeSz_d4AaABAg","content_type":"comment","title":null,"body_preview":"Jack Smith should Sue the station and the senator for defamation.","author":"@michielvanh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"8a0dee73-ffc1-44c6-b491-03ae97779ed1","source":"youtube","source_id":"Ugw_P4MHtZ1Zr5lyLvF4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you Amy Klobuchar, and, of course, Jack Smith.And I'm not surprised that Smitt isn't MAN ENOUGH to admit his error or correct the lies being spread by his cronies.","author":"@michaelkrupar9808","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"273ee4b4-84bb-405e-b195-217d23bdde0a","source":"youtube","source_id":"UgwoEpnwgzvZ40oHR6p4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans and Donald Trump are liars. They lie about any and everything they can to make themselves look good. They are not to be trusted because they will steal your money. They will steal your foo","author":"@FanTrombone","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"fe782253-bcf5-4de3-a9db-35877152128f","source":"youtube","source_id":"UgzRbYioHu7SeylQjTF4AaABAg","content_type":"comment","title":null,"body_preview":"Go get em Jack. I believe in you from the start Jack.😘😘😘","author":"@DarleneChapman-u3b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"af34de5e-9081-43d2-a9cb-999c58c9bfb7","source":"youtube","source_id":"UgzdtYnMpUsu65fOJpN4AaABAg","content_type":"comment","title":null,"body_preview":"Charlie Kirk would have never NEVER EVER have allowed that lie to pass before him because Charlie was a honest man who spoke his mind and that is why he died! MAGA can not HANDLE the truth","author":"@wmorris3484","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"d773d892-d24e-4dc5-b013-6c80358c677b","source":"youtube","source_id":"UgyISr2uETFH9Jv5EFN4AaABAg","content_type":"comment","title":null,"body_preview":"3:31 years perhaps if you are going to be in front of Congress you should 1) get the city right 2) get the teams right 3) get the sport right … Women’s NCAA basketball vs NBA basketball … I like how S","author":"@darrinharvey3384","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_observation"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"64c00750-bcf2-4ebd-8fd5-af5c1213daf0","source":"youtube","source_id":"UgzWR9zZ28aMUMoAkxl4AaABAg","content_type":"comment","title":null,"body_preview":"TPUSA  was being investigated , thats why they  re-enforced the lie ,as always","author":"@maria-pv5pg","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"fb364022-2085-463c-af02-bd373cbf800d","source":"youtube","source_id":"UgzKzW0pisOyetbVNjx4AaABAg","content_type":"comment","title":null,"body_preview":"Someone in MAGA set up Schmidt, I believe. The planned on it blowing up.  My guess is that the entire purpose of that nonsense was to grab screenshots and reels to feed a narrative, knowing full well ","author":"@libbysandstrom8312","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","speculative_reasoning"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"6aeb45b5-31c1-481e-b4c1-16a6dad919fc","source":"youtube","source_id":"UgyRWSH_VV7nPNzY61N4AaABAg","content_type":"comment","title":null,"body_preview":"Independent media has never been more important. Please support this channel by subscribing here: www.youtube.com/briantylercohen","author":"@briantylercohen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"cc48fb45-f0ff-439f-9ca8-23b0b1b76278","source":"youtube","source_id":"aUdu9JdZW3Q","content_type":"post","title":"Republican STORMS AWAY after “gotcha” on Jack Smith BACKFIRES","body_preview":"BREAKING #news: Republican Senator tries “gotcha” on Jack Smith and fails\n\n🚨 Check your voter registration: voterresource.org/btc\n\nOrder Brian's new book, THE DAY AFTER: https://www.harpercollins.com/","author":"Brian Tyler Cohen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","call_to_action","link_aggregation","opinionated_stance"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aUdu9JdZW3Q"},{"id":"cbe213ba-03b6-4528-b94e-acf9f9396879","source":"youtube","source_id":"UgyJKsKHFpE01AJRP_N4AaABAg","content_type":"comment","title":null,"body_preview":"With trump in the Whitehouse who's the role model?","author":"@patchesconway5957","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"95cf8959-f521-450b-80b8-3b78d1418136","source":"youtube","source_id":"Ugyr2rdMrdzVjC1pJzh4AaABAg","content_type":"comment","title":null,"body_preview":"Unsportsman's like conduct should never be tolerated. Severe penalties are the only things that will get the message across.","author":"@reidtillery2856","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"b632fb41-7103-4a81-a9cc-e43d3f3c3f62","source":"youtube","source_id":"UgwQfte-qeqXKXT_bN94AaABAg","content_type":"comment","title":null,"body_preview":"It’s crazy how  🏈  🏀 players get suspended indefinitely for fighting but in hockey 🏒 they in courage fighting","author":"@robertandrews9976","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"388aff73-981b-4488-9795-932d3712a4a2","source":"youtube","source_id":"UgzyxFxk9e_I8_ZkssR4AaABAg","content_type":"comment","title":null,"body_preview":"His name is out there now. He needs to take that and turn it into something positive. He's got talent and an opportunity to do great things. This incident doesn't tarnish him completely. He needs to t","author":"@hetfieldprophet","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","suspiciously_balanced","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"a23fd393-5a93-45a6-9b03-b390a9fb5e08","source":"youtube","source_id":"Ugywxk5nqg_9faXHlfR4AaABAg","content_type":"comment","title":null,"body_preview":"Time for him to put football aside and go back to being a brain surgeon.","author":"@lorettabarager6109","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"b59034da-d044-461a-bca7-204ec3424a2f","source":"youtube","source_id":"Ugyju1X-dRUjsS8xR2F4AaABAg","content_type":"comment","title":null,"body_preview":"I remember when a linebacker literally choked the opposing QB so bad that the QB had to come out of the game because he couldn't talk. The LB was suspended for one game.","author":"@markforster6457","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"515d377a-367b-4bab-95b0-4f1a32c6d556","source":"youtube","source_id":"Ugx4gGf6izSMlrTllxt4AaABAg","content_type":"comment","title":null,"body_preview":"Pretty soon be no sports no NASCAR no football basketball that keep fighting for no reason you play the game to play the game if you have that much attitude maybe they should have a attitude test","author":"@Jon-e2p","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"946da244-9ba8-4a7a-b6c7-abdf6aed553b","source":"youtube","source_id":"UgxjL7WjTCligd5GH7x4AaABAg","content_type":"comment","title":null,"body_preview":"Bad parenting and bad coaching... the very first skill any player of any sport needs to be taught is humility.","author":"@johnadams247","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"653b9d55-57c0-421f-ad2c-34bc819a4151","source":"youtube","source_id":"UgxSIinSgqw01WBYX_N4AaABAg","content_type":"comment","title":null,"body_preview":"you  need somebody mad and agressive like that  especially since they have never won a ncaa national championship my opinion thow 😂","author":"@ogmanman7093","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"5da0b272-e3a3-4f63-b746-0f5e9c7cf034","source":"youtube","source_id":"Ugw54EsNB1BM406G_9t4AaABAg","content_type":"comment","title":null,"body_preview":"You pay college kids for this B S  They should take away his scholarship. There’s no reason for this","author":"@jaypease9507","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"133373dd-3e92-4493-aadb-2c021b9e6239","source":"youtube","source_id":"UgxmhwG23ZGbZJMEAQ94AaABAg","content_type":"comment","title":null,"body_preview":"Outstanding BYE BYE to that NIL$$$$$$$$$$$ and any NFL scouting coverage.","author":"@RexSuiter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"5a692548-43c6-4307-8d10-ff93fe9c2892","source":"youtube","source_id":"UgytkCK2hWyZuKP6pN14AaABAg","content_type":"comment","title":null,"body_preview":"He's a selfish player n teammate!!!! He's not bigger than the program, very immature n troublemaker!!! Great move to suspend him","author":"@lyungpak8753","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"7c3d2480-20a8-4444-8368-9db5d87ab9fa","source":"youtube","source_id":"UgxEqTfLbR0n00xaEMB4AaABAg","content_type":"comment","title":null,"body_preview":"😂 if it was the other way around it would be racist","author":"@claytonporter91","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"b28b21ee-8c5c-420d-b9f1-5925593e6996","source":"youtube","source_id":"UgwSRxxkJIW0n0I5SEZ4AaABAg","content_type":"comment","title":null,"body_preview":"It would have been a hate crime and showed on all fake news channels if Josh threw a sucker punch like that. BS double standard","author":"@nedsackmann2215","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"37c0955f-5a9b-4263-bfee-e4373eaff6d5","source":"youtube","source_id":"UgwXKcxK29DnfI8l_D14AaABAg","content_type":"comment","title":null,"body_preview":"They need to give these playing anger management classes","author":"@Tenilla50","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"7df5e583-08ec-4284-93a1-fad9f115ff7d","source":"youtube","source_id":"Ugwn-6wX4JqH7QplXIV4AaABAg","content_type":"comment","title":null,"body_preview":"That player needs anger management classes before he’s ever allowed back on a field. We have to demand more for people. We are going to pay our money and put in front of our children to be idols. This","author":"@E.J.Westfall","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","emotional_authenticity","platform_fluency","imperfect_expression","absence_of_hedges"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"d9b9971b-effd-4bf0-a381-d0b2d3f07275","source":"youtube","source_id":"Jdqg3ucC4SY","content_type":"post","title":"South Carolina football player suspended indefinitely","body_preview":"South Carolina football player suspended indefinitely","author":"WSPA 7News","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jdqg3ucC4SY"},{"id":"6b689577-250c-4d0a-a8f0-57ee1d8eab65","source":"youtube","source_id":"UgytZQ-pLj6nnIHgGGV4AaABAg","content_type":"comment","title":null,"body_preview":"The DMV is a third-party entity I absolutely have no right to regulate commerce... The federal government's sole purpose is to regulate commerce only period ‼️ the DMV should not be regulating commerc","author":"@iiiKingLongSwipeiii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"0cc61f89-9a49-4001-91b9-f79e053bd806","source":"youtube","source_id":"UgyOG231MIcvh5X67Ml4AaABAg","content_type":"comment","title":null,"body_preview":"You have to be on the look out for some visual indication as to what state this actually refers to. Spoiler alert, it's referring to the North Carolina DMV.","author":"@TheDaddyrabit31","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"934d43d1-c327-4d8f-9372-bfcafffb8be5","source":"youtube","source_id":"UgwVhN_JGYraLNmGzoB4AaABAg","content_type":"comment","title":null,"body_preview":"Wait times are down because half the people aren't renewing","author":"@dwilli3660","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"6e2a1b29-2a07-4920-bebb-e532f6c2400f","source":"youtube","source_id":"UgzWRA_ZxKkYsREKynF4AaABAg","content_type":"comment","title":null,"body_preview":"Whatever happened to freedom to travel, I shouldn't have to do anything, jump in a car got my license there you go","author":"@bradswadpad8731","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"6cbd131b-5c21-4c4e-b109-811ff6774648","source":"youtube","source_id":"Ugy-2EUYS3BYVAZwfjB4AaABAg","content_type":"comment","title":null,"body_preview":"What happens when they move out of state?  I am from TN and right now when someone moves new to state we require a title or if they have a lien we require a current registration.  Is there a way for t","author":"@1211cree","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"a49894a4-f2b8-4532-ab97-92a9244043d4","source":"youtube","source_id":"UgxjJ3Teew6vpTKmkpR4AaABAg","content_type":"comment","title":null,"body_preview":"They should ban Auto insurance since it's so expensive, plus it's a scam.","author":"@harleyj.2822","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"361c88df-9676-42c2-87b7-21f5be3597d8","source":"youtube","source_id":"Ugz9Ls260fGKPPUp0xl4AaABAg","content_type":"comment","title":null,"body_preview":"Really, just another way for hackers to ruin your life. And what happens if the server or wherever your information is stored crashes there's no paper trail that you renewed your tags.","author":"@pinner.101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"4e0c7f41-6328-4fae-a107-581b5be5e2eb","source":"youtube","source_id":"UgybmwA3ykZuNbOqJ9Z4AaABAg","content_type":"comment","title":null,"body_preview":"This is goverment control stop letting happen next they tell you when can you drive were n when next is our money new world order the beast is starting ai data center if you think is a joke you should","author":"@EmerGarcia-z6c","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"bfa797de-e881-4f46-90c0-9ec32a161f91","source":"youtube","source_id":"UgyYrP8Jc7fP6OIppNN4AaABAg","content_type":"comment","title":null,"body_preview":"I'm surprised it's taken this long and why  it's not done nation wide .. better yet just make registering a plate lifetime of the ownership of the car. Buy another car pay another fee for the lifetime","author":"@misschevious_66","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"4f4c0223-59cd-4e13-83da-22064fcfc7d6","source":"youtube","source_id":"UgzQvfE3MRhk6uc2XKd4AaABAg","content_type":"comment","title":null,"body_preview":"This just gives them more reason to pull you over. So they can check your registration.","author":"@GailLessard-z1g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"90e73e43-423d-4542-9da1-69b22d2337f5","source":"youtube","source_id":"UgxO_xP-hofg54kQSAh4AaABAg","content_type":"comment","title":null,"body_preview":"Yay,\nNo tags, registration , or nothing! They can pizz off !","author":"@billyledbetter6058","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"f98c64c3-e5f6-43f9-b677-e4df4db81bef","source":"youtube","source_id":"Ugyek21hYHnJGU8yASR4AaABAg","content_type":"comment","title":null,"body_preview":"Slowly getting away from Ca$h dollars. Spend more cash dollars instead.","author":"@sirleo798","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"bf8d55e6-e983-4c7b-bdcd-b70d4f4acef8","source":"youtube","source_id":"UgyNVJG7QPZsfUoZSuN4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks to Flock the cop will now know when you left the house...or bar","author":"@Googleaccount-sf7ir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"1168c22a-6d95-4afc-97b4-f4a245b0293d","source":"youtube","source_id":"UgwGwiqPYwKZwUQ41lx4AaABAg","content_type":"comment","title":null,"body_preview":"How do you show a digital registration?  If you don't have a phone.","author":"@ICUB4UCME7733","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.7553113553113551,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"d628d168-f232-4864-bccb-0923e528c684","source":"youtube","source_id":"UgyAtjfns8eTuMDXC-x4AaABAg","content_type":"comment","title":null,"body_preview":"I've had my driver's license automatically renewed the last three times.  And I never see anybody at the DMV near me....  That's in Illinois","author":"@ICUB4UCME7733","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.7553113553113551,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"7dd3ea22-12ff-4c1b-b7bb-ef0d94deb1ad","source":"youtube","source_id":"UgzstHZB6ygehX6834d4AaABAg","content_type":"comment","title":null,"body_preview":"If you collect license plates, the lack of stickers makes it difficult to put together a year-by-year run of plates.","author":"@hebneh","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"2608cf56-fb08-47f6-8adb-13b4713cd1d9","source":"youtube","source_id":"UgzUY4uPF2jNHoyvNw54AaABAg","content_type":"comment","title":null,"body_preview":"See thats what theyare trying to force on the American people force everything to be digital. Het dummies not everyone has a cell phone not everyone has a computer.  Stop with the stupidity.  That's e","author":"@dlyall26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"2414bbe1-b621-435a-83ed-738fd45fb659","source":"youtube","source_id":"UgzIW9eEcFosTfELBhh4AaABAg","content_type":"comment","title":null,"body_preview":"So \"real time with electronic database\" means youre being fully surveilled by flock cameras and Big Brother. Way to go. 🫠😒","author":"@HumourIsFunny","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"d12c4946-0454-4327-9cf4-87eb6ab4e9c6","source":"youtube","source_id":"UgxpAb4tKX7-u6Uy23R4AaABAg","content_type":"comment","title":null,"body_preview":"Technically, authorities should have been able to look it up before this new change. Otherwise they would be just taking our word for it with only having that little sticker (that could be counterfeit","author":"@qatpatience2K","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"608fe7e1-7011-4461-b5e4-54ec5967279d","source":"youtube","source_id":"UgyNX722LG7kcIP2DpN4AaABAg","content_type":"comment","title":null,"body_preview":"Not taking mine off till I know for sure then they should reimburse for the stickers we already bought.","author":"@weezerbets","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"3936ea2e-d7cd-4c48-b80d-7d9a998a4aa7","source":"youtube","source_id":"UgwvHR7oh-P399s7Ctx4AaABAg","content_type":"comment","title":null,"body_preview":"NOT California. It would be kind for this news station to fix their title because \"DMV\" will come up in algorithms and Google news pages, etc. for all DMV states. \n\nIf they forgot, we forgive you, but","author":"@leovillanueva3372","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","emoji_use"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"6b7b5a11-8316-4f94-aab1-352e2f43adcb","source":"youtube","source_id":"UgxiF5uSCR6tRmImb314AaABAg","content_type":"comment","title":null,"body_preview":"Dvm a joke. Even with an appointment you wait. One person working 2 others look like there working. Appointment should be in and out. Your better off finding a renewal machine less than 10mins you get","author":"@jamessohn8875","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"2889e9ad-8368-4c24-9157-cd20d5023770","source":"youtube","source_id":"XUPLQAXZU38","content_type":"post","title":"DMV getting rid of license plate stickers, paper registration cards","body_preview":"The North Carolina Division of Motor Vehicles is ditching license plate stickers and paper registration cards starting Oct. 1.\n\nSubscribe to WRAL:\nhttps://youtube.com/c/wral5\n\nDownload the WRAL App: h","author":"WRAL","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XUPLQAXZU38"},{"id":"8283111d-6c7f-472a-a821-cd5fc6f48438","source":"youtube","source_id":"UgyU0Eu23bTcl3Gdf1Z4AaABAg","content_type":"comment","title":null,"body_preview":"That’s not even fast, during Covid people were passing me like I was sitting still and I was doing 85. They must’ve been doing 140 in hellcats and demons and Camaro and etc. supercars","author":"@toddfish1675","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"84c7dee0-e8a0-41aa-89fc-f70df82f4ba5","source":"youtube","source_id":"UgxQIwH3Mxeu7mdSmkJ4AaABAg","content_type":"comment","title":null,"body_preview":"He was just in real physical control of the vehicle while in the drivers seat with the vehicle on while his license is suspended. He committed a misdemeanor on video right in front of us.","author":"@trenthelserbrown3216","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"bbf6b685-da5c-4588-b88e-23d78f8f9ea1","source":"youtube","source_id":"UgxQaycjJMRaLCydm7R4AaABAg","content_type":"comment","title":null,"body_preview":"Why was this a news story lol dude got caught speeding while retired","author":"@Stashesclay247","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"6e4ce21e-5c13-40d7-bc30-7bf7919200e0","source":"youtube","source_id":"UgzGLkepDTGxFr7iDwR4AaABAg","content_type":"comment","title":null,"body_preview":"Probably about time pops hangs up the keys before someone gets hurt anyway. When you're travelling at high speeds you need more attention to detail and high reaction times. Something I can guarantee p","author":"@shperax","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"c64598f1-87e9-4a87-836e-fc03a7562cc6","source":"youtube","source_id":"UgyQfxpVcN0KfT3mC_h4AaABAg","content_type":"comment","title":null,"body_preview":"Meanwhile, Anthony Fauci's retirement is the largest monetary heist in history for an unelected bureaucrat.","author":"@shadowcaster3754","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"9ee8c357-db68-4e7a-b360-46fa5c37986d","source":"youtube","source_id":"UgwOXsJ3O1dqKf6xPjp4AaABAg","content_type":"comment","title":null,"body_preview":"Hmmm. It's almost as though the more a state's residents, culture, etc brags about their \"freedom\", the less freedom they actually have.","author":"@tombrummel1792","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"e1348d4f-02f8-484f-b06d-6e1dec09e2f5","source":"youtube","source_id":"Ugw7bFq8-8vEjAKm-m54AaABAg","content_type":"comment","title":null,"body_preview":"Suspended driving license is like having your wings taken from you","author":"@FijiLaw2-x1s","classification":"human_created","confidence":0.7,"indicators":["metaphorical_language","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"a7f114fb-c4cf-401d-a73a-c4dfad22d490","source":"youtube","source_id":"Ugy1JcQInsRiKB_qTMt4AaABAg","content_type":"comment","title":null,"body_preview":"and tell me why, if the roads are clear and he has a capable car, why does this 86 year old gotta get jailtime and a license suspension?","author":"@Red2MG._.freeLooski","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"dca364ab-9e71-4565-ba4f-e516260b3d38","source":"youtube","source_id":"UgzO2eyKhpdKiaMaYJV4AaABAg","content_type":"comment","title":null,"body_preview":"That v6 sound puts a smile on his face.. 😂\nCop who busted him is an azzhole.","author":"@JoKeR-gt6vq","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"c1e3f50b-2827-43ac-b308-5adade095630","source":"youtube","source_id":"UgzOY-6IJlalwUGbvSt4AaABAg","content_type":"comment","title":null,"body_preview":"No sympathy.  He chose to do something stupid and now he can take the punishment like a man.","author":"@SIlverranger","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"d5ad2842-cbab-44c0-ac14-b74574c4828d","source":"youtube","source_id":"UgyCxN2n7ISUdt0x_9l4AaABAg","content_type":"comment","title":null,"body_preview":"I don't blame him for driving fast. Time isnt on the elderlys side so of course he's in a hurry. 😂","author":"@ftw8838","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"d5768806-1221-4e91-aa9d-495620c29b7a","source":"youtube","source_id":"Ugwl0Se1v07ko4SbLjF4AaABAg","content_type":"comment","title":null,"body_preview":"He's 86 if I was him screw it I'm just going to drive anyway you get in trouble you get out on bail it might be a year before you go to court hell you might not even be alive 🤷","author":"@josephatnip2398","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"4fd045f2-fa3b-4015-8d24-2c29dc9dddfd","source":"youtube","source_id":"Ugwa2sR4PT-SGDb9W2d4AaABAg","content_type":"comment","title":null,"body_preview":"I am glad they arrested him...I hope they take his license away before he kills someone.","author":"@nonconformist58","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"ceff94f6-e76e-484a-8d59-d6141fa308d8","source":"youtube","source_id":"UgwqV6UvlCfQD-ilxSx4AaABAg","content_type":"comment","title":null,"body_preview":"Mf is 90 years old and has no business going 110 out there, Jesus Christ.","author":"@Lazaruzzzzz","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"c3de077c-43ca-4c4f-9147-36f768e26b82","source":"youtube","source_id":"UgxoWc-EOqpmddbc1p94AaABAg","content_type":"comment","title":null,"body_preview":"He was doing more than speeding the eyes tell it all","author":"@Mr.500JB","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"9c917d40-5d05-477a-a904-8b6dce4bd2c4","source":"youtube","source_id":"BBSKV7d1hnM","content_type":"post","title":"'It devastated me:' 85-year-old Florida man reflects on viral 110 mph arrest","body_preview":"William Bosworth became an internet sensation after video showed sheriff’s deputies pulling over the 85-year-old for allegedly driving 110 mph and racing another driver.\n\n\nWelcome to the official YouT","author":"WKMG News 6 ClickOrlando","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BBSKV7d1hnM"},{"id":"c5bb2180-bfe3-4305-a25f-c01b9508998a","source":"youtube","source_id":"Ugz5uCeB6fPTHJh7xGZ4AaABAg","content_type":"comment","title":null,"body_preview":"$10 of fentanyl is killing these kids and the state on an execution try their hardest and they couldn’t kill a person are they are we that retarded","author":"@AnthonyColetti-q4b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.705952380952381,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"27bb9021-914b-4b16-80e5-f042c541fb77","source":"youtube","source_id":"UgzgOq58pGNw1ywC_lN4AaABAg","content_type":"comment","title":null,"body_preview":"She wasn't raped.. She's like a door knob.. She let everyone get a turn","author":"@Eddiegq22","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"e7373302-f7a7-4568-914d-ff81a7517bf4","source":"youtube","source_id":"Ugyyn-dKskcqjiRwZqp4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah I put the seatbelt on everybody after you got the guy that was doing the stabbing and you open the emergency door and throw them out","author":"@AnthonyColetti-q4b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.705952380952381,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"b71dceaf-ee46-4a8b-b3d3-ab2b1779db1d","source":"youtube","source_id":"Ugy2cgg73K-mck8ZgLx4AaABAg","content_type":"comment","title":null,"body_preview":"If you can walk away from an airplane that is called a successful landing","author":"@AnthonyColetti-q4b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.705952380952381,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"bc7fc72f-b470-4b56-9564-b7e991a50c11","source":"youtube","source_id":"UgwlGcQl6e5o8FWA1o54AaABAg","content_type":"comment","title":null,"body_preview":"The physical mechanics of the incident already read like an impossible fever dream: a commercial jet plunged in a violent nosedive while passengers somehow managed to scramble forward—defying all logi","author":"@Voicefreason","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"4a7e453e-364a-411e-a10e-3c4e2c42a3e6","source":"youtube","source_id":"UgwtAAy-Uvx7_NbAVat4AaABAg","content_type":"comment","title":null,"body_preview":"how are you a hero if you're a victim of stabbing???? make it make sense.  you arent a hero if you fall into a well.  you are survivors if you live through these horrific events, but you arent a hero.","author":"@Diabolical-Horrors","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"4ec9c482-e6c9-4003-aa7a-0bd6617799cc","source":"youtube","source_id":"UgwmY7uZvyaj-UqSD9l4AaABAg","content_type":"comment","title":null,"body_preview":"The Violent Femmes,  we bring all our equipment on the bus. You can not fk with the Violent Femmes you can not f k with this band!","author":"@user-iu8nx3jb6d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"df72ed75-9512-4d02-a8f7-cf8eabd2e23b","source":"youtube","source_id":"UgwWzd5NJtAw5Zw9QwR4AaABAg","content_type":"comment","title":null,"body_preview":"Animals are sometimes just like angels of God. Little squirrels dart out into the road slow you down. Adjust your timing.  Say thank you.","author":"@andrewfreeman-t6x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"3ced9f2b-c9c3-4a28-a77b-c62efd15aad2","source":"youtube","source_id":"Ugxcp_xBblm613mtSOB4AaABAg","content_type":"comment","title":null,"body_preview":"A plumber. An ISRAELI. Thank You God, for the miracle.","author":"@bradandjulierich8175","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"5b4795cc-0acf-4dc9-9b7a-4f6523b90780","source":"youtube","source_id":"Ugx6yhkt-tpfWRYjSAF4AaABAg","content_type":"comment","title":null,"body_preview":"So what's up abc ? Sure went hard right,, mosad asset?","author":"@garyarling","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"5ad6b211-5c18-467a-a1a3-1e409f781e6e","source":"youtube","source_id":"UgxGZUHQsf0_FkGsrZd4AaABAg","content_type":"comment","title":null,"body_preview":"~ 20:10 .... that little Dog Wanted his dinner .... then you can go away again ~","author":"@michaelWells-ef9bx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"f116340d-e986-4915-9f7a-0d800a0a32e2","source":"youtube","source_id":"UgwVVsLwnU2f3a6-zb94AaABAg","content_type":"comment","title":null,"body_preview":"Ppl really HATE ISREALIS, that's why that co-pilot tried to crash the plane, imagine he was willing to give up his life just to kill multiple Isrealis. Benjamin better get it right & stop killing Pale","author":"@TubuskyAndrews-t1g9g","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"da6aa34d-99f2-4d24-9523-0f11181e6f67","source":"youtube","source_id":"UgyOmpkWbz381O34J9F4AaABAg","content_type":"comment","title":null,"body_preview":"5000 dollars,  im voting republican.  My food stamps are still good. They did nothing to me.","author":"@dannywitt6932","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0.42687968740985544,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"e2d1ee1a-b3b9-463f-b99b-b1dfc8844b03","source":"youtube","source_id":"Ugw-NTK7OUeBgM4OMlR4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like she's trying to save an undeserved reputation. But to take advantage of a woman who's obviously intoxicated, no matter what she agrees to, isn't the behavior of an upstanding morally drive","author":"@coreyjohnson6002","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","lack_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"6a9139bf-e52b-4e2c-b80a-bfadc3affb08","source":"youtube","source_id":"UgxUfq3c5Nj6ocF9XQZ4AaABAg","content_type":"comment","title":null,"body_preview":"Why are these pilots allowed to board the planes without having to go through security? \nThis is the third nightmare occurrence, a result of someone getting on a plane that should not have been on the","author":"@lailajameson5951","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"25d0be33-f6d8-47e9-a222-86326424f227","source":"youtube","source_id":"UgxGzSr93BzZrhRvF4R4AaABAg","content_type":"comment","title":null,"body_preview":"Ohhhhh Good Doggy’s they deserve ALL THE FOOD AND SNACKS they want from this day forward 👏🏾👏🏾👏🏾🙏🏾🙏🏾🙏🏾🙌🏾🫶🏾🫶🏾!!!.","author":"@YolondaPayton","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"77e4782f-5745-44cb-aec2-cabf616c1114","source":"youtube","source_id":"UgzlsX9kMrLHnjhJzzt4AaABAg","content_type":"comment","title":null,"body_preview":"Fake evil had no shame report fake new .but again as any COWARD EVIL WHITE TRAILER TEASH TERRORIST.THWT IS ALL YOU EVER BE😂😂😂","author":"@paulpearl8756","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"e478d0f2-5009-4b9e-a577-aaafee1aa693","source":"youtube","source_id":"5TgG23grAas","content_type":"post","title":"ABC World News Tonight with David Muir Full Broadcast - Sept. 30, 2026","body_preview":"Tom Soufi Burridge has the latest on the co-pilot accused of stabbing the captain of a Tel Aviv- bound plane while attempting to crash the plane – sending it plunging more than 14,000 feet in less tha","author":"ABC News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quotes"],"bot_score":0.3513085050888247,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5TgG23grAas"},{"id":"2c811eb1-a5d3-4d8b-af4a-714ae11d6cc4","source":"youtube","source_id":"UgwRe7v7viXmzG24HiZ4AaABAg","content_type":"comment","title":null,"body_preview":"This is unbelievably heart-wrenching heartbreaking I am so sorry for your loss there are so many things that she could have done she could have called them and said I'm overwhelmed I can't do this rig","author":"@amandarothberg5973","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"6fd47966-5070-45cb-a6e0-9cecd8a5eb1d","source":"youtube","source_id":"UgySQJpNObpTZDsxz9V4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that the grandfather Herman lived in the projects and his wife lives somewhere else but the mother of that child lived with Herman, tells you all you need to know. The  you woman was abuse an","author":"@J.I.21","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"3c433e51-3109-4074-8704-cc730f5d1386","source":"youtube","source_id":"Ugw-JiwvZdlo2pMd2A94AaABAg","content_type":"comment","title":null,"body_preview":"Don’t blame postpartum for this ish, take her ass to prison","author":"@deonteprice3777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"f37a8189-1290-4e12-9de4-22b787b0904e","source":"youtube","source_id":"Ugxpy2Bn430wPNx5GbF4AaABAg","content_type":"comment","title":null,"body_preview":"So, is it postpartum depression or postpartum psychosis? Cause I’m tired of hearing about this damn depression that causes you to unalive your children!!! So was she appearing to be “out of sorts” or ","author":"@tammyhd3798","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"0b0795ee-b8cf-455d-b50d-f1bab02dae5a","source":"youtube","source_id":"Ugze7fzNeSdNfltHVil4AaABAg","content_type":"comment","title":null,"body_preview":"This happened in my neighborhood before.. it's such a sad situation...there are so many options if you don't feel well enough to responsibly handle your baby..it's just sad frfr","author":"@Nene-oe9gy","classification":"ai_generated","confidence":0.65,"indicators":["synthetic_empathy","template_phrases","platform_fluency","genuine_specificity"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"01f4b5e2-07f4-4979-82f7-fd0d8167f5eb","source":"youtube","source_id":"UgzlsA0WbEqPHoUZQs94AaABAg","content_type":"comment","title":null,"body_preview":"I really hope she didn't kill her baby because she was Envious of her daughter. Luna was so Beautiful. I really hate this happened.","author":"@nocturnalnikkole3448","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"452079a7-ccdf-4500-802b-d4cf0de53414","source":"youtube","source_id":"UgypO3o-_-XdoNxE45p4AaABAg","content_type":"comment","title":null,"body_preview":"Ion get why she couldnt just call the grandma to come pick the baby back up if she was having a hard time. or even if she couldn't reach grandma, take the baby to the police or anywhere but a damn tra","author":"@BSML100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"d7c4d2d7-4d48-4a2d-874d-2091d6b300fc","source":"youtube","source_id":"Ugx6RdirhLFDImColaN4AaABAg","content_type":"comment","title":null,"body_preview":"If you think the mother is mentally ill why would you drop off the baby ?","author":"@brendagroff8478","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"a90dc666-1d4f-466c-8891-491f52410fa8","source":"youtube","source_id":"UgztZnjiJTeAjm77oBZ4AaABAg","content_type":"comment","title":null,"body_preview":"This is horrible 😢 Arrest these mothers White or Black these babies are innocent victims!  Vengeance s the Lord’s 😢!","author":"@MarlaMitchell-q9w","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"397976be-d93e-43f5-af98-2951cb8e6d82","source":"youtube","source_id":"Ugz6oRLVc96V3rw3k7Z4AaABAg","content_type":"comment","title":null,"body_preview":"One down a few hundred million to go, I hope the dumpster was ok","author":"@Drsatan808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"77523ce5-99d8-4ac6-97f0-83f53825163f","source":"youtube","source_id":"UgyIvWDcGbcKSRoWu8Z4AaABAg","content_type":"comment","title":null,"body_preview":"It’s sad for wat happened to this baby girl beautiful baby girl, all of my heart goes out to her, I know ppl might disagree with me but (any who) am not a doctor n neither is the rest of the comments ","author":"@imvuqueen6024","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","personal_reflection_on_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"521a507f-4a99-4e58-96f3-796a75e65751","source":"youtube","source_id":"UgxVmR5N_tvGYQNALtt4AaABAg","content_type":"comment","title":null,"body_preview":"To all you people who have something negative to say you will never understand how Postpartum work unless you done been through it!!!!😢😢😢😢❤","author":"@margaretbryant6143","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"2c27c172-a2f1-4f76-ae66-030b0b7ab8c9","source":"youtube","source_id":"Ugx9JMGg2L8jZXTygZh4AaABAg","content_type":"comment","title":null,"body_preview":"NOW SHE'LL BE CHARGED A MURDER WHILE THIS WHITE WOMAN we'll go to a mental institution for killing and choking three of her own children THAT'S A SHAME WERE INNOCENT CHILDREN HAVE TO DIE 🪦😢🥹🥹","author":"@Debra-d9d","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"ff77932c-280b-40e3-8a12-bbf5c2f6259f","source":"youtube","source_id":"UgzC3IJ5R3xaxWr8nAh4AaABAg","content_type":"comment","title":null,"body_preview":"No excuse at all for this. She had someone who was willing to take her. Hope she never had any dreams of vacations to the beach or buying her first house or getting married bc she just threw her own l","author":"@normaforsyth","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"e60dd5ad-e467-46eb-8265-6b51b61b7394","source":"youtube","source_id":"UgyFRo_33YLgaFqViFN4AaABAg","content_type":"comment","title":null,"body_preview":"Death penalty is too good for this evil bit@h!  Why didn't she just sign the baby over to her Grandparents?  So horrible.","author":"@barbaralane5184","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"f06d92dd-754c-4b81-ab08-b23f45a98080","source":"youtube","source_id":"UgxrXozRsnYlvfjFQOl4AaABAg","content_type":"comment","title":null,"body_preview":"How could the mother stand there on the phone with not a care in the world😢","author":"@CharlyiYokiGloria","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"ab8c5305-7c0d-459b-bbd5-dcb82ffa4994","source":"youtube","source_id":"UgzC35G-wNnVN_Trh4d4AaABAg","content_type":"comment","title":null,"body_preview":"The \"CULTURE\" smh ... getting more and more deplorable!!","author":"@DevonDollaSign","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"4ba7b619-58f1-48db-aac6-a339ff1abc7d","source":"youtube","source_id":"beoKGN3u20k","content_type":"post","title":"Heartbreaking: Grandparents Speak Out After Baby Left In LA Dumpster Dies","body_preview":"A 4-month-old baby girl named Luna has died after a neighbor searching for recyclables discovered her inside a dumpster at the Puebla del Rio housing complex in South L.A. on Monday night. The infant ","author":"News 4 Tucson KVOA-TV","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=beoKGN3u20k"},{"id":"8c7b6658-6b60-4f62-89d6-7f6a707658c1","source":"youtube","source_id":"UgyTfOHA4_KG_tazB1h4AaABAg","content_type":"comment","title":null,"body_preview":"So...if your lawn crew never charges you but instead systematically steals items worth $1000s from your backyard...are they also super good?\n\nMAGA is filled with the dumbest people imaginable","author":"@ScottyRyn5168","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"f8531526-244d-4d4e-87fd-38c75859710f","source":"youtube","source_id":"UgypY7fskGNS_vPFfdl4AaABAg","content_type":"comment","title":null,"body_preview":"I am not ashamed of being an American - but I am ashamed of America being wtfe it is now. I did not expect for a guy like me to seem like a mature and responsible adult when compared with the average ","author":"@kozmosis3486","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinion","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"c29818f8-e58b-464b-af28-d1d5a46cfeb1","source":"youtube","source_id":"Ugyu23NT_hyEPolzREV4AaABAg","content_type":"comment","title":null,"body_preview":"It makes for good copy that they confused the hawks with the hawkeyes, but in reality, the texts didnt reference any team. Schmitt just assumed it was the Hawks game bc it was the only NBA game that t","author":"@davidr2515","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"50042337-d6be-4253-bb34-d0edc41369d8","source":"youtube","source_id":"UgxDRbMjk5k9X5JMZxt4AaABAg","content_type":"comment","title":null,"body_preview":"He's literally made millions on insider trading. His paycheck is meaningless.","author":"@jdnorton22","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"771a3283-8c84-4a2c-8080-045d97daf56e","source":"youtube","source_id":"UgwZbR_lf_VD9ra6SqV4AaABAg","content_type":"comment","title":null,"body_preview":"Ohmahgawd! Lindsay Graham gets to live on through his sister! Thank you,  Seth!!!!🎉😂❤ Keep it going!","author":"@TammeraFreno","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"f2167979-1f60-4cd1-940c-145a1d3e7ed6","source":"youtube","source_id":"UgwymqtHBNMoEBIVpDB4AaABAg","content_type":"comment","title":null,"body_preview":"You have to check it if you have  more than 50 pounds.","author":"@PocketBrain","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"0700cbd5-a424-4db9-8194-0772d85fcefe","source":"youtube","source_id":"UgxJjtQjAJnKSIjeCAR4AaABAg","content_type":"comment","title":null,"body_preview":"*He’s the first to make multibillions in office. And how much is it does it cost to guard him while he golfs? Also, what’s the Reflecting Pool renovation final cost?*","author":"@studybuddy.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"a00ada4e-e9bb-4fdb-bc3a-e29c513de938","source":"youtube","source_id":"Ugws6vFAgd69BGKD4cV4AaABAg","content_type":"comment","title":null,"body_preview":"Can we agree that being called names by The Orange and badge of honor?","author":"@onelonelyplanet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"bd2aecf4-b000-4cd2-a940-40b4b76dcebf","source":"youtube","source_id":"Ugy6Q6bzzi3hs2A9fSB4AaABAg","content_type":"comment","title":null,"body_preview":"The government has to pay every President their salary but the President can either return it or donate it if he chooses. Trump is not the first president to do this. JFK and Herbert Hoover each donat","author":"@amaryllis2164","classification":"human_created","confidence":0.7,"indicators":["false_specificity","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"1aa7fc0a-acb5-4c80-990b-623610306bb3","source":"youtube","source_id":"UgwcQqPhajlyC1FeWU14AaABAg","content_type":"comment","title":null,"body_preview":"OH WOWWWWWW He doesn't take a salary ...HOW many BILLIONS has he made ... oath of office be damned \"he doesn't take that 400,000..well the stupid morons will \"still be impressed LORD how stupid they a","author":"@kathyking4966","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"a9d744ec-90c3-40e1-9d65-c0014813b056","source":"youtube","source_id":"Ugwdu4NdwPVG5G0ZkQd4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, why bother with pocket change when you're grifting billions....","author":"@user-md4di6yg2p","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"3118063c-ceb4-45cd-802e-fbc58612ae45","source":"youtube","source_id":"Ugzn0qO0iId_fLSLX614AaABAg","content_type":"comment","title":null,"body_preview":"Great use of salary not used for great farms. Oh, I'm a bot","author":"@larsjake","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","self_reference_suspicious"],"bot_score":0.49999999999999994,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"bc8335de-dbdf-49aa-8767-184f6f386674","source":"youtube","source_id":"UgyaWQF0d6WdUSs0ytV4AaABAg","content_type":"comment","title":null,"body_preview":"He's also he first to make billions on the presidency","author":"@dllorean","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"05cdc388-fd7a-47ba-936c-d2e56e31507d","source":"youtube","source_id":"UgxPQ9l0a0dfdVPVp114AaABAg","content_type":"comment","title":null,"body_preview":"FYI \"In Portland, the max is fifty\" was confusing as a portlandite, where the light rail system is called the \"max\"","author":"@dungmuffin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"0f2b82d6-e7d4-4ff6-8ca2-29e0bc719ef1","source":"youtube","source_id":"UgyOQ1_3jhzUHbc10Fl4AaABAg","content_type":"comment","title":null,"body_preview":"Schmitt thought he had a smoking gun, but he really had a steaming pile of schmitt.","author":"@seashellbumblebee","classification":"human_created","confidence":0.85,"indicators":["pun_based_humor","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"6fbead0f-bfbb-4d95-8a03-6cc7af184e79","source":"youtube","source_id":"UgzEb5lnH01_lQcNcOJ4AaABAg","content_type":"comment","title":null,"body_preview":"I can't believe people still support him cause he is fucking up the country!!!","author":"@KobRattana-x5q","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"287a3540-ea55-4b09-ad37-f4c6546fd9a7","source":"youtube","source_id":"Ugx3ivBf7FYggzZxxDN4AaABAg","content_type":"comment","title":null,"body_preview":"He's already stealing. Why care about MILLIONS when you're STEALING BILLIONS","author":"@DANNYo7saints","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"03698e8b-6c99-4a74-b0f6-920f2d514bbb","source":"youtube","source_id":"UgwGaP806TX_jpWd-_t4AaABAg","content_type":"comment","title":null,"body_preview":"He’s supposed to draw a salary cause he’s supposed to give up all other ways of making money. He works for the country. But Trump only works for himself.","author":"@tamaralee7455","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"b61dbedd-6200-4f86-baf7-5abbe7955ff4","source":"youtube","source_id":"UgwWQTVxzD7XyFIacsF4AaABAg","content_type":"comment","title":null,"body_preview":"7:07  I love it when our wholesome Seth Meyer gets squeamish and *NARCS ON HIMSELF* for naughty jokes ☘️😅💚","author":"@keile513","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"6c3ac6c6-6513-4b9e-b1df-cc7e85a06006","source":"youtube","source_id":"UgxGdY7sjfxwch3r2WZ4AaABAg","content_type":"comment","title":null,"body_preview":"No salary bc he robs the people. Disgusting piece of trash!","author":"@SanjuanitaCruz","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"281df54e-f73d-4b6e-89c6-fa5b2d9f813b","source":"youtube","source_id":"UgwxrMJlIzahMrARYB14AaABAg","content_type":"comment","title":null,"body_preview":"Herbert Hoover and JFK did not take a salary as president.","author":"@SandiGT34","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"c5aa2fc1-c04f-4611-be0b-c5f5de44e1e9","source":"youtube","source_id":"i4PWmvrZGn8","content_type":"post","title":"Trump Claims He's the First President to Not Collect His Salary","body_preview":"Seth addresses President Trump claiming that he is the first president in history to not take his salary and more in his monologue for Wednesday, September 30, before taking a closer look at Senate Re","author":"Late Night with Seth Meyers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i4PWmvrZGn8"},{"id":"6890326b-23d9-44d9-a83d-180bcfb8cbc1","source":"youtube","source_id":"UgyOyGVaQzBU0V2hr8p4AaABAg","content_type":"comment","title":null,"body_preview":"As a Latino that has voted republican many times before, never again. I will be voting blue across the field going forward.","author":"@mrvixtergg","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","self_reference","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"236542aa-b416-42b1-a36e-3d0057ecd7aa","source":"youtube","source_id":"UgyqpsVa0daGXj9c8Qt4AaABAg","content_type":"comment","title":null,"body_preview":"BS from a BS guy he is not my slander and thief . Booooo 👎🤬","author":"@davidmorari3983","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"eb7b6ad9-ba06-4af7-bfdf-308aa33f0c81","source":"youtube","source_id":"UgyQfifABz36_En1GPp4AaABAg","content_type":"comment","title":null,"body_preview":"I guess he can do this because he thinks Hispanics, Latinos are weak people? Venezuela was a perfect example.","author":"@Tisha-f1o","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.707142857142857,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"b918171a-387f-4131-8aea-762c125e4554","source":"youtube","source_id":"UgwM2EiUzRA9DfLmDXF4AaABAg","content_type":"comment","title":null,"body_preview":"Please don’t push signs of Blue Wave optimism after Hillary won 2016 by 3 million votes.","author":"@goodkaja8330","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"8ae05fd0-0852-4b70-a4d2-e9d829aa30f0","source":"youtube","source_id":"Ugzlh0DFo4tUi3AgFdx4AaABAg","content_type":"comment","title":null,"body_preview":"Is he talking to the same people he's having deported, It's no wonder they don't like him or even want to vote for him ,,There not Maga where you take there farms and family members food stamps and mr","author":"@weaselmom8969","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"0759f550-b7a6-4572-aaa8-a1296c918697","source":"youtube","source_id":"Ugz0jnczd14q4WT3VdB4AaABAg","content_type":"comment","title":null,"body_preview":"Don’t trust him he lied he didn’t care about any body","author":"@woldu52","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"d6ae4faa-ca6a-4e0b-95b0-ca49b1e471ac","source":"youtube","source_id":"Ugwot_d6zfCm7v0AHt14AaABAg","content_type":"comment","title":null,"body_preview":"Yup, it's so embarrassing for Hispanics because he doesn't flatter them but they vote for him because he says he likes them. Then shoves them to ICE.","author":"@OliviaLucero-wx4hp","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"722590c8-c2a2-456f-9c6a-8658fefa588a","source":"youtube","source_id":"UgxI2tuIQFgNtLjZ8DB4AaABAg","content_type":"comment","title":null,"body_preview":"It’s about time Hispanics start listening, the harm Trump did to they’re community is what they voted for, black people paved the wave for Hispanics and they repay us bye voting for a racist bigot. Th","author":"@benjiekirby7271","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"0a7f0eaf-edc8-4f50-8e9b-4b2018e53078","source":"youtube","source_id":"UgwkvHOt9q8bM-bHpkN4AaABAg","content_type":"comment","title":null,"body_preview":"Remember what trump said at one of his rallies. \"I DON'T CARE ABOUT YOU, I JUST WANT YOUR VOTE\". HISPANIC PEOPLE DON'T FALL FOR HIS LIES & BS.","author":"@m.r.3510","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"3c19bdfe-e0ef-4cb3-8832-5268f192bad6","source":"youtube","source_id":"UgwUqOuigPZY455sKGJ4AaABAg","content_type":"comment","title":null,"body_preview":"I really do hope these people dont believe  what he say. I need your votes and let me take you to the ballroom. Thats their treat.","author":"@twiggymae4769","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"6f041b3c-f04a-49ae-8b73-2a993d8e24af","source":"youtube","source_id":"UgwKZX5AugoquwLYHV94AaABAg","content_type":"comment","title":null,"body_preview":"Is it a reference to Hispanic  site labourers falling on one of his construction sites?","author":"@dermot-e4l","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"d48a0c2a-52e0-4510-9404-cf221c312408","source":"youtube","source_id":"UgzdtDLTdamiicU7Hl94AaABAg","content_type":"comment","title":null,"body_preview":"He wants you to vote today tomorrow he’ll send Ice after you","author":"@Karl44444","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"eab75453-1c20-4be8-952e-dc4203d5e2f0","source":"youtube","source_id":"WrRO6pJPsmg","content_type":"post","title":"Lincoln Project Co-Founder on Trump's Hispanic Heritage event gaffe","body_preview":"While talking about his White House ballroom at a Hispanic Heritage Month event, President Trump said \"only a Hispanic could survive” a fall at construction site.\n\nCo-founder of The Lincoln Project Mi","author":"MS NOW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","template_phrases"],"bot_score":0.2619047619047619,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WrRO6pJPsmg"},{"id":"e0d28533-da02-414d-af2e-8b6c3be766f1","source":"youtube","source_id":"UgwBBxhW6xb1Llgg3xF4AaABAg","content_type":"comment","title":null,"body_preview":"DO YALL THINK THE PEOPLE THAT OWN AND RUN THESE PRISON ARE REALLY TRYING TO REHABILITATE,,STOP IT PRISON ARE A JOKE ,,SEPARATE ,,RAISE YOUR VIBRATIONS AND CONSCIOUSNESS  ,EVERYTHING WILL BE SHOWN TO Y","author":"@CedricWilliams-i3q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"b8f41cd6-3954-4d9b-9768-fb5a9054d700","source":"youtube","source_id":"UgylmwuZ1sKhB_-HmGB4AaABAg","content_type":"comment","title":null,"body_preview":"Diddy….in charge of a cell block in prison….yeah they are cooked","author":"@jayd3078","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"d1b0d0ac-b08f-4f22-830b-c7535f301307","source":"youtube","source_id":"Ugyrcnrhu9fVB0ccZcp4AaABAg","content_type":"comment","title":null,"body_preview":"Notice they sent him to “FORT DICKS!!” Don’t @ me with that’s not how it’s spelled. It’s how I spelt it","author":"@willwill6902","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"60f3ce45-848f-4acf-be4b-bfba098baff8","source":"youtube","source_id":"Ugzi0_MnIfEKc_0AZEl4AaABAg","content_type":"comment","title":null,"body_preview":"This suppose to be prison! Now I see why they said fort dix is a vacation 🏕...in the maximum joint it happens  but the outside world never see it, that's the only difference!","author":"@kirkmorton6127","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.3135480436518498,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"fe54443d-ba7f-44e1-bb04-b8977378d43c","source":"youtube","source_id":"Ugzsma-mPH8czQPPksF4AaABAg","content_type":"comment","title":null,"body_preview":"rape in prison happens probably  more than we realize and it's a fact.","author":"@kirkmorton6127","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.3135480436518498,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"2c42e02c-bba5-4aaf-b077-18d7d3e65a0f","source":"youtube","source_id":"UgyNkR0_KanJrEJvuRt4AaABAg","content_type":"comment","title":null,"body_preview":"Who the FUCK actually still supporting this fool. Lmao","author":"@ScottBarney269","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"1aa23249-5123-4cfc-a711-0390654341ed","source":"youtube","source_id":"UgxanDIy-v09eiov_dZ4AaABAg","content_type":"comment","title":null,"body_preview":"Diddy Crew: “We got your but..Back! We got your back!”🫷🏽👀🫸🏽","author":"@SigifredoUribe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"0ec2b678-cf47-4b21-96c8-8de0037d7074","source":"youtube","source_id":"UgwC1UAysQdRqrOxs514AaABAg","content_type":"comment","title":null,"body_preview":"I call bullshit. I was at Ft Dix and it don’t look like that. No cells. It’s all dorm rooms with a min of 8 up to 12 guys.  There is a few single rooms but the doors don’t look like that. There are ab","author":"@CaptSpaceman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"9c7572cc-feaf-4832-84f6-7780f8899cec","source":"youtube","source_id":"UgxYWqs0jmNFnDuvtl14AaABAg","content_type":"comment","title":null,"body_preview":"What is that lisp?😂😂😂\n\n“They plan to sstand on businessss💅”","author":"@1776Designs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"fc43f0e5-0a78-4d5d-bd99-c110d2dccd76","source":"youtube","source_id":"zQ-9zL3BWAg","content_type":"post","title":"Diddy Is A Shot-Caller At Fort Dix Federal Facility😯 #diddy #wow360news #shorts","body_preview":"Diddy Is A Shot-Caller At Fort Dix Federal Facility😯 #diddy #wow360news #shorts","author":"WOW 360 NEWS","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zQ-9zL3BWAg"},{"id":"57b0aefd-e889-4104-9e71-c5681499b108","source":"youtube","source_id":"Ugx1sL8Je6d4GP3yJlh4AaABAg","content_type":"comment","title":null,"body_preview":"Jhon you aren't entitled to make jokes about other countries why don't you stick around in your country's problem's which is joke\ne to say the least","author":"@daniloleite1868","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"030fca11-1dc6-4bf4-b5fa-9ce57fcdda68","source":"youtube","source_id":"UgzkcmKUztC4yNqgZQl4AaABAg","content_type":"comment","title":null,"body_preview":"Some of these campaign ads are hilarious. But I was thrown by the penetration of the botox doctor's ad....❤❤❤","author":"@bethrbrbr","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"6d225819-6f15-4c1f-8974-c1804b27204f","source":"youtube","source_id":"Ugy9VAUW4YHvE3rGHxR4AaABAg","content_type":"comment","title":null,"body_preview":"As a Brazilian, I can say this video is painfully accurate. It had me laughing at our own tragedy, which somehow made it even better. Honestly, way better than Greg News.","author":"@AurelianoGuedes","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"53782d06-d593-437c-a497-ebfc6730a815","source":"youtube","source_id":"UgwCRNAFQKZiPLYkgsp4AaABAg","content_type":"comment","title":null,"body_preview":"lula has been in presidency since 2002, and since then brazil is literally stopped, its sad...","author":"@dragunajj2238","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"57c2cee3-a5b7-4e8e-b68b-9c4e1d4534f9","source":"youtube","source_id":"UgzuD78IND7_Vdgfuap4AaABAg","content_type":"comment","title":null,"body_preview":"Not a word about the money laundry scheme Lula was convicted and in fail for (one of the biggest in the world). Amazing work. So professional","author":"@brunobonfim6118","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"92a5df45-8a8c-41a4-8627-5a24d4e59f6e","source":"youtube","source_id":"UgxahcM18zGZ_dB_Szl4AaABAg","content_type":"comment","title":null,"body_preview":"Why don’t you talk about Lula’s corruption scandals then? The steal of old people’s pension fund. And the dictatorship of Alexandre de Moraes who is the owner of the law. If the intend is to cover Bra","author":"@karinalucchesi9724","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"6b441873-fe9f-491a-9441-f8e00c678c3e","source":"youtube","source_id":"UgwuBwVFwtXjhppk_Id4AaABAg","content_type":"comment","title":null,"body_preview":"This episode really fell short. These elections are being plagued by disinformation and the complicity of US tech companies in the spread of illegal political propaganda. Reducing Trump's interference","author":"@bcptbcpt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"5417edd3-fdfe-4600-b159-4aa6e11c732e","source":"youtube","source_id":"UgxLxLSKD6qwDlD9I_54AaABAg","content_type":"comment","title":null,"body_preview":"This video is way too biased towards Lula... You never managed all his filthy and corruption schemes. The situation is really bad.","author":"@PedroSenaTanakaLDB","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"820523b1-c055-44e9-a88d-777b056def1e","source":"youtube","source_id":"UgwmMnFCyiyw01b_Ypp4AaABAg","content_type":"comment","title":null,"body_preview":"Eu queria que aquela facada fosse real por que obviamente não foi, aí nosso destino não seria tão ridículo a ponto de ser apresentado lá fora assim","author":"@AndreCabralferreir","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"84d0bb02-91a2-4c83-bc91-0b18322a047a","source":"youtube","source_id":"Ugy6As3GFIufY13HZVF4AaABAg","content_type":"comment","title":null,"body_preview":"É impressionante como as pessoas destorcem o que realmente aconteceu aqui em Brasília . É impressionante o tanto que destorcem os fatos, e isso vira piada. Não tem nada de engraçado. \n\nÉ lamentável ve","author":"@isternyf","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"bfbde3db-d20a-4336-b1bc-f53fb9c927a3","source":"youtube","source_id":"UgzFtJ33Wkr6bMaiKF94AaABAg","content_type":"comment","title":null,"body_preview":"Well, Today was the election day. Im very, very, veery sad to say this. Flávio has 50% of the votes. It's crazy. It's madness. Its like seeing my beloved country going to the precipice with a fucking ","author":"@eomaker9819","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"1d3bf1b6-af0f-42ec-aab4-b155c72bdbae","source":"youtube","source_id":"UgzNsydf2YWxKaMUiXt4AaABAg","content_type":"comment","title":null,"body_preview":"Can't wait for John to look into Lula's corruption scandal's.","author":"@d-thurow96","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"6df2150e-5673-4d82-aeeb-b654e93a88eb","source":"youtube","source_id":"UgzWthmMvqHiliSNucl4AaABAg","content_type":"comment","title":null,"body_preview":"O bom é ver os brasileiros fora do país votando.... Voltem pro Brasil galera ! Venham pro seu país amado ! hahahahaha","author":"@guilhermesossegado","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"b2381af0-6b04-496d-a20d-1dabe51d9470","source":"youtube","source_id":"UgzrwwFS5tnmGbK_d2x4AaABAg","content_type":"comment","title":null,"body_preview":"Some points you got wrong, the major destruction of the amazon rainforest was in Lula's term, record in destruction, record in wild fire's, record in deforestation, but off course you don't get to see","author":"@saulofregotte2725","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"07c5b961-0ee2-44c0-a4a5-8114888a4b33","source":"youtube","source_id":"UgytVO5epJcvu49kH-l4AaABAg","content_type":"comment","title":null,"body_preview":"Ya know, appearance can make or break your life and career. If your teeth are broken or missing, you're not going to get a decent job if it involves meeting the public. Dental care in the US is not co","author":"@PamB95","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"6ff2cb7d-3aca-4a0d-a3cc-8925a33d5b8c","source":"youtube","source_id":"UgxeJ_F-zoOt1xhXb9t4AaABAg","content_type":"comment","title":null,"body_preview":"2 minutes with jokes on Lula and 23 minutes with jokes on bolsonaro?! Isn't Lula's history as bad as Bolsonaro's?","author":"@Lucas-fh5gm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"38680040-1068-4ec4-93c3-dcf575c85ea1","source":"youtube","source_id":"UgxLhzzeIt8iZrekj4l4AaABAg","content_type":"comment","title":null,"body_preview":"That is horrible, if the son, Balsonaro wins…it’ll be more of an expanded Trump in Brazil. They will wish they voted for the other guy.","author":"@Cat-dog.1213","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"5e89c05d-d804-47ad-93a7-e78c8a2d82a2","source":"youtube","source_id":"UgxX5-nXewofqerAX6t4AaABAg","content_type":"comment","title":null,"body_preview":"I’m also Ai so when I say Trump smokes cock!! I’m fully protected !!! They’re after  me man!!! Aaaaaah!","author":"@markgriskey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.2536311756931664,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"9489cb3d-7e77-4df0-aafb-cdc46ec2be50","source":"youtube","source_id":"UgwKRRl9U-i94hSAAbV4AaABAg","content_type":"comment","title":null,"body_preview":"I love briazillian music but now hate their politics.","author":"@markgriskey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2536311756931664,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"4fdb46c5-a512-43bf-948c-2daba2e1ed65","source":"youtube","source_id":"UgzIpZKdbDQo37cNQtF4AaABAg","content_type":"comment","title":null,"body_preview":"Lula was in prison, make sure you mention that. For corruption","author":"@mmK20002","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"1ca206e7-c7cb-42fd-b611-66680f64a15e","source":"youtube","source_id":"UgxxwyuQ74Xln_VHjEh4AaABAg","content_type":"comment","title":null,"body_preview":"Don't do it. Bostonarro people\nYou seen what we've been through you do not want. I look a like take your time with lula.He will work things out","author":"@susankhan6553","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"30e1d8c5-181c-4d22-8bd1-4aa1b30c03e9","source":"youtube","source_id":"Ugy6RczuT8nKHB4vh9x4AaABAg","content_type":"comment","title":null,"body_preview":"Audiência : 100% brasileiros.\nComentários: em inglês 🤨","author":"@Victormormusic","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"b4df4073-0ca6-4a39-8e63-97adb769a0e0","source":"youtube","source_id":"UgwABxY0euQGUMfXMUF4AaABAg","content_type":"comment","title":null,"body_preview":"Oh buddy you should've seen some of his supporters praying for a tire, I'm not making this up.","author":"@enricovenzke","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"db0b79aa-92a4-476e-ad14-794ab172b878","source":"youtube","source_id":"MIYCek92ICQ","content_type":"post","title":"Brazil Elections 2026: Last Week Tonight with John Oliver (HBO)","body_preview":"John Oliver discusses Brazil’s upcoming presidential election, the baggage associated with the two leading candidates, and some insight into acting from John – a person who has acted. Twice.\n\nSubscrib","author":"LastWeekTonight","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MIYCek92ICQ"},{"id":"db29910b-7c5b-4369-8cad-4705a7dab27e","source":"youtube","source_id":"UgxUJP1LC3gwZGLzB0h4AaABAg","content_type":"comment","title":null,"body_preview":"We know which cruise she was on. Bleeps are garbage people","author":"@kevinlawmaster5343","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"1877dbe2-f507-47d8-9d7c-17c301276cfb","source":"youtube","source_id":"UgxmhyE2GGC0JC07b214AaABAg","content_type":"comment","title":null,"body_preview":"The courts are the biggest issue in custody cases, and the biggest problem they should give consideration that Fathers are parents......","author":"@robferragine9265","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"060f865e-a4be-40c5-b5e5-0329a6e544f8","source":"youtube","source_id":"Ugw-LloztgcdK1zoinl4AaABAg","content_type":"comment","title":null,"body_preview":"2 month old baby!?!?!  Bih you're still open down there. (If not c-section, but thats still painful AF TOO!) Go sit tf down and bond with your NEW BORN.. 🤦🏽‍♀️🤦🏽‍♀️😒😒","author":"@queencharlibee1991","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"15119560-b123-4a93-bbd8-e830c35adb0a","source":"youtube","source_id":"UgzUN1KEJZ77kOEg_GV4AaABAg","content_type":"comment","title":null,"body_preview":"Grandparents are not responsible for your kids……being a kid that was passed around from grandparent to grandparent I can’t believe this defender would say something like that…….its not the kids faults","author":"@SirDustyNutz","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","personal_experience","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"c1c9bbb1-695d-4770-a4b6-e6d9c0b8fd91","source":"youtube","source_id":"UgzrXqfFlRkEROB6EYJ4AaABAg","content_type":"comment","title":null,"body_preview":"Public defenders should not be granted in common sense cases.","author":"@FollowJesus2580","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"75d3eb2f-5342-41eb-a0fb-8f54019dcbdf","source":"youtube","source_id":"UgzT2mxcLYeNMlCZLHd4AaABAg","content_type":"comment","title":null,"body_preview":"I sincerely hope that she never has custody of her children again.  She doesn't deserve them.","author":"@pamelajeter3658","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"9715a65c-bda4-4fcf-ba18-2a8ae3c6d5a9","source":"youtube","source_id":"UgwgV9jLil3gzyzcDpd4AaABAg","content_type":"comment","title":null,"body_preview":"As a male I resent that. I always know where my kids are 24/7. Late cancel this judge for being sexist hahaha 😂😂😂","author":"@Karabonski","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"f0e244ae-ee77-4671-8840-60ab3307133e","source":"youtube","source_id":"Ugwop5PUV8HuYx_6es14AaABAg","content_type":"comment","title":null,"body_preview":"Yeah other people could have been responsible,  IF THEY HAD BEEN TOLD, who wants to guess if she told anyone at all?","author":"@pattyedgington8036","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"6a502127-5751-4fe3-8bac-a441135af21a","source":"youtube","source_id":"Ugyo4txvlA9BVzVcGvd4AaABAg","content_type":"comment","title":null,"body_preview":"I’m not sure maybe she planned on having them with the father and that he decided to be a Backstabber and say she just left and went on a cruise.","author":"@TTacz11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"b7198f83-acc2-435b-aa69-9fffa3806bcd","source":"youtube","source_id":"UgyrsS1FwwX0wi4V3EB4AaABAg","content_type":"comment","title":null,"body_preview":"These judges continue to let these people out time after time for 40 times in a row. These judges are a joke.","author":"@jsweizston5410","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"fc69d03d-b9c3-44e8-ae21-6b33ccbdb9d4","source":"youtube","source_id":"Ugzs8B8gg5lk1NV5UXV4AaABAg","content_type":"comment","title":null,"body_preview":"Leaving a 2 month baby alone is absolutely insane. No visitation period. She didn't think about that when she left them. Scumbag!!!! I swear some people shouldn't be able to have kids at all.","author":"@shannonodom8977","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"b4711454-3766-460e-b7da-8c6851bd1a55","source":"youtube","source_id":"UgyLkMVJmxsOIdCuj6F4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe spend less time and money on hair and makeup.  Just keep having a kid every couple years - they're really no trouble.","author":"@juliejohnson497","classification":"human_created","confidence":0.7,"indicators":["sarcasm","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"e14e5b84-f1d3-48a9-8923-72791cc53938","source":"youtube","source_id":"Ugwx3rxJZvGo65LP_dV4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah yeah child neglect you dirty dog of a mother😢 you are totally 😔 SAD","author":"@CarlJames-n3x","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"8fba7194-1fd4-4205-80b5-aa3de0a21799","source":"youtube","source_id":"UgxvyTumyne938pd47p4AaABAg","content_type":"comment","title":null,"body_preview":"Selfishly done, guessing not the first time!  “They were still alive, no biggie”.     😢","author":"@tamiturner-shaw1702","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"716783b0-d5bb-4115-98ca-0eea023fa3cd","source":"youtube","source_id":"Ugzbhw8MdfY_gMRII9J4AaABAg","content_type":"comment","title":null,"body_preview":"Smh and These the be the 🐕’s y’all wanna fly out😂😂","author":"@kalynbarnes883","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"b51cb822-234e-4b5d-a3ff-f0ce3fef670a","source":"youtube","source_id":"UgwZbPdPKUrhuTpi0e14AaABAg","content_type":"comment","title":null,"body_preview":"It’s an allegation. Let’s get the facts before we condemn","author":"@WWJD7410","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"de3c310f-d938-41aa-80d0-0029ff2abf7b","source":"youtube","source_id":"Ugwgp5CSM2NRGZHwSCJ4AaABAg","content_type":"comment","title":null,"body_preview":"That judge was unbelievably calm 😳 I'd have some stronger language...","author":"@michburt1195","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"cd001fb6-cbea-4d8d-bff1-f5d6d174cfdd","source":"youtube","source_id":"UgwFTbnFYdoVFo8yx854AaABAg","content_type":"comment","title":null,"body_preview":"She had no business leaving when the baby is 2 months old","author":"@Mug-x5l3j","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"7f0f6ce1-b3c5-43ed-a87c-19c76cce4c09","source":"youtube","source_id":"Ugz9t2vU2WtXKNAG6Ph4AaABAg","content_type":"comment","title":null,"body_preview":"Damn at that point I'd just say \"yes judge I fxxxed up, tell me what I need to do and change so I can get my kids back\". Except given her actions I'm surprised she even wants them back.","author":"@cheyennehannigan8271","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"7851397d-bb26-4264-bb3e-04101e24398f","source":"youtube","source_id":"UgyRHiNZ1FGlU1-hABh4AaABAg","content_type":"comment","title":null,"body_preview":"I will never understand defensive lawyers who defend the 💯:Guilty! No Soul!😥","author":"@divineloveair3705","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"4b528d0f-6522-467d-9ac4-1849a80167a8","source":"youtube","source_id":"Ugz1aSVjBAEBa5Mf2kh4AaABAg","content_type":"comment","title":null,"body_preview":"Leaving a two month old to go on a cruise is already messed up! That’s a newborn who needs constant care you wouldn’t even want to leave them in someone else’s care let alone leave them alone at home ","author":"@nourah5033","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"51e6a445-1d7c-42d2-bc7c-13231dd93257","source":"youtube","source_id":"UgyLnTJ7-zvMo_2svqh4AaABAg","content_type":"comment","title":null,"body_preview":"The father should be tried in the same way. Blatant sexism. And the woman should have the opportunity to defend and explain herself.","author":"@jesdis999","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"5f00c12d-4ff0-498e-af34-01ae3b199c5c","source":"youtube","source_id":"7pDYOe6Q8Pg","content_type":"post","title":"Judge scolds lawyer, mom accused of leaving 4 kids to go on cruise","body_preview":"'You can't make this up!'\n\nJudge Mindy Glazer on Tuesday scolded the public defender and a mother accused of leaving her four minor children, including an infant, alone while she went on a weekend cru","author":"NBC 6 South Florida","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals","content_source_context"],"bot_score":0.2575486109394073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pDYOe6Q8Pg"},{"id":"0ee85fb3-0558-4037-adba-0ce634ea5889","source":"youtube","source_id":"UgyVKamZJqR6YWjYAXJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hay si ya todo esto aburre tanto k lo asen de drama i fantasía","author":"@SilviaGonzalez-wp4jb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"cdfed74d-f021-41e6-b472-c97ec771af47","source":"youtube","source_id":"UgwuWsNG7pswxpju5hp4AaABAg","content_type":"comment","title":null,"body_preview":"Dios bendiga a estos buenas personas que ayudaron a estos 2 hombres 🙏🙏","author":"@claudiaavalos9212","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"8d411daf-df4b-403d-bc11-57054f4b43fc","source":"youtube","source_id":"UgwpOIYegeAnT0MspQJ4AaABAg","content_type":"comment","title":null,"body_preview":"Bendiciones  a cada uno de ustedes  dios los cuide gracias  por defender  a nuestra je","author":"@robertabarrio911","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"2efa5eae-a73c-4338-ae33-6e605adf4415","source":"youtube","source_id":"UgyimjFWqqOIBS8I_Ld4AaABAg","content_type":"comment","title":null,"body_preview":"THANK YOU JESUS 🙌🏻 BLESS THOSE GOOD PEOPLE ❤ TOGETHER WE MAKE A BETTER WORLD 🌎 REGARDLESS OF RACE AND COLOR","author":"@erikanavarro6644","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"c66f0fed-ffb7-4f83-ae26-da551a33b2f7","source":"youtube","source_id":"Ugx2huzwomoK0Huc24J4AaABAg","content_type":"comment","title":null,"body_preview":"Gracias a Dios que había gente buena que ayudaron a estos dos muchachos mil bendiciones para todos ellos","author":"@victoriarodriguez8176","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"05779d5f-51ff-46e3-9da6-dfb4a9b35a9c","source":"youtube","source_id":"UgxTJYaXI-A9_pT1wwl4AaABAg","content_type":"comment","title":null,"body_preview":"Muchas Gracias por alludar a nuestra jente Dios los bendiga siempre 🙏🙏🙏🙏🙏🙏😭","author":"@engraciazurita7037","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"0927682f-7e80-4927-bea8-0cac474f6547","source":"youtube","source_id":"UgyggBPwfUDyPWQo02B4AaABAg","content_type":"comment","title":null,"body_preview":"Agan lo mismo por los islamicos protesten. Contra ellos","author":"@mateopen8597","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"e5fcf6fa-51a8-4c10-b852-7999a8390e6a","source":"youtube","source_id":"UgxEuB48Bu3LTyhSyr94AaABAg","content_type":"comment","title":null,"body_preview":"Mis respetos para todos esos hermanos por defender a nuestros hermanos 🙏","author":"@conniecastaneda7587","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"3d251c4e-3c47-49e0-95f0-47662cdf1218","source":"youtube","source_id":"UgxZ4BwrGVHyJiK2nUV4AaABAg","content_type":"comment","title":null,"body_preview":"😢😢😢😢😢 gracias gracias con lágrimas en los ojos se los digo por ayudar a mis paisanos que selo queremos trabajar a ayudar a este país lo que tenemos que pasar por una vida mejor cuando dejemos de venir","author":"@mariasalgado9249","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"f46b2654-4419-4b0c-934e-df8cda894b9a","source":"youtube","source_id":"Ugx1gniIhF-T6AzjLRl4AaABAg","content_type":"comment","title":null,"body_preview":"Llore se los aseguro esto es lo que debemos hacer sin importar religión creencia estatus todos desobedeciendo a estos gobernantes sicopatas gracias gracias a esta gente todos unifos","author":"@soniabautista3117","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"6ca1c15e-f1eb-4a06-acc6-507a4c54365d","source":"youtube","source_id":"Ugya3ti9BFOt050OyL54AaABAg","content_type":"comment","title":null,"body_preview":"Dios les bendiga hermanos bendiciones a todas  esas personas 🙏","author":"@robertoperez5067","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"4d2e6ded-8e73-4564-843d-c89e5fd223a5","source":"youtube","source_id":"UgxO2n65-YIsEkrCibR4AaABAg","content_type":"comment","title":null,"body_preview":"Y como se le llama a eso si le están brindando lo que ellos piden claro que es colaborar acaso la gente es estúpida  que no saben diferenciar","author":"@lorenaberrios1341","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.7069597069597068,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"9ea702ff-2300-45df-8358-07fa18602959","source":"youtube","source_id":"UgzUj4ujJHfYk5S_2h14AaABAg","content_type":"comment","title":null,"body_preview":"Bien gracias a todos esos ciudadanos de. COrazones generosos que con su protestas no lo lograron  llevárselos","author":"@lorenaberrios1341","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.7069597069597068,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"7f308657-8ab2-4692-b63d-b5fb9c31f97f","source":"youtube","source_id":"UgydzWGOKQb2ArAgi-x4AaABAg","content_type":"comment","title":null,"body_preview":"Hay Dios lloro porque soy sensible al sufrimiento de quienes viven aterrorizados porque no tienen documentos, Dios bendiga a este grupo de personas que ayudaron a que no se los llevaran 🙏🙏🙏🙏🙏🙏🙏","author":"@marlenmorales7927","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"8ed1e54e-7e9e-4684-890b-ed1c22c92728","source":"youtube","source_id":"UgwArkRn9xmF9_7q6bl4AaABAg","content_type":"comment","title":null,"body_preview":"Pero dejen a eso oficiales hacer su trabajo por Dios, no todos son arbitrarios y esa situación debía ser respondida.","author":"@johnnyalbertoyt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"a78eef8c-4c9d-4528-a656-801818aae07f","source":"youtube","source_id":"UgxMPmviISOJ4DLGdUV4AaABAg","content_type":"comment","title":null,"body_preview":"Deportenlo, entren legalmente y nadie lo molestará.  Deport  Deport Deport!!!","author":"@capone_rd_809","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"0f16634b-96cb-487e-b374-9d6f5eb1a476","source":"youtube","source_id":"UgyOm112CZXuACOweJ14AaABAg","content_type":"comment","title":null,"body_preview":"Que idiota..la policia no ayuda a ice pero les traen una escalera","author":"@martham618","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"2f9b4a36-2ea1-4ce8-8843-968ceaa63ace","source":"youtube","source_id":"UgyrRyoOgxkV1a_C-014AaABAg","content_type":"comment","title":null,"body_preview":"Que linda gente todavía existe gente buena!! Gracias Dios 🙏🏼🙏🏼","author":"@adlih_L.D.6047","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"ebb2f59f-dde7-4d22-9f05-aa6b3f730da4","source":"youtube","source_id":"UgzpxJtLCKlmdBuUOdh4AaABAg","content_type":"comment","title":null,"body_preview":"Gloria a Dios que fueron ayudados 🙏 el racismo es latente","author":"@isabelordonez369","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"a2637cbe-4d34-4208-b113-2f532c5f970e","source":"youtube","source_id":"UgwkqV66IAWlGM6qB0B4AaABAg","content_type":"comment","title":null,"body_preview":"Bendiciones a las personas que dan su vida por la nuestra es triste ver esto igual Dios les bendiga grandemente","author":"@RonyPaz-s3w","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"f2739199-91df-4473-b03f-6f8dff17971d","source":"youtube","source_id":"Ugzn4xpE9SxLQ1bCPr14AaABAg","content_type":"comment","title":null,"body_preview":"No se subirian x q son bien ninas law enforcement.  They Don want to get dirty and get scratches","author":"@edgaresparza3406","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"ca7b4247-1df5-42f1-ae2a-ea57ffcfc94e","source":"youtube","source_id":"n9hALeHAyEw","content_type":"post","title":"Pasan más de 7 horas en un techo para evitar a agentes federales en Nueva York","body_preview":"--\nSitio Oficial: http://www.univisionnuevayork.com\nSUSCRÍBETE http://uni.vi/hBoF102KKqy\nSíguenos en: Facebook: facebook.com/univisionny/\nTwitter: https://twitter.com/univisionNY\nInstagram: https://ww","author":"UNIVISION NUEVA YORK","classification":"ai_generated","confidence":0.92,"indicators":["marketing_spam_template","absence_of_human_voice","platform_misalignment","synthetic_cta_structure"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n9hALeHAyEw"},{"id":"fc18c760-e4fa-4699-9afe-5da8a04c527d","source":"youtube","source_id":"UgxV4QvZMPWK71DGzOV4AaABAg","content_type":"comment","title":null,"body_preview":"He's 21? I thought he was the couples kid at first....","author":"@EzekielLee-y3h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PznFEnJ6HH4"},{"id":"6e16dbcd-630a-450d-a7f6-775c8538cc34","source":"youtube","source_id":"UgzpP1PBGoDGNXQPwyN4AaABAg","content_type":"comment","title":null,"body_preview":"...???🤔🤔🤔 Boi look 35b20 and 10 all at the same time😭😭😭😭😭😭","author":"@AllashuwaBeatz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal 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arson.","author":"@TVZRIP321","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_brevity","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PznFEnJ6HH4"},{"id":"3d7ed51b-c709-40ba-a061-006fe0cefbec","source":"youtube","source_id":"Ugz3XutLRCTSA5AkuZl4AaABAg","content_type":"comment","title":null,"body_preview":"I lowkey feel really bad for that little guy he seems so unstable I hope he gets the help he really needs 😢","author":"@reddslickstories3092","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal 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boys","author":"@AIvyM-o6i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PznFEnJ6HH4"},{"id":"efc8fcc1-3e3a-4875-a6e0-ddd14cda65d5","source":"youtube","source_id":"PznFEnJ6HH4","content_type":"post","title":"Couple charged in Charleston arson investigation","body_preview":"Two people have been charged with arson in connection with a fire on Charleston’s West Side late Sunday.\n\nDakota Harper, 21, and Felicity Eatmon, 22, are each charged with conspiracy to commit arson a","author":"WCHS-TV","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal 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I wonder who voted for them?","author":"@safiehroshani4719","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"bb128607-a335-4c50-b552-978085eb7c41","source":"youtube","source_id":"UgzyCoW6RU1oSNftt8B4AaABAg","content_type":"comment","title":null,"body_preview":"Funny, a disgusting sycophant of a Trump, the teen creeper  has the nerve to call anyone a \"dirtbag\"","author":"@arkblazer1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"2c963ddd-b4a7-4286-988d-41d6c614fb4a","source":"youtube","source_id":"Ugz7oT5nsjIhtOu4ERN4AaABAg","content_type":"comment","title":null,"body_preview":"This is just 1 of many other reasons that I LOVE Amy Kobasha ❤️ ♥️","author":"@ricardowaldron696","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"fece790b-4a2e-48f2-9550-cd98d1059ef9","source":"youtube","source_id":"UgxlYMZNY3gl3BZM4Ot4AaABAg","content_type":"comment","title":null,"body_preview":"A total microcosm of what is wrong with Trump and the clown show claiming to be the Republican Party! Getting caught red faced in an obvious error with the wrong info and petulantly refusing to admit ","author":"@cfutdoy2","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"c3cc6460-52e4-4701-bc89-f39ddf8ecf2b","source":"youtube","source_id":"Ugz0bW9SEMG-8_D2XnN4AaABAg","content_type":"comment","title":null,"body_preview":"Boy Jack Smith I've got you now I've got you right where I want you step into my trap Jack Smith I have you you are mine the little smirk comes across his face as he prepares to Spring his trap LOL he","author":"@JohnPlummer-e6k","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.4559523809523809,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"1c3966c7-4fb7-4178-ae70-ebef753e5965","source":"youtube","source_id":"UgxTN3kwv1V7Cfstlv54AaABAg","content_type":"comment","title":null,"body_preview":"Republican being asked that question they wouldn't remember","author":"@JohnPlummer-e6k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.4559523809523809,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"36a65c31-9919-454a-8f8c-ad8cca17c7b5","source":"youtube","source_id":"Ugyo0G4cNsbR_CZq0RB4AaABAg","content_type":"comment","title":null,"body_preview":"The look on Jack Smith's face right before he says I don't think you know that we have this stuff is absolutely priceless he's like what in the fuck are you talking about","author":"@JohnPlummer-e6k","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.4559523809523809,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"1db46d22-760e-4817-93e1-d01b543420fb","source":"youtube","source_id":"UgwXQAGW340yUIBsplx4AaABAg","content_type":"comment","title":null,"body_preview":"You know all it takes is for one of those chairs to not be occupied by a sane man for us to have a really fucked up World we're getting down to where we have two people were listening to every day one","author":"@JohnPlummer-e6k","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.4559523809523809,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"1da8c804-bcc7-4f65-8e08-65aa473f99cb","source":"youtube","source_id":"Ugz6GRb2qBKKCJKgxYl4AaABAg","content_type":"comment","title":null,"body_preview":"So, he's either incompetent or an intentional liar. And to add to that, he just digs a deeper hole. Yep, sounds good...","author":"@Shade01982","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"6ef15e5d-bb4f-4828-815e-9fe91000c356","source":"youtube","source_id":"UgxdUz5ZtfIOMLOtNJx4AaABAg","content_type":"comment","title":null,"body_preview":"The saddest part of this is that viewers of right-wing media have no idea this happened...at least that it was a total face plant.","author":"@bobullman","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"bf3872f9-d6e9-43f0-975a-81c1448d64bf","source":"youtube","source_id":"UgwNpBw2vf1_h_cfSK54AaABAg","content_type":"comment","title":null,"body_preview":"Are all government officials act like , he just acted.  Like act stupid and needs a fresher.","author":"@windigo007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"51007272-f28b-497e-9c38-9486c5595968","source":"youtube","source_id":"UgzBTLKSTR0OYbBqPc14AaABAg","content_type":"comment","title":null,"body_preview":"and thats american politics, the GOP are complete morons","author":"@tonybuk70-dt6eq","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"26cb2462-bb8c-4310-b0b2-8f93f77509d6","source":"youtube","source_id":"UgzUoe_D1rztBHnkmpl4AaABAg","content_type":"comment","title":null,"body_preview":"If he knew it was true he wouldn't have taken it down so fast.","author":"@EricPerkins-n4f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"ded61776-ebef-4b7b-9760-7971195e55f5","source":"youtube","source_id":"qANWyW9ow3A","content_type":"post","title":"HUMILIATING: GOP Senator’s Jack Smith ‘Gotcha’ Blows Up in His Face","body_preview":"Pre-order the new book from MeidasTouch, WTF America?!: The Way Out of This Hell and Back to Democracy, today: https://bit.ly/wtfamericayoutube\n\nVisit https://meidasplus.com for more!\n\nMeidasTouch rel","author":"MeidasTouch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","commercial_intent","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qANWyW9ow3A"},{"id":"4f25191c-e442-45f5-92e1-96d2fd44426b","source":"youtube","source_id":"UgwPdwy5IPymXMRmTyl4AaABAg","content_type":"comment","title":null,"body_preview":"This is why Libertarians have been saying for years that qualified immunity needs to stop now. If you give a member of the populace weponry and legal authority to act in ways such as this, knowing tha","author":"@freedomisnonnegotiable","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"02948988-fc9f-4a9d-9e76-48f9ec73ea54","source":"youtube","source_id":"UgxVyepteIaTwAW0-KR4AaABAg","content_type":"comment","title":null,"body_preview":"How do you charge someone for illegal drugs when it’s their own prescription???","author":"@ArtexBand","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_absence"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"59d4186c-21f4-44c8-92e3-6d0fdb1b28c6","source":"youtube","source_id":"UgwBsmDCTGMWTSAgDjd4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah this child does not need a badge... his frontal lobe isn't even fully developed","author":"@AlaskanQueen74","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"2306d632-1d1f-43e4-a91f-08f7a454d02e","source":"youtube","source_id":"UgyxdQkBd7-x7HrtNoV4AaABAg","content_type":"comment","title":null,"body_preview":"They literally are trained and instructed to lie by their superior officers.","author":"@pulse_mke","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.7113095238095237,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"ad529315-1012-4d92-8e33-79c06c951e05","source":"youtube","source_id":"UgwHxs8Hz06c13uE0N54AaABAg","content_type":"comment","title":null,"body_preview":"So he's a woman beater and He's a Bully because he just bullies people into false arrests how can the people that watch these videos at the police department not realize how corrupt this cop is","author":"@HittersSucks","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"53d266ef-1fa2-44e2-ac5d-c3d77ca61ef2","source":"youtube","source_id":"UgxYmr0KMTa_u9srGG14AaABAg","content_type":"comment","title":null,"body_preview":"It's a safe bet that no police department will hire him, but ICE will consider him PERFECTLY QUALIFIED!!! 🫣  Vote because it ALL depends on it! 💙💙💙","author":"@subpilot1000","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"8470b6a1-cec5-45b5-92d0-a27116592af1","source":"youtube","source_id":"UgxQrsPLyTJpBLbsdQR4AaABAg","content_type":"comment","title":null,"body_preview":"In 1800 vigilantes had a reason. This cop gives many reasons to be visited by them. I can’t we have them back for certain things.","author":"@mtgriz97","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"ea90cb04-8f0c-4353-bca5-d6a9fe5f61e6","source":"youtube","source_id":"UgzCuwMGukyn4ZcjyI54AaABAg","content_type":"comment","title":null,"body_preview":"cop don't become psychopaths, psychopaths become cops","author":"@d.b.gurganus334","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"b881e10f-5d6f-4fb2-9f5e-c4995fbaeb59","source":"youtube","source_id":"UgwLl1HKKDzTd_oVtvJ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s a psycho once you become a cop it’s a prerequisite to become a psychopath. It’s what it is. They don’t give a shit. Why would they? They got qualified immunity they truly don’t give a shit. They ","author":"@steveanderson4768","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"fa68ae59-cb00-4b6e-97ad-175fe4391a2e","source":"youtube","source_id":"UgyzWgITzR0or_Uld-R4AaABAg","content_type":"comment","title":null,"body_preview":"Why would the officer change his behavior? He received no punishment.","author":"@LonelyRanger-l6h","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"f13413c0-3ce8-4b72-9fd8-095312cd3108","source":"youtube","source_id":"UgwfIoqLUuZRVjat-nV4AaABAg","content_type":"comment","title":null,"body_preview":"He going to get his soon as he goes to jail 🤣 lmfao","author":"@michaelmaclauchlan4691","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"1d3eb16c-ae89-4bc2-a7d7-c4db9034e7f5","source":"youtube","source_id":"UgwrOBCZlCd_vCdAoZl4AaABAg","content_type":"comment","title":null,"body_preview":"They've been praying on the lower-middle class citizens forever.","author":"@TheRealKirkHammett","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"bf860b18-ea28-4d33-97d9-5763e67adebc","source":"youtube","source_id":"UgxUB3BA_mzWKA_REf14AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunately these are the type that often become LEOs.","author":"@BigBerthaJean","classification":"human_created","confidence":0.6,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"d736b50b-1c37-430d-b94a-bb47bd0f177c","source":"youtube","source_id":"UgyFem8afNQ4Soc25v14AaABAg","content_type":"comment","title":null,"body_preview":"And then they act surprised when someone pulls up to his patrol car one day and light his azz up.","author":"@dbnupe90","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"5d7f00c1-7488-440e-9890-d30d9556cbe9","source":"youtube","source_id":"Ugws3SuPLQplkvElcl14AaABAg","content_type":"comment","title":null,"body_preview":"And here I thought that no one is above the law? Guess Judges, cops, and prosecutors really are above the law. End qualified immunity.","author":"@abrambfarms8365","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"79597a79-a092-4ff3-a8ff-cb55090c2ada","source":"youtube","source_id":"UgwICOtgawxHrlSYiA14AaABAg","content_type":"comment","title":null,"body_preview":"South Park episode playing out with Cartman,”respect mahh Authoritahhhh!”","author":"@andrewtanczyk4009","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"be9b9fc9-f5a8-4c84-a43f-8ce12d5e88de","source":"youtube","source_id":"UgzQI_943w6hVlFHLb54AaABAg","content_type":"comment","title":null,"body_preview":"Why is he still on the police force??\nIts cops like this that make us hate and not trust the police.\n\nDEFUND THE POLICE","author":"@rain-ml6um","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"3d24fc0b-0832-4f9e-82d4-eba7fca64f27","source":"youtube","source_id":"Ugy6adabRuo4F7UWyjl4AaABAg","content_type":"comment","title":null,"body_preview":"They are just dumb cops, collecting fines for the courts and corporation government.","author":"@brettwayne4583","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"1eb13b33-3598-4f42-94d5-6e4532c6674a","source":"youtube","source_id":"UgwDwAA7_EaTYKAOd9t4AaABAg","content_type":"comment","title":null,"body_preview":"Need a list,showing where these unfit officers, goto, after being taken out of the current station. And from I get from forums like this one.   It would seem to need constant updating","author":"@Tess-u5u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"c202d68d-8e54-481a-af4c-3d2bcfad057f","source":"youtube","source_id":"UgzVfxxULpHB5rRuf394AaABAg","content_type":"comment","title":null,"body_preview":"I think an additional travesty is $8k bond!! It should be more like $800000k","author":"@azbigballa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"490721e2-8f92-4617-aa30-7ce9bf971634","source":"youtube","source_id":"UgzyuL1XLpxhQDJoL_14AaABAg","content_type":"comment","title":null,"body_preview":"This cop needs a little bit of a wake up call behind the school","author":"@patrickb5793","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"d99df3a1-c2fe-47ce-9af5-20424d097ce5","source":"youtube","source_id":"XkNpqYWUNgs","content_type":"post","title":"'Anabolic Cop' Fired, Arrested...","body_preview":"Vince is a nurse and was on his way to the nursing home where he works. His longtime girlfriend was driving him. They were pulled over on an allegation of the car going “left of center.” The traffic s","author":"The Civil Rights Lawyer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","fair_use_notice"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XkNpqYWUNgs"},{"id":"ea40bd0a-ed2f-45f0-9981-6f8ceebb3072","source":"youtube","source_id":"UgzP4r2XGPjUGsY9KIN4AaABAg","content_type":"comment","title":null,"body_preview":"Wait, Trump made a big deal about how Obama, and Biden greeted the Chinese prime minister.","author":"@E.SBlade1873-o9y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"b5843edb-3b23-4633-8b26-27dc6b87f30a","source":"youtube","source_id":"UgyUz3X_nUu-d-JHJF54AaABAg","content_type":"comment","title":null,"body_preview":"Notice when Collins said, \"I'm very worried about the outbreak of measles...\" she was shaking her head, no. The body language contradicted her statement.","author":"@itsenergybob8917","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"bbceabf1-970b-4e98-9ec5-4693399350bb","source":"youtube","source_id":"UgzvTzvK1HnhO5Sj_dF4AaABAg","content_type":"comment","title":null,"body_preview":"Sorry but Jon Stewart is old, slow, boring, obsessively self-congratulatating and positively simply not funny anymore.","author":"@yuidfbse","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"b433f819-5362-431e-b98d-e74ca1cd2fbb","source":"youtube","source_id":"UgwoSaB4C7prx6Rn5yx4AaABAg","content_type":"comment","title":null,"body_preview":"I think we constantly talk about \"cracks in dam\" because we believe in the goodness of people.  Something will wake them up.  Apparently only personally damaging results even make little nicks.","author":"@IsaakSMSU2011","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"653094ea-ad6d-4119-8848-917a8bd6caeb","source":"youtube","source_id":"UgwXSu0W5m2ur-IECyV4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is the biggest idiot in US presidency, and I'm a right-winger","author":"@baldojose","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"b63ccfad-d491-474b-a6f1-325200ba8b6a","source":"youtube","source_id":"UgxnrKVA1s7jsZMgdex4AaABAg","content_type":"comment","title":null,"body_preview":"The US owes China so much money that the US cannot afford to pay China the money that they owe. Besides that, the US needs China 65% of all the product starting from clothes, electricals cars. At leas","author":"@alejandroorozco3767","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice","genuine_specificity","emotional_authenticity"],"bot_score":0.531017369727047,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"eb487b72-4792-4e74-9f35-06cd72016c41","source":"youtube","source_id":"UgwHXA9SeNjw6t-7x1N4AaABAg","content_type":"comment","title":null,"body_preview":"Of course 12 years is for you to become filthy disgusting rich. Why your people why your citizens are struggling every single day in 12 years you walking away disgustingly Rich hey but this is America","author":"@alejandroorozco3767","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0.531017369727047,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"10d655bd-5efb-463b-ae7c-e534dbabf4c9","source":"youtube","source_id":"UgzGQkNu6oIrbjsXKB94AaABAg","content_type":"comment","title":null,"body_preview":"I'm currently 52, & I have never really consumed the legacy media news, & its crazy to me, every time I hear about what they put out, that anyone would keep listening to them.","author":"@nicholasschoonbeck6866","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"f93dea1c-65cd-433a-8e26-086527ac966f","source":"youtube","source_id":"UgwSUWT_WiPMp2kuyQt4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is like a kindergartener showing off his art project.","author":"@timrodgers901","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","metaphorical_language","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"281a9b5b-0b6b-4d15-9445-6ed4db481122","source":"youtube","source_id":"UgyGWruusb669O1HSvV4AaABAg","content_type":"comment","title":null,"body_preview":"Trump told China stay the f out of canada an there like hahahahaha","author":"@iraetzerza8559","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"bec70e60-4a2e-4cb4-b8fd-82aee48dd958","source":"youtube","source_id":"Ugx_drx8KdHl1yXB2jl4AaABAg","content_type":"comment","title":null,"body_preview":"rational thought and critical thinking are useless skills against a dam made of pure cult loyalty and minds bleached of any introspection or curiosity\nthey worship money and power and nothing else exi","author":"@aquietdragon5671","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"cf93f3af-9ec7-4476-8463-eebfbf7156b0","source":"youtube","source_id":"UgwPl9J6eBFkcGvnO5R4AaABAg","content_type":"comment","title":null,"body_preview":"As I am going to take a 3-month break from all social media, I am going to miss this show. Personally, for me, this is the second greatest monologue by Jon Stewart 💛 right after the one where he react","author":"@Louise-louie-lou2195","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","personal_experience_specificity","platform_fluency","specific_cultural_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"60994df9-b2eb-4e70-b0ee-011af5029506","source":"youtube","source_id":"Ugw-SNVTYTXTbRVRdDd4AaABAg","content_type":"comment","title":null,"body_preview":"Where are the preteens..trump has them at maro logo","author":"@GerardMartin-v1r","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.7583333333333332,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"8814e012-8bc3-4e43-b876-8d9aa2e6be8a","source":"youtube","source_id":"UgxjMK76xZYIS89oDbx4AaABAg","content_type":"comment","title":null,"body_preview":"The chinese president  probably  slept in the oval office","author":"@GerardMartin-v1r","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.7583333333333332,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"da6d655e-6a2f-4205-947b-196dbca3a665","source":"youtube","source_id":"f31fBMgYfWY","content_type":"post","title":"Will Republicans Divorce Trump Over Xi Embrace? Probably Not | The Daily Show","body_preview":"Jon Stewart examines the limits of Republican allegiance to Trump after his weekend of wooing President Xi with granite, helipads, and an exclusive tour of the White House ballroom. Will MAGA loyalist","author":"The Daily Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0.3702539034887589,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f31fBMgYfWY"},{"id":"0fc1d6d1-00b2-416d-995e-54ed3a7e776f","source":"youtube","source_id":"UgzAr5OJ1Oau-VGnX614AaABAg","content_type":"comment","title":null,"body_preview":"They didn't have fentanyl so they injected her with marijuana?","author":"@libertariantranslator1929","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"1f6cd1f5-f2ac-46a5-8d67-9e9dd9c4bacc","source":"youtube","source_id":"UgxM7KwbhAUhrHe7blh4AaABAg","content_type":"comment","title":null,"body_preview":"Yes the US is evacuating B1 bombers out of Fairford, England back to South Dakota right now.","author":"@canyoncruzr3462","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"0b2c48de-94a7-470b-add9-66f9ea42e28d","source":"youtube","source_id":"UgyYvxDWI4_ndBZjAZp4AaABAg","content_type":"comment","title":null,"body_preview":"Taking a page from that old Conan and Max Weinberg skit. Love it!","author":"@DuffyLONER64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"f3f3b077-ffe4-4eb5-831c-140d77c29574","source":"youtube","source_id":"UgydxNzvNUAFPv-8Qs94AaABAg","content_type":"comment","title":null,"body_preview":"I would accept “The USS Lincoln Osiris” over “The USS Donald J. Trump” if those were the only two options.","author":"@johndurgavich3666","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"c06532fe-691c-4834-a9ea-ae9cbda29e0c","source":"youtube","source_id":"Ugzemg8EXNvUCUeggGh4AaABAg","content_type":"comment","title":null,"body_preview":"That's a shame. The Annual Pentagon Charity Drag Show use to be fun.","author":"@harveyesquire7523","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"e39a35f7-6ca3-47ac-bd14-270c3c9d1733","source":"youtube","source_id":"UgyQWM7Tmzy2FfaQ1lZ4AaABAg","content_type":"comment","title":null,"body_preview":"There was no sexual assault on Cornell, but CNN, NBC and BBC keep pushing the idea.","author":"@ZarkowsWorld","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"dc157a4d-9733-4ee4-8336-c2ba8f374849","source":"youtube","source_id":"Ugx0Jzt84NhG2bjlpoh4AaABAg","content_type":"comment","title":null,"body_preview":"Turn all the golf courses into data centers. They have land and irrigation.","author":"@bassfever","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"601b8a5f-45ca-459a-bab6-9e3b758d581e","source":"youtube","source_id":"UgyiVBHUOvRUpdQk1Xp4AaABAg","content_type":"comment","title":null,"body_preview":"Listen... Out of men's hearts come evil thoughts, sexual immorality, theft, murder, adultery, greed, malice, deceit, vulgarity, envy, slander, arrogance and folly. Mark 7:21 Pray asking Jesus into you","author":"@cynthiajones4332","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"bbe27937-8a47-4885-88ec-e9f7f3308ab7","source":"youtube","source_id":"UgyUv0vXCHHrXTPwJ3x4AaABAg","content_type":"comment","title":null,"body_preview":"If Trump wants an aircraft carrier named after him, it should be called : Bone spurs","author":"@jimf2525","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"cf3d1b58-abf8-498b-a9b5-77a1151caf11","source":"youtube","source_id":"Ugy7onpxLeILPJNge514AaABAg","content_type":"comment","title":null,"body_preview":"Cold Open and Weekend Update is the only thing that’s good at SNL.","author":"@jburnett180","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"65a588c5-af9f-4fef-98b4-b00fe4d2e3b4","source":"youtube","source_id":"Ugz02puC-LCFbAlLz1d4AaABAg","content_type":"comment","title":null,"body_preview":"Holy cats, SNL news hitting hard this week.  Tell it.","author":"@KatharineMcCartney","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"819001be-69ee-46ea-af2b-3feeae20505d","source":"youtube","source_id":"UgwpGtgBDJLntxo3rc54AaABAg","content_type":"comment","title":null,"body_preview":"I'd love to watch a pull-up contest between the guy they're calling \"Low T\" against his \"tuff guy\" opponent. I'll bet Paxton looks a lot like Kegsbreath trying to do a pull-up.","author":"@havable","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"286444f9-cbfe-4985-9560-66cc36b6fedf","source":"youtube","source_id":"Ugwnx_44H37zVjmq3yp4AaABAg","content_type":"comment","title":null,"body_preview":"\"NO MORE DRAG SHOWS!\" screams Pete Hegseth, as his makeup team applies his foundation so the cameras don't pick up facial imperfections or light reflecting off skin oils.","author":"@ailynrenee1796","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","specific_observation"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"c16b266b-0330-4e7c-8d8b-24a86c976963","source":"youtube","source_id":"UgyG1iB5JvwOf03yZOZ4AaABAg","content_type":"comment","title":null,"body_preview":"Can’t believe the Bullwinkle joke landed, well done, the crowd.","author":"@zackspiker_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"f0334505-eafe-4a77-8300-883838fe4aeb","source":"youtube","source_id":"UgwCW-WL01vBL6KKAEB4AaABAg","content_type":"comment","title":null,"body_preview":"I don't know...I presses me as a low energy presentation, tired.","author":"@hyperzzzzz1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"a91e1fe3-3d15-4b96-8fec-772b9d62d179","source":"youtube","source_id":"Ugw2-qhYc0GrT9KoSXd4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Colin, the next time you play Hegseth, please trip over your words the way Hegseth did when he was trying to be so cool.  It was laughable because he undercut himself","author":"@Hidenamefornow7363","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"ccbc5f33-6bda-4b6d-b4fc-a15c618988de","source":"youtube","source_id":"31gx_N_2w7g","content_type":"post","title":"Weekend Update: Trump’s Claims About His White House Ballroom, Hegseth’s New U.S. Military Standards","body_preview":"Weekend Update anchors Colin Jost and Michael Che tackle the week's biggest news, like President Trump claiming that the new White House ballroom contained armed drones.\n\nSaturday Night Live. Stream n","author":"Saturday Night Live","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","contextual_fit"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=31gx_N_2w7g"},{"id":"796506d2-8c47-46d0-8cfd-5b865e8fadde","source":"youtube","source_id":"Ugy7AzSMhDT4L5ZvV2Z4AaABAg","content_type":"comment","title":null,"body_preview":"That's not true. Miami rescue came in. FBI came in and then israelies came in so. What are you stating is not true","author":"@MonafromMiss","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"22340979-a171-436c-9fe6-5dcb325fc97e","source":"youtube","source_id":"UgyK4k1LMl6zurLryIZ4AaABAg","content_type":"comment","title":null,"body_preview":"Does any 100 victim is one of them? Any 🧃 that usually there suddenly sick, goes to dentist or moving out?","author":"@coyzmann","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"927d3159-a93b-49f6-8384-3f2c8e2437c1","source":"youtube","source_id":"Ugw7fMV0OMm7OBbklK14AaABAg","content_type":"comment","title":null,"body_preview":"what i find irresistible that shows just how total the capture of USA by Israel is is no faction inside American agencies has had the balls to take Trump out even as he spouts madness about nuclear we","author":"@idealistinafallenworld","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"79ec758a-38fb-4f29-b353-eb5ee302d333","source":"youtube","source_id":"UgzjO6ZZPVmLHHUEiO54AaABAg","content_type":"comment","title":null,"body_preview":"The part about him saying \"The files are at this address\" is completely fake, he never tweeted that.","author":"@mateidumitrescu238","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"f04155b6-d68f-458f-8524-a2cb2aca236a","source":"youtube","source_id":"Ugz7vpUbUzEj-qjM5G14AaABAg","content_type":"comment","title":null,"body_preview":"He doesnt give an exact address at all in his post. It doesnt proof its the building that collapsed","author":"@pieteb_nl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"565f024e-7ad3-4a56-8b36-28b9291fd827","source":"youtube","source_id":"UgyinVB5eN7HXM7UwJ94AaABAg","content_type":"comment","title":null,"body_preview":"Whoa… is this dudes info is correct this is fucked.","author":"@FreshlySnipes","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"68661a24-9956-416b-80a3-b0ff25c28f42","source":"youtube","source_id":"UgzwvUOgw-DMfyUdLhl4AaABAg","content_type":"comment","title":null,"body_preview":"Why WUD he advertise where his deadman switch was located?!?! just have people who u trust to release it right after he’s dead without any fanfare!","author":"@idunnoanymore2870","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"8792c85e-e418-4b78-a8fb-46ac14546f8c","source":"youtube","source_id":"UgzqiWUT85BP4qKS_sJ4AaABAg","content_type":"comment","title":null,"body_preview":"There is no proof that that tweet ever existed. It doesn’t exist in the way back machine. It doesn’t exist anywhere.  This is a widespread conspiracy theory.","author":"@kasualbeauty309","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"d243ca03-2d93-4216-82df-ce21449f55dc","source":"youtube","source_id":"UgySgbwMM_06uz4ccVJ4AaABAg","content_type":"comment","title":null,"body_preview":"I like the story but John didnt give any adress in his tweet, thats a false rumor. But yes it was weird to have the IDF doing search in a rescue in a regular aaa building collapse","author":"@ArchiveLuwia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"99485478-b295-4fa2-a93e-b7ce65223d0b","source":"youtube","source_id":"UgxSHlNIXdMNKJpd1Ch4AaABAg","content_type":"comment","title":null,"body_preview":"“IDF came in and no one else was allowed in there.” 😂 \n90% of people will believe this statement on its face. That’s how easy it is to manipulate a populace.","author":"@Dobie_ByTor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"a071b5aa-8cf0-4c30-a94d-0a52f0e5f84c","source":"youtube","source_id":"Ugy1f1fwVQLXE9t35PV4AaABAg","content_type":"comment","title":null,"body_preview":"America is corrupt! Simple Facts! What else do you need?","author":"@joemeli1605","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"78754d9f-c679-45a6-be6c-8c37881d8a9a","source":"youtube","source_id":"UgwRoFhRbRrRm64jxl94AaABAg","content_type":"comment","title":null,"body_preview":"Mate if you got a hard drive of proof then release it, why say you got proof and then name where it is for what is alleged to have happened, to happen?","author":"@RoachDarrington","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"6dcef2c1-0297-4065-965d-cddccbeeacbd","source":"youtube","source_id":"UgwKQzHC3n4JsZOe9FV4AaABAg","content_type":"comment","title":null,"body_preview":"Wow looked like a controlled demolition!…. Reminds of of another catastrophe that happened here 🕵️‍♂️","author":"@NickSt.Laurent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"a304490d-372e-42cd-849a-27751f2ed7b3","source":"youtube","source_id":"UgxRK2PZvLN3aflGg-l4AaABAg","content_type":"comment","title":null,"body_preview":"I bet the 3 terabytes wasnt in the condo. He exposed them","author":"@genX7nty","classification":"human_created","confidence":0.7,"indicators":["terse_reply","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"fdf74d0e-3259-4a2c-bdcc-d128e4f2a0a0","source":"youtube","source_id":"UgzVTFegiVOUY3PB5Rh4AaABAg","content_type":"comment","title":null,"body_preview":"The mossad are the biggest killers in the world they did  9/11 so America would have no choice but go to war....","author":"@michellecullen8911","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"82f9024f-7ae3-462c-b94f-1db5563e4ee2","source":"youtube","source_id":"UgyTn8VMSKt1L7H8eZd4AaABAg","content_type":"comment","title":null,"body_preview":"So you don't give the exact address. You code the address in the message. Learn from 007","author":"@trevors7905","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"8c18f4e3-0cfd-43fd-9be5-5ad42cfa1e9f","source":"youtube","source_id":"Ugz52VwjKVCbxsGDzRR4AaABAg","content_type":"comment","title":null,"body_preview":"This person loves conspiracies. IDF was not sent to investigate. It was their Search and Rescue team , and there were other countries that also sent their teams, such as Mexico, Argentina, and others.","author":"@dir32jd","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"e2945c9a-106e-45dc-b4ec-f77aa94ed24d","source":"youtube","source_id":"UgzUEg-RBToOcCFxtN54AaABAg","content_type":"comment","title":null,"body_preview":"I love how Americans believe they are free😂\nUnited States of Israel","author":"@aceavram712","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"0f99758f-c1c1-4e54-b0a8-85e5883ab911","source":"youtube","source_id":"UgzG7sy2qwEu3VwYnF14AaABAg","content_type":"comment","title":null,"body_preview":"Now could he have had that information and data booby trap I mean I know I would my question is though why booby trap it so large that it collapses a building and as I just said if this building went ","author":"@kennethswann6458","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"44a388d1-d032-46a0-8719-ee77dca158c3","source":"youtube","source_id":"Ugz9rQEbs1om0vnUNq94AaABAg","content_type":"comment","title":null,"body_preview":"Okay I don't know if you could connect the two because again if I'm a super sneaky evil Jew government I'm not going to want people to know that my Super Evil Jew magic is at work so I'm going to figu","author":"@kennethswann6458","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"79112582-1d92-4dab-8544-5c160017cdfd","source":"youtube","source_id":"Ugwgt9tS9VWaGATaDDt4AaABAg","content_type":"comment","title":null,"body_preview":"Just proves we are nothing but pawns in their games.😮😮","author":"@DeathwalkerDruss37","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness","emojis_as_filler"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"f86fdd54-50f3-4e56-9541-f01b3a6d71e1","source":"youtube","source_id":"rI9bu5iLyCI","content_type":"post","title":"The Creepiest Detail About John McAfee’s Death 😳","body_preview":"Privacy Isn't Paranoia, It's Protection.\nDownload the Glacier app today: https://srs.site/glacierapp\n\nSupport the Shawn Ryan Show for $5 and get the chance to watch the shows AD FREE, with the excepti","author":"Shawn Ryan Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.14341220057946635,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rI9bu5iLyCI"},{"id":"d2d7f545-5be4-4f3d-941e-b582495137c0","source":"youtube","source_id":"UgwuNy2JJq5jpalPNUd4AaABAg","content_type":"comment","title":null,"body_preview":"Totally love the \" am.I supposed to be impressed?\" Look on her face. In my opinion this judge is more famous than this idiot. She is definitely  impartial and makes a decision on fairness and the LAW ","author":"@ambervasquez9705","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"5ed0e696-3170-4664-80eb-7d76dad18526","source":"youtube","source_id":"UgyVxyNmoC2WGwatz2Z4AaABAg","content_type":"comment","title":null,"body_preview":"I can see him yelling \"Tell er ima Cylebridie!!!!\" 😂","author":"@AaronMartinez-e3w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"c7ed772e-de5d-4dfc-8e48-7f5671e18c76","source":"youtube","source_id":"UgzygOXOkp-AGMyBAmd4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂 good! Celebrity doesn’t put you above the law! Throw the book at him","author":"@MrPestyDreamer","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"bb2a9bcd-8495-4c4d-b112-ad178c9a2e84","source":"youtube","source_id":"UgzIyJatqRnjepqV7254AaABAg","content_type":"comment","title":null,"body_preview":"That judge is full of s***. She know exactly who that is","author":"@KINGWILL-uf9sy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"ce0068e4-0f2c-4ad8-ae80-2804429f84b3","source":"youtube","source_id":"Ugxk1kehpbNIMl88KN54AaABAg","content_type":"comment","title":null,"body_preview":"I bet if he would of said he goes by Rick Ross she would of been like oh shit ok!","author":"@jessesmith8434","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"7643e0f0-7f09-4305-a81d-6858e4b8d13f","source":"youtube","source_id":"UgxUVgzdJPgxTnfxrBl4AaABAg","content_type":"comment","title":null,"body_preview":"Says the judge that charged a girl for making a joke about Netanyahu","author":"@roninlyons7533","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"2b8b8f9d-d155-4708-913e-08d8591283a6","source":"youtube","source_id":"UgzR6PS93frQXrhlNth4AaABAg","content_type":"comment","title":null,"body_preview":"He’s in a red jumpsuit…. Yeah it’s called being in jail","author":"@oscarsantos2240","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"afb04973-bf42-407a-9088-8a3d23dca3f8","source":"youtube","source_id":"UgyrmJXfeougZzGq5Ol4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe he should have called the real Noriega and asked him for a couple of his thousand favors!??!😮😮😮😂","author":"@leonelcardenas5847","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"88f189e0-76f8-40d3-a12e-06c2854fa414","source":"youtube","source_id":"UgzZi6uaKq8pCKcQ8Dt4AaABAg","content_type":"comment","title":null,"body_preview":"She couldn't care any less about his \"celebrity\" status","author":"@lizzymgn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"3cbd2e6d-e498-444b-a556-6b97db82fcce","source":"youtube","source_id":"UgyZMEqD6XA-PvgXYh54AaABAg","content_type":"comment","title":null,"body_preview":"Judge let him know to her your just a other abuser😂😂","author":"@annej9124","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"0810fa18-63a9-4358-8186-b5aabf0f67fd","source":"youtube","source_id":"UgzL_GDFuJ1nmBHI0tF4AaABAg","content_type":"comment","title":null,"body_preview":"He looking real scared like he has a stolen name of a real OG and was once a prison guard who is now in prison.","author":"@eocevents5877","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"e5894eed-a367-48d7-a4f0-8edb8efd7fb4","source":"youtube","source_id":"Ugx4eBrTlRLuMZ3EIQh4AaABAg","content_type":"comment","title":null,"body_preview":"Hes a celebrity and hes wearing a red jump suit its so dangerous ur honor 😂😂","author":"@MargaritaMoon444","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"1bd5db4b-71b4-435f-a84d-30bebbe4f600","source":"youtube","source_id":"Ugx-Gu5rZHHW9aQ79xJ4AaABAg","content_type":"comment","title":null,"body_preview":"his lawyer sucks!!!! why lead with \"Mr. Roberts is a celebrity\"","author":"@CalabasasIRL","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"9a605f27-70d9-4c01-b369-b97e8b0163bf","source":"youtube","source_id":"UgxwAE9_8Kh585eZ5Yp4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, my lawyer started out with some bullshit like that he’s gone","author":"@cdubbbz3316","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"9fc9c252-948d-43e0-af80-7b1bf7a5dd21","source":"youtube","source_id":"UgwF6_4OhP6Q6ql0iaR4AaABAg","content_type":"comment","title":null,"body_preview":"I remember when 50 Cent got arrested for swearing in public, but he was just doing a concert lmao 🤣","author":"@calvinhempill3935","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"5c89fa21-8b1c-4719-8af3-e6d14ead9063","source":"youtube","source_id":"xQjJobM1RNs","content_type":"post","title":"Judge tells rapper Rick Ross: ‘I have no idea who you are’ | NBC4 Washington","body_preview":"_______\nNBC4 Washington / WRC-TV is the No. 1 broadcast television station and the home of the most-watched local news in Washington, D.C. The station leads the market in providing timely and breaking","author":"NBC4 Washington","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQjJobM1RNs"},{"id":"37022d29-e082-49a8-99de-38147c21229a","source":"youtube","source_id":"UgyDisT3WeZdGDZhOit4AaABAg","content_type":"comment","title":null,"body_preview":"I actually used to make speakers like this and sold them pretty well at craft shows. I made mine with bent lamination to give them more of a bullhorn shape.","author":"@michaelhudak9695","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"31023dda-4e72-4a5a-847a-c759fcb54740","source":"youtube","source_id":"UgwPBd7__M8DtgXHvBx4AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully one day he'll make an ice cube tray.\n🧊🧊🧊🧊🧊🧊🧊🧊🧊🧊","author":"@chocolatecoveredgames","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"253b6d8f-6bf1-4ea5-b424-49c09f82a506","source":"youtube","source_id":"Ugz3uH1FlSr0tmv-YGF4AaABAg","content_type":"comment","title":null,"body_preview":"Does the type of wood matter? I’m thinking fiber density?? There’s a guy who turns a horn shape on a lathe and I think I’ve seen him use mostly black walnut (Pretty Good Woodturning) Love your design ","author":"@PT-MX5RF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"db2a90a1-5522-40a9-a28c-ed53dce34eb8","source":"youtube","source_id":"Ugxtz6Dwp9LOGIgOweR4AaABAg","content_type":"comment","title":null,"body_preview":"This is so cool! If you ever decide to do a v2 adding a hole in the bottom for a charging cable would be a good idea","author":"@beastlymarek","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"2952d441-9860-4732-9363-b807c58c53d0","source":"youtube","source_id":"Ugz7YDdo4CrljPqoBKN4AaABAg","content_type":"comment","title":null,"body_preview":"Remember guys decibels are different in the sort that 60db compared to 80db is around 4x louder.","author":"@JpSqu4sh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","technical_explanation_with_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"496f7d0c-0072-4d23-92aa-52135949b302","source":"youtube","source_id":"UgzKm_qGpmRXLbVlGqV4AaABAg","content_type":"comment","title":null,"body_preview":"That design has one major flaw and it is that it blocks half of the screen. Most music apps have the controls on the lower half of the screen which is covered in that design.","author":"@Joe___R","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"88184467-faf9-484c-a3c3-ad27863fe5c0","source":"youtube","source_id":"Ugw6wSIjngbXjEwv5514AaABAg","content_type":"comment","title":null,"body_preview":"I used to do this on my old van the radio was broken so I would put my phone in the cupholder and play music","author":"@user-ye5pp4yo3f","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"b75ccce3-4b4f-4649-a7f0-4bc4b46ac067","source":"youtube","source_id":"Ugz4e7PoLQGcjOx-jEd4AaABAg","content_type":"comment","title":null,"body_preview":"Depending on the type of wood, its flexibility, it's density, dryness, how the grain goes,... It's possible to generate more volume, bass, depth, pitch, and so on in every soundbox you Make. Technical","author":"@bxedge24","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"510f963e-3b4e-4a75-9319-e2afdde548fd","source":"youtube","source_id":"Ugx87eu-ajSZUN73aHp4AaABAg","content_type":"comment","title":null,"body_preview":"Build a holder for the remote control that makes it too big and chunky to possibly lose in the couch cushion.","author":"@stigyanblue1442","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"2bd36ec1-3c05-44cb-aa62-8ee153c9d01e","source":"youtube","source_id":"UgxRYPCqyoidHMaryIF4AaABAg","content_type":"comment","title":null,"body_preview":"I made one of these in my ceramics class!! But mine looked like a coffin with a couples holes in it to hold the phone and let sound out","author":"@jiraiyaboiii","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"4ad24e92-dcd6-4c8e-beb9-3e5902dab394","source":"youtube","source_id":"UgyP3I84EMfYi4axVlx4AaABAg","content_type":"comment","title":null,"body_preview":"Can you even ame a speaker without electicity \n\nThe gramaphone???","author":"@ZodeusBloomberg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal 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😭","author":"@CrF202-M4m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PDTe_RNUZ4M"},{"id":"1b678014-a2c6-42ba-b942-a4facd89159f","source":"youtube","source_id":"PDTe_RNUZ4M","content_type":"post","title":"DIY wooden phone amplifier, better than expected. #woodworking #handmade #dıy #woodshop #wood","body_preview":"DIY wooden phone amplifier, better than expected. #woodworking #handmade #dıy #woodshop #wood","author":"RogueGrainCo ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal 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won","author":"@skylerleider","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_CgESAkogng"},{"id":"6284bbf9-8b67-45df-99d8-026b73df6684","source":"youtube","source_id":"Ugyogu9xWYwF6qmDAqF4AaABAg","content_type":"comment","title":null,"body_preview":"Mean while Nokia: bro I'm on 99% ever since 1865 😂","author":"@LokiyiLim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal 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picture?","author":"@Дмитрий_сиськотрясов","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_CgESAkogng"},{"id":"1578aeb3-8ef4-467d-b41c-c1dd70e9d961","source":"youtube","source_id":"_CgESAkogng","content_type":"post","title":"🥶🚀 IPHONE 17 PRO MAX VS SAMSUNG Z FOLD 8 ULTRA BATTERY TEST!!","body_preview":"🔥 iPhone 17 Pro Max vs Samsung Z Fold 8 Ultra BATTERY TEST! 🔥\n\niPhone 17 Pro Max vs Samsung Z Fold 8 Ultra - Ultimate Battery Test ⚡🔋📱 😱⚡\n\nIn this video, we compare the battery life and performance of","author":"TECH KNR","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 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Have a good weekend.","author":"@Axel_craft1795","classification":"ai_generated","confidence":0.7,"indicators":["synthetic_empathy","over_qualification","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"fe143fd9-0540-47ff-8d96-2d519868e255","source":"youtube","source_id":"UgzpGWd7G-l-PvSvgPx4AaABAg","content_type":"comment","title":null,"body_preview":"Normalize downvoting in-video ads. More egregious than the hackers he’s talking about.","author":"@OCLee","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"c7e3ea88-9970-4e9f-badf-68aa314f8397","source":"youtube","source_id":"Ugycl5HcIXkT_nYJw-14AaABAg","content_type":"comment","title":null,"body_preview":"I think ryuk was a good virus because they went after the hospital where people were killed by the covid-19 vaccine","author":"@timebong8366","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"bf85e643-a8a5-4c0d-8115-605167f75e4a","source":"youtube","source_id":"UgxBTY6rYu-vFyr-Uht4AaABAg","content_type":"comment","title":null,"body_preview":"The company I work for got hit by NotPetya in Argentina in 2017.\nI wasn’t around at that time, but I know it caused a lot of damage and loss of revenue.\nAfter that, we strengthened our SOC Team. No mo","author":"@HCaetano","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"8b9c13e8-0e05-4403-b9a7-760dfde4f55f","source":"youtube","source_id":"UgxYrBHMrM7XBuCefYF4AaABAg","content_type":"comment","title":null,"body_preview":"Wow, muslims made a malware to attack hospitals? Why?","author":"@wafflesncatsup5323","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"7b8c493d-11a6-4c85-8e16-9ec9a1a2e7f2","source":"youtube","source_id":"UgyHPxl32GVNXAUSRdB4AaABAg","content_type":"comment","title":null,"body_preview":"you want people to take you seriously?  Ditch the AI, actually learn the difference between Malware and computer virus - all viruses are malware, not all malware is a virus... a virus is a VERY specif","author":"@TheRealSirGouki","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"ce68a6b7-c2ec-4a5a-ae78-72ed6c79bbc3","source":"youtube","source_id":"UgyXNPXV_RlYmi2sWxR4AaABAg","content_type":"comment","title":null,"body_preview":"What is \"chilling\" or \"scary\" about this?  Lame af fck.. like the last vids..","author":"@FlashxSounds","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"1152173d-28df-4277-bfb7-e8442592d45f","source":"youtube","source_id":"UgzT-tmGUE7INb4gdx94AaABAg","content_type":"comment","title":null,"body_preview":"People who make viruses to target hospitals will have a very VERY special place in hell and I wish nothing but the absolute worst for them ❤","author":"@Kolonel_","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"37322003-7a40-4f25-9811-01bf97f715ee","source":"youtube","source_id":"Ugw7hWH8VtfOyzGPdPV4AaABAg","content_type":"comment","title":null,"body_preview":"As much as scummy companies nowadays, nothing beats the true vileness of hackers attacking personal data, mainframes, and other important infrastructure just for personal profit.\n\nAtleast one thing we","author":"@naja2674","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"8e1507b4-df08-4296-b7e6-b2d1d18cd250","source":"youtube","source_id":"UgxdoRC-QA_L_GuDVBl4AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully there will be a virus that will eliminate everyone’s student loans and hospital debt. That would be amazing. Just putting that out there if anybody is listening out there 👏🏼🫶👏🏼","author":"@kittycasino29","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"ce4e3a60-90a2-44f4-922c-5a47495100ba","source":"youtube","source_id":"UgwDjFW3wTL2u0LvVEJ4AaABAg","content_type":"comment","title":null,"body_preview":"imagine claiming youre serious when you specifically target hospitals knowing that youre the reason of most deaths in it. thats not serious behavior. thats just being a moron.","author":"@utaf","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"56c794fa-a505-4047-86a3-6f9d8cecb481","source":"youtube","source_id":"Ugyq8g5LTOkdKgE4GZh4AaABAg","content_type":"comment","title":null,"body_preview":"3:54 A mother named...Tyranny Kidd? Even if that's not how it's spelled, that name is homophonous with \"tyranny.\" Is this story real?","author":"@SaltpeterTaffy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"ddf4da53-a4b1-4592-b36f-3889fec18ad2","source":"youtube","source_id":"Ugw3Kg3PENO8xBJLrsR4AaABAg","content_type":"comment","title":null,"body_preview":"imagine if a virus was targeting police stations, that would be crazy af","author":"@LovelyDominus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"3d7c821c-76ca-4dd9-be5a-80971e395a9f","source":"youtube","source_id":"UgzW_c4RwJ3IEbR6mfJ4AaABAg","content_type":"comment","title":null,"body_preview":"8:44 so clearly Israel hahaha been that type of stuff for decades ever since they were established as a state","author":"@PiROl2000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"eb0d836d-c76d-4cc0-8963-6af26f50353c","source":"youtube","source_id":"UgwOUyE-u0IC3c1XER54AaABAg","content_type":"comment","title":null,"body_preview":"Dude, can you just stop making videos like this? Like, the background music is creeping me out.","author":"@AlexanderSerrano-wx3tk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"3a9b536c-25a5-4d9e-93e6-c72f4fdb4754","source":"youtube","source_id":"UgzupElHB98Yr5bsAJd4AaABAg","content_type":"comment","title":null,"body_preview":"As long as they targeted American hospitals, I am fully okay with that.","author":"@RMX010","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"06b38435-d797-4220-b675-900cb311ae98","source":"youtube","source_id":"UgwGhuO-rDGJLdPyEKF4AaABAg","content_type":"comment","title":null,"body_preview":"Enough with the ads! Two ads before the video. Ads if you pause the video. Ads when the video ends. Pop up ads right next to the skip button?!?  Seriously, Fck whoever is responsible.","author":"@Brian-wl4ndt","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"4f4acc95-2030-4849-81da-07d7ee9cc8da","source":"youtube","source_id":"UgzgxdDF5r9w_setXpB4AaABAg","content_type":"comment","title":null,"body_preview":"One of the existential ways of destroying ourselves.","author":"@renevalice3056","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"b4d9a9a2-50f1-43fc-94f7-59291c42d7e7","source":"youtube","source_id":"UgzWUiRNSgfsFEUKdWJ4AaABAg","content_type":"comment","title":null,"body_preview":"Let me try a conspiracy theory: it was hackers from insurance companies, or worse... the government's ICE...","author":"@ThirdEye...","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"fb2c46cc-89e6-495d-b767-2e18dbdcc276","source":"youtube","source_id":"UgzKg8ue4-_zRTXF-054AaABAg","content_type":"comment","title":null,"body_preview":"Please can you make a spooky video about every Urban legends in Long Island that includes monsters, legendary creatures, ghosts in Long Island, New York, please I'm begging you very much to make this ","author":"@LaylaDeVille","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"a50a7873-3f14-42cc-8104-30bd12630da4","source":"youtube","source_id":"UgyI5uI29R1fo58N0SR4AaABAg","content_type":"comment","title":null,"body_preview":"Your data is being sold right now. My sponsor Aura will find the brokers selling it and remove you automatically. Try 14 days for free: https://aura.com/chillingscares","author":"@ChillingScares","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"a2f1dda9-6a21-461f-b1a4-ee8e29cf36be","source":"youtube","source_id":"h_gl8zjUnwQ","content_type":"post","title":"6 Most Dangerous Computer Viruses Explained","body_preview":"Your data is being sold right now. My sponsor Aura will find the brokers selling it and remove you automatically. Try 14 days for free: https://aura.com/chillingscares\n\nThese are 6 of the most dangero","author":"Chilling Scares","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","safety_disclaimers","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h_gl8zjUnwQ"},{"id":"5580010b-214f-4a1e-a6b9-ebc9a5b8b6c6","source":"youtube","source_id":"UgwOeo_HjicdEfEOd094AaABAg","content_type":"comment","title":null,"body_preview":"Mike Pondsmith predicted a decentralized net like this in his Cyberpunk tabletop RPG series lol\nHis version of The Net also crumbled because of unregulated AI","author":"@Pickle-oh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"a8c5bd74-b420-4091-b4fd-a49e38c96868","source":"youtube","source_id":"Ugz_MfmjQsBfaOaoXFl4AaABAg","content_type":"comment","title":null,"body_preview":"@10:50 \"We have books on PHP and BOS.\" What is BOS?\n\nI love all Gamers Nexus videos! Now we just need a handbook, manifesto, or business plan so we can build spaces like this in all cities. \n\nI live i","author":"@jaybakata5566","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"d3079969-85a6-48cb-a0b5-41fc0ee442cb","source":"youtube","source_id":"UgzLw62TA1I47SW1Byx4AaABAg","content_type":"comment","title":null,"body_preview":"This is so awesome! I hope to see more places like this around.","author":"@rachaelb9164","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"f2089626-2a16-4962-9b3d-90388df2c476","source":"youtube","source_id":"Ugxecz__895Zm8nyKnd4AaABAg","content_type":"comment","title":null,"body_preview":"What a beautiful place. Maybe the world is healing","author":"@Gigachad-mc5qz","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"ff4dcc2f-dd65-4153-ba47-2edc293f8743","source":"youtube","source_id":"UgwdD3aV2FOMkBcKFE14AaABAg","content_type":"comment","title":null,"body_preview":"Saw rainbow flag, immediately got distaste for them.","author":"@thetechguychannel","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"cb9f3779-012a-4a32-b905-380fcd6fb05d","source":"youtube","source_id":"UgzXGjjIWWB_Fj3032R4AaABAg","content_type":"comment","title":null,"body_preview":"Thats awesome! Plus everyone gets to learn a bunch which is great for the brain","author":"@Mad-Ramblings","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"7fff3bfc-2118-4618-a819-4523007cbd29","source":"youtube","source_id":"Ugzqjh4PIar2SjHfDy14AaABAg","content_type":"comment","title":null,"body_preview":"As the executive officer-of-the-week of an anarcho-syndicalist commune, I fully expected Wheezy's name to be Dennis. Seriously though, while interesting on a very small scale, his political ideology s","author":"@SanchoPanza-wg5xf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"a796d0ec-4572-4aaa-b656-ec874899554a","source":"youtube","source_id":"UgyLyR3_zmlRk0qs33t4AaABAg","content_type":"comment","title":null,"body_preview":"I came to this video ready to support the idea. I was looking at donating and helping to stand up a local chapter in Green Bay, Wisconsin, through 920SEC. Then I hit the 11-minute mark and the Epstein","author":"@VideoPod","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"2732a3ae-ae29-473e-85ee-b32792578bdb","source":"youtube","source_id":"UgzcBuZrKptZ6lzuod54AaABAg","content_type":"comment","title":null,"body_preview":"We got a hackerspace in the city called Stratum0 (upvote if you get the reference). They were also connected to some interesting talks on the CCC. \nAlso feel free to come over to germany for this year","author":"@clippy_0815","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"becce199-6634-400b-940e-5e5070f8107e","source":"youtube","source_id":"UgyZXERaKZcAL9Sj0ih4AaABAg","content_type":"comment","title":null,"body_preview":"0:06 That is absolutely HORRIFYING.\nThe enshitification is real.","author":"@PuppiesBaconIceCream","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"e46a89dc-92c5-41e6-b0e3-46ea98eb279a","source":"youtube","source_id":"UgykmQzoWzE-SDU8Te54AaABAg","content_type":"comment","title":null,"body_preview":"Crazy you went to the anarchist hacker space right after calling the cops 😂","author":"@RE3254","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"7311d386-74c6-4aeb-961f-92ccfda658f4","source":"youtube","source_id":"Ugy10X7YYAG2xuV3OFp4AaABAg","content_type":"comment","title":null,"body_preview":"Steve, you literally visited a techies lair from CP2077.","author":"@anton_rotanov","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"57c66bd6-cf78-4839-9df0-48775fcdb2b6","source":"youtube","source_id":"UgwcovEJCApFWAEvtU94AaABAg","content_type":"comment","title":null,"body_preview":"i've been wanting to get the fork bomb tattoo'd on me for months now, seems like a very important cmd to have memorized... especially in the current times","author":"@realdenvermax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"938dc555-fd98-4596-baff-31529f3c8f93","source":"youtube","source_id":"Ugz0ledQcXEny3I90BF4AaABAg","content_type":"comment","title":null,"body_preview":"I support what these guys are doing 100% We should ALL be thinking along the same lines! I despised the #Globe on the desk because it's brainwashing, but other than that, great deal","author":"@TexasOutlaw1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"2b2843ba-c567-48ff-a2ba-a8e3967ef8e5","source":"youtube","source_id":"UgzmK7kjun-m1j4l_GJ4AaABAg","content_type":"comment","title":null,"body_preview":"I understood absolutely nothing, but I'm here for it.","author":"@andrewrivers4595","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6sF3pLsbKI"},{"id":"fce82831-45b3-4a88-bd8b-530e943779a3","source":"youtube","source_id":"UgwrQpaNx3gIsKHjPs14AaABAg","content_type":"comment","title":null,"body_preview":"6:30 A verilog developer???? EWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWW\n\n\n\nGood for him. 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We built a couple \"garbage\" pcs from pcs that college students would literally throw away at end of semester.","author":"@palarious","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"7418629f-fef9-4197-a065-24b5f07f572d","source":"youtube","source_id":"Ugx3kLoxuWPk43YgvpB4AaABAg","content_type":"comment","title":null,"body_preview":"Elijah hasn't seen the 12th season of The Big Band Theory","author":"@inqubus2248","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"7f7d480c-3061-4e2f-be31-db8ff1e7abee","source":"youtube","source_id":"UgxE8h7u1rJUqUPK7sd4AaABAg","content_type":"comment","title":null,"body_preview":"wow im far behind i got a 1060 still lmao one day ill be able to upgrade kids first of course","author":"@NAST3YTOOLS","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"f59dee6b-3648-4a49-8608-15f7bc964b3c","source":"youtube","source_id":"UgwR2ZqjIS2KnV7N3Cx4AaABAg","content_type":"comment","title":null,"body_preview":"i destroy every drive that died on me and I have to throw it away.","author":"@ChiruYES","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"c88cdadd-4b82-4944-8678-b92a6188e8b5","source":"youtube","source_id":"UgyTq5PNZuDfywyHtM94AaABAg","content_type":"comment","title":null,"body_preview":"Would love for a new season of scrapyard wars but pc build focused unlike last time with all the game streaming etc.","author":"@NOBODY.s","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"1d40b122-d687-4b5d-bb70-2db34a00d783","source":"youtube","source_id":"UgxL951m2rgKenPL6Pp4AaABAg","content_type":"comment","title":null,"body_preview":"you used the DVI port on that GPU, the hdmi or the display port could have worked unless you tested all the ports offscreen. It probably also needed a cleaning","author":"@Sw33t_Ag0ny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"b7510281-ac79-4494-b288-8ef912154d61","source":"youtube","source_id":"Ugz8S4o3UfTuVY04NNZ4AaABAg","content_type":"comment","title":null,"body_preview":"Okay LTT.. without that guy now.. and the OG's whats the point of even watching?","author":"@mepik_pl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"9b6b83c3-0e11-477f-9ea4-a928c86efaa6","source":"youtube","source_id":"UgwPBzxv62KlNZ1Wg5R4AaABAg","content_type":"comment","title":null,"body_preview":"Is no one going to mention Nicky from obsession standing right there. 0:01","author":"@ItsThristan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"3eb46c22-27b1-43b2-be3c-55e2f4e4c1dc","source":"youtube","source_id":"Ugz1-FfPOQIfyY_Cxtx4AaABAg","content_type":"comment","title":null,"body_preview":"I would absolutely LOVE a Boca Bola collab! And yes, I said the same thing on Elijah's departing video on his channel too!","author":"@pufthemajicdragon","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","self_reference"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"0223401d-95f0-47c0-85eb-b201f59f783e","source":"youtube","source_id":"UgwhL0uEKbwzqJmc2o14AaABAg","content_type":"comment","title":null,"body_preview":"Brooooo my first PC was the exact cyberpower Linus was working on!! Holy","author":"@xia3088","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"5a0fda6b-9fe1-490c-b348-8d00f4072309","source":"youtube","source_id":"UgxhRJt7BQTPk_-3oIh4AaABAg","content_type":"comment","title":null,"body_preview":"Big liar here🤚, these PCs were my brother's and mine. We rage quit one day so hard we threw them out the window. Luckily a ram junkie was passing by, so he got the ram. Now that this misunderstanding ","author":"@sergeantdeath","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"42778e67-2fb8-44bb-bb13-6e3fd9b74454","source":"youtube","source_id":"y1hZ3EalPQU","content_type":"post","title":"I Found these Computers in a Ditch…","body_preview":"Thanks to UGREEN for sponsoring this video! Check out their Home Agent lineup and more below!\nUGREEN HomeAgent 100(Reserve from $50, Save 50%)  https://ai.us.ugreen.com/vVqCH4\nUGREEN HomeAgent on Kick","author":"Linus Tech Tips","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","commercial_integration","self_reference"],"bot_score":0.26991753666690826,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y1hZ3EalPQU"},{"id":"99d4b1d1-b3d1-461a-9bf3-8878a009cc4e","source":"youtube","source_id":"Ugwu77BF3Ngio_0rcpt4AaABAg","content_type":"comment","title":null,"body_preview":"Let me guess the sand was for fire prevention measures at their AI slop data centers?","author":"@mrbarit529","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"68993949-5597-4b7f-a9a3-058e805ebbba","source":"youtube","source_id":"UgwQVlkxXG4RswZrBOZ4AaABAg","content_type":"comment","title":null,"body_preview":"\"A whole entire felony\" is such a nonsense statement in a world where Jay walking can land you an obstruction of traffic felony.","author":"@smoothboye4203","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"b125ce67-575f-491e-abfb-f91b0cbd9277","source":"youtube","source_id":"Ugz-fHLKWQ_o38nhpOV4AaABAg","content_type":"comment","title":null,"body_preview":"now they need to make the AI of the truck anti-theft too","author":"@xson2002","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"74b08e5a-791e-41de-a4ae-a01a8448459d","source":"youtube","source_id":"UgyJ5brD7jus5kzggg54AaABAg","content_type":"comment","title":null,"body_preview":"Dam hoping they were going to torch the self drving trucks after no loot.","author":"@michaelpoulsen2389","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"5680d06f-02f7-430c-b303-b318ffd18fd4","source":"youtube","source_id":"UgzVrTIO19secuF6Nj14AaABAg","content_type":"comment","title":null,"body_preview":"Nvidia is extremely greedy, I hope amd takes there marketshare eventually","author":"@Michael-j3b7l","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"f0f3e0be-d989-455a-a7bc-8f76bebc90ff","source":"youtube","source_id":"Ugxy28CnXmoDEar4E2F4AaABAg","content_type":"comment","title":null,"body_preview":"There is illegal sand trade, they could still have made bank if they tried","author":"@sirgideonofnir6840","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"0015a904-f5cf-4559-a0fd-1ee246635076","source":"youtube","source_id":"UgwihUcpZVSJnBmsAn94AaABAg","content_type":"comment","title":null,"body_preview":"This honestly perfectly executed and would’ve been a huge score with them likely being able to get a foreign buyer, but unfortunately for the thieves it was sand.","author":"@isaak_komnenos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"91c0d724-d64d-407f-8e56-e19e9cf3fd01","source":"youtube","source_id":"UgykyfcJ6WSVQ_4X4el4AaABAg","content_type":"comment","title":null,"body_preview":"You guys know what that means right?\nSandman got there first!!","author":"@Thetrue777luck777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"87805841-2446-48f0-912c-9c87084310a1","source":"youtube","source_id":"UgwEz9sdNbMrOL0LTE14AaABAg","content_type":"comment","title":null,"body_preview":"Even if they got hardware, all those parts probably have serial numbers so if you try to sell them it could be easily tracked back to you.","author":"@Frungle_","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"6a982c00-0585-4f88-a2b8-edbb825d3290","source":"youtube","source_id":"UgzUo7hYzwZb_dGlXll4AaABAg","content_type":"comment","title":null,"body_preview":"As someone who works at a sand mine that produces close to 1000 (us)tons (or more) a day my mind immediately went \"only 20 tons??\"","author":"@marshallgoins8818","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"02c8474d-e172-4e1f-805e-6908460bf120","source":"youtube","source_id":"Ugyqb1x_k51OHUePeaR4AaABAg","content_type":"comment","title":null,"body_preview":"We're going to skip the part where truckers are gonna lose thier job to AI?","author":"@TruthfullyBogus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"2cfaa1e7-673d-4b81-83c9-0cac2ee50fa1","source":"youtube","source_id":"UgwhqeJr4PWp5er9aS14AaABAg","content_type":"comment","title":null,"body_preview":"Nvidia betrayed the consumers I don’t are if they get robbed","author":"@kylejohns2288","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"b8947e77-ced0-401b-9d15-a9b4862d0484","source":"youtube","source_id":"UgydYp-Vvl3ictE6YH54AaABAg","content_type":"comment","title":null,"body_preview":"\"Why would they have that much sand\".\n\nIt's a fucking computer chip company. That's what computer chips are made of","author":"@Zamtrios245","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"327ef85a-e7b6-4baa-b914-f88b45fcd549","source":"youtube","source_id":"UgzGlpO76Odzi7HCFm54AaABAg","content_type":"comment","title":null,"body_preview":"It is not sand but real new NVidia videocards. In their infancy. =)","author":"@yamatohime2035","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"cdee12cc-47c0-45f1-98a8-446fd6a1659a","source":"youtube","source_id":"UgzBdApU-OtOl1OBAW94AaABAg","content_type":"comment","title":null,"body_preview":"Dang, Sandman already ransacked the trucks before the theives did.\nProbably was teaming up with that SPIDER-MANACE!!!!!!!!","author":"@lifeform83","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"e5b94b69-46c4-49b0-9948-91b3e05f187b","source":"youtube","source_id":"Ugy-mX1bYCEbtMwGDTt4AaABAg","content_type":"comment","title":null,"body_preview":"I’m assuming trucks with actual Nvidia hardware would be well protected or anonymized.","author":"@digitalnerd.501","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"35b18ad1-fc12-4f92-8ad5-51dade4dec84","source":"youtube","source_id":"UgwFs46r3HEyoEW6pKd4AaABAg","content_type":"comment","title":null,"body_preview":"Self…. Driving…. Semi truck………. Those words don’t sit well in my stomach","author":"@medleymelrose3624","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"0d431c5f-2118-4795-9786-36db1cf70406","source":"youtube","source_id":"Ugwjnrf-hl8VPu765Bp4AaABAg","content_type":"comment","title":null,"body_preview":"They failed successfully, in that, they just got the raw resource material, now they just gotta craft the gpu's","author":"@k4rz3n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"8893e614-01a3-49b2-8130-56059a0f5b47","source":"youtube","source_id":"UgwRGN0_w15HyobfxAd4AaABAg","content_type":"comment","title":null,"body_preview":"Okay the police are really fucking stupid or they are just pretending to try to catch criminals because how the hell do they solve murder cases bank robberies and all that stuff but they can't find pe","author":"@storm6120","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"30d4a15f-729f-49d3-9764-f83702541f8a","source":"youtube","source_id":"UgzlV7aahOEVjJoSFht4AaABAg","content_type":"comment","title":null,"body_preview":"Subscribe to help me reach my goal of 500k before Christmas 🎅","author":"@itsandrewbond","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"e559475d-bb38-4607-85ea-46501ef7e050","source":"youtube","source_id":"GlgX22cHqDw","content_type":"post","title":"Why Nvidia trailers have sand inside of them #tech #nvidia","body_preview":"Why Nvidia trailers have sand inside of them #tech #nvidia","author":"Andrew Bond","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.27777777777777773,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GlgX22cHqDw"},{"id":"673b4e2e-fd60-4718-a19a-61f6ecc66920","source":"youtube","source_id":"UgyuCTKrr63bxryk9mF4AaABAg","content_type":"comment","title":null,"body_preview":"so i was playing grounded, and getting exhausted cuz i kept dying so i went to AI to ask what i should do, and it gave me Recipes for armors, which dont even exist lol, i got excited - OH i can make t","author":"@Axotus","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"dfac1933-1580-4678-a644-9382a8c4b72b","source":"youtube","source_id":"UgxGJygGy7nzt-ZSHUZ4AaABAg","content_type":"comment","title":null,"body_preview":"Of course. It's not a question of if she can, but when. She WILL be able to replace everything.","author":"@Erhardsberger","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"8de54893-4ba1-45ca-8653-c68e67500f49","source":"youtube","source_id":"UgyXBvcKQXu81Z2CNq94AaABAg","content_type":"comment","title":null,"body_preview":"No job is going to disappear because of AI. But the demand for those jobs will heavily decline, which will lead to a sharp decline in wages (which we already see). A job does not have to disappear for","author":"@batuhan8604","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","semantic_blandness","template_phrases","missing_platform_voice","emoji_use"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"b1cd4a2f-cacd-4761-a723-3fac298c5ae9","source":"youtube","source_id":"UgwAznyS4lvfnM91N_p4AaABAg","content_type":"comment","title":null,"body_preview":"AI is great at everything unless you want to be sure it actually works","author":"@painzrt7928","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"bea3934a-e4b5-462c-b527-633ae08c91f6","source":"youtube","source_id":"UgzAOyc0S2u4lZqSBE14AaABAg","content_type":"comment","title":null,"body_preview":"> the big change is that it can use computers \n\nSo like Claude cowork? Or like Microsoft clippy?","author":"@agxryt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"9c51e575-b38b-4ddf-ba28-daf7feab227d","source":"youtube","source_id":"Ugy1Bkp4aTIxkMrB-MJ4AaABAg","content_type":"comment","title":null,"body_preview":"man, just say no, who will take the service and explain what needs to be done to gpt? it knows how to do things and just makes the work faster, just this...","author":"@th1rt3enj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"b6056950-e5d7-4468-bd52-e0cdeddca18e","source":"youtube","source_id":"UgyewyLXTGvvXiZmTN14AaABAg","content_type":"comment","title":null,"body_preview":"Similar to coding ai gets getting with time the more data it's fed, so yes unfortunately even the engineers aren't safe whilst employers put profits over employment of humans to be their employees","author":"@Emperor-Inker","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"0f526163-0f96-4c02-9161-d8a6fcea45be","source":"youtube","source_id":"UgzNeiML6CDV2r_C5Nt4AaABAg","content_type":"comment","title":null,"body_preview":"Lol gpt 7 will do 9/10 boards correctly and gpt 8 10/10. Just wait 2 more years","author":"@galanoth17","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.7846153846153845,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"2965ce5e-932b-4f83-ac06-cc6da62a037e","source":"youtube","source_id":"Ugw5-JR5HXVmFB1LgCB4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone needs to build things now using ai instead of doing a job. There is going to be an explosion of innovation as people employ the intelligence of AI to build things to benefit humanity","author":"@galanoth17","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.7846153846153845,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"e158d14f-d309-4df8-8264-fdec096794fb","source":"youtube","source_id":"UgzW1otoi10g2FTY7hN4AaABAg","content_type":"comment","title":null,"body_preview":"Does GPT6 lose its shit when it encounters the spinning beach ball like I do?","author":"@tsgraphics1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"280019e1-d0c7-4b14-abd9-7995d86832af","source":"youtube","source_id":"Ugzcnt_A6VIfNLxTrrR4AaABAg","content_type":"comment","title":null,"body_preview":"fucking hell, so failure-prone devices will flood in.","author":"@avatarxs9377","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"c43c8ad7-bb8b-4033-b3c3-27a3a78e28fd","source":"youtube","source_id":"UgybEGrXEIYKPAmXSk94AaABAg","content_type":"comment","title":null,"body_preview":"In 2050, everyone will either work construction, or be homeless. Humans will not be necessary for humans to exist","author":"@Shaeffen_","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"a6c2c618-9cb2-45d6-ad72-a9e8685363a5","source":"youtube","source_id":"UgzTuzF3hj2pKbOf2lt4AaABAg","content_type":"comment","title":null,"body_preview":"Great, EE’s debugging AI designed boards.\nNo thanks.\n\n“Do or do not, there is no try.”\n-Yoda","author":"@sparky2008sparky","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"5e4fac7c-31ad-47c8-90e0-6cc8f8f75f96","source":"youtube","source_id":"Ugy-Gqq844Gu04E4AmZ4AaABAg","content_type":"comment","title":null,"body_preview":"We know it won't take software engineering, or any type of engineering, but will investors buy this im afraid","author":"@RonnieDenzel","classification":"human_created","confidence":0.7,"indicators":["im_afraid","terse_replies","missing_platform_voice"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"d99c783c-1825-4831-96eb-c1f53ca4ea8f","source":"youtube","source_id":"UgywPBSTMyQciOaJG994AaABAg","content_type":"comment","title":null,"body_preview":"He tried SO hard to find a way to say he won't be unemployed in 12 months. \nBut yes. He will be.","author":"@BobSmith-zq6gz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"71fbc0b8-9a1f-43f5-92ef-53f6344f6a8f","source":"youtube","source_id":"UgxPM6bMmIaQkI8BT7p4AaABAg","content_type":"comment","title":null,"body_preview":"Max 2 years this guy is cooked. Nvidia already uses AI for the chips.","author":"@aleksdeveloper698","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"9074e323-6761-47cd-a134-d5d48ec5ea82","source":"youtube","source_id":"UgxtgnSuhReFtaU-15t4AaABAg","content_type":"comment","title":null,"body_preview":"My mom: what are you doing? \n Me: trying to do that 🥺💔","author":"@Oreogalleta-q5v","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X-Z26oNizgo"},{"id":"9d652397-f87e-4cbe-b982-37ee8c6c781b","source":"youtube","source_id":"Ugx7zlqiSqerxDOUr7d4AaABAg","content_type":"comment","title":null,"body_preview":"آپ کا جملہ \"ابنیا تک چھپرال\" واضح نہیں ہے۔ شاید ٹائپنگ میں کوئی غلطی ہو گئی ہے۔\n\nکیا آپ یہ لکھنا چاہ رہے تھے؟\n\n\"ابنیا تک چپ رہو\"\n\n\"ابنیا تک چھپرا\"\n\nیا کچھ اور؟\n\n\nبراہِ کرم جملہ دوبارہ لکھ دیں یا تھوڑا","author":"@MahbishParween","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X-Z26oNizgo"},{"id":"4bce10fc-fa14-4d37-9211-e0235366b0bb","source":"youtube","source_id":"UgwtXqyzmCYE7-ImVGR4AaABAg","content_type":"comment","title":null,"body_preview":"For those who don’t know, they usually turn their hand like backwards and like they just started it and they just like that that’s easy. They’re trying to fight trying to trick you, but that’s easy. I","author":"@tanialopez9682","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X-Z26oNizgo"},{"id":"91e9e0ea-a85b-4205-a319-cee9f9033e17","source":"youtube","source_id":"X-Z26oNizgo","content_type":"post","title":"Samsung Galaxy S27 Ultra Cobalt Violet 📱🔥 #noads #tiktok #usa","body_preview":"Samsung Galaxy S27 Ultra Cobalt Violet 📱🔥 #noads #tiktok #usa","author":"Công Danh Game Shorts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X-Z26oNizgo"},{"id":"963c9133-c83d-4b6f-bf7f-f31d701fb581","source":"youtube","source_id":"Ugx9vjsBl-SFlZnRvJR4AaABAg","content_type":"comment","title":null,"body_preview":"I use cellular router\nIt works ✅ \nAnywhere covered ✅ \nSet and forget ✅ \nReliable ✅ \nUses existing architecture ✅","author":"@MinhNguyen-text","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b2F3N0jp3UA"},{"id":"596096da-199a-4de8-9a6d-011616870226","source":"youtube","source_id":"UgzBwutIgDxmVCDo0j14AaABAg","content_type":"comment","title":null,"body_preview":"Buy the minion WiFi it’s the fastest an especially the BOB one","author":"@That_slow_thar","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b2F3N0jp3UA"},{"id":"d662f598-c504-48c9-a5ff-556a6972706d","source":"youtube","source_id":"Ugwl5dwUe7zZuWOQjst4AaABAg","content_type":"comment","title":null,"body_preview":"My family and I had to wait for 6 years for fiber internet. Our internet is fast, but uploads are faster than downloads. 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I mean do you really lack so much content idea?","author":"@BanCapacitor","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b2F3N0jp3UA"},{"id":"816c7c03-be5f-41a5-9ddf-d70f35b06875","source":"youtube","source_id":"Ugzluj275tMEi34-sWB4AaABAg","content_type":"comment","title":null,"body_preview":"Can we all appreciate how much effort was put into this?❤😊❤😊❤😊❤","author":"@JeniX-h2j","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal 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Asian that is so funny. 😂😂😂He made me laugh.","author":"@Hani-m9u4u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xi9b1eX4-L0"},{"id":"5be8fcda-6b7e-4804-ad20-2a0efd8d628e","source":"youtube","source_id":"Ugxyd9pDOjM371gQTvp4AaABAg","content_type":"comment","title":null,"body_preview":"A year to make half 1 million not one day bro said you buy me a house tomorrow we get half 1 million. It makes two dollars every per second.","author":"@xyzzle4111","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xi9b1eX4-L0"},{"id":"6d58029c-3e7d-46c4-b03a-485805c42c09","source":"youtube","source_id":"UgwL5b91bFaZN18lQud4AaABAg","content_type":"comment","title":null,"body_preview":"over the past years? pny has been a leader before you had your first computer.","author":"@taylors4243","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"f6ac8f99-a6f8-45be-b07f-6e89225a9cbf","source":"youtube","source_id":"UgwTMCMbvxYB3WAlNq14AaABAg","content_type":"comment","title":null,"body_preview":"12VHPWR CONNECTOR IS the DUMBEST and most Idiotic Connector EVER on PC s!! Its total design MegaFlop!! 🤔🤔","author":"@vsammy_poet","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"183f6898-707d-4402-a0f7-1862ba00b94f","source":"youtube","source_id":"UgwvlxE6UvoiTvGuwOV4AaABAg","content_type":"comment","title":null,"body_preview":"Well its not like its available or cheap.. but just avoid them till they fix the problem","author":"@NY_PRIME","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"1dcfc8ba-22e8-4f13-bb81-1358e9bd8923","source":"youtube","source_id":"UgydZeVTLBnoGSK6myh4AaABAg","content_type":"comment","title":null,"body_preview":"PNY has always been a low end card with sub-standard support.","author":"@ThreePercenterGrimace","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"8551b94d-697f-4df6-a016-ae87154c427e","source":"youtube","source_id":"Ugz4a7U1kya9yrIOEqN4AaABAg","content_type":"comment","title":null,"body_preview":"The controversy is buying an Nvidia based graphics card to begin with.","author":"@JamesSullivan-ru4op","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"15a71df5-77a4-43da-a917-6520ac48b4ea","source":"youtube","source_id":"Ugyc4eSaEYqGZMMKYq14AaABAg","content_type":"comment","title":null,"body_preview":"PNY just lost a system builder... probably several looking at the 100,000's of view this has had","author":"@GatecrasherSlim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"94b71704-8f5f-4178-95b6-214c4a1b8e39","source":"youtube","source_id":"UgxsnnEUZs8rMcO-nMt4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for the public service announcement, PNY is now a company to avoid. Thanks.","author":"@zm14705","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"ffc57b9d-3503-49d1-9d46-342140e33ccb","source":"youtube","source_id":"UgxtUNE83JHTmHbVTfB4AaABAg","content_type":"comment","title":null,"body_preview":"PNY has always been a shit company,  I would never buy from them no matter how low their prices are.","author":"@mezball","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"1dce9ff8-137a-4464-820e-e174142ea243","source":"youtube","source_id":"UgzGl3peNWHpnqPPcpt4AaABAg","content_type":"comment","title":null,"body_preview":"I had an issue with my pny 4080 super heating up to near threshold in the most basic of gaming. The process of submitting a ticket and troubleshooting support was so bad that I returned the card to mi","author":"@BigJ25000","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"3bf878a9-b47e-424e-9e2d-1f68ec39ebe0","source":"youtube","source_id":"UgwFV9XXlUW_LoHj9ll4AaABAg","content_type":"comment","title":null,"body_preview":"Those adapters if used, will melt instead of the GPU sockets that might be the reason why PNY advised to use it and that means they are also aware that GPU is a fire hazard but they still sell it anyw","author":"@equinox2909","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"90a0217a-5384-4c4f-8ed9-f05434b9a54f","source":"youtube","source_id":"UgxM0w_3c8GgGjnbcIN4AaABAg","content_type":"comment","title":null,"body_preview":"If u pay a lot of money just to get no help then it ain’t crime to support them and steal from them since they already steal from use customers","author":"@NonStopRandom430","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"fb02e02e-f9ad-4b03-8f52-3ad78ffb55f6","source":"youtube","source_id":"Ugx6p_Mi3vu1Nz1wc1J4AaABAg","content_type":"comment","title":null,"body_preview":"they change to that connector not because it's good. it's because it was cheaper.","author":"@ZalterianWarm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"f07b1066-b642-43e9-b54b-212d263cfca0","source":"youtube","source_id":"UgylYWfsm9zCQicRPPx4AaABAg","content_type":"comment","title":null,"body_preview":"What if the 600w wire on your psu is too small wire guage for the 5090?","author":"@RideOrangeKTM","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"7a99f3dd-178b-4efe-ac6f-62c7ff116092","source":"youtube","source_id":"UgzLxFqu5mahsck-Uk14AaABAg","content_type":"comment","title":null,"body_preview":"Lol. If it's not even in their actual policy sheet I hope poor reddit bro can sue the shit out of them because if that's the case they're just straight up trying to scam him.","author":"@BeBopIsGod","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"00a0a02d-f08f-44b7-bcb0-0706c05bcc79","source":"youtube","source_id":"Ugx_LW0vEyVHq-0g7s14AaABAg","content_type":"comment","title":null,"body_preview":"The guy used an adapter they dont approve of...and only certain PNY cards have the adapter...youre story is messed up PNY did not lie the user used an adapter he should not have..","author":"@djsi38t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"9aa0243c-9bf0-4caf-aa86-25e1d368efcd","source":"youtube","source_id":"UgybM9nhqeyg4A0hdUh4AaABAg","content_type":"comment","title":null,"body_preview":"What's crazier is the fact anyone is buying a 5090 right now. 😂","author":"@Evil_We_Are","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"59a273d0-d323-484f-92bb-2707a8ef8773","source":"youtube","source_id":"UgyKPu8KKgFrEruImYt4AaABAg","content_type":"comment","title":null,"body_preview":"I mean sure if they have proof the cable is known as faulty void the warranty but no cable is full proof with this system.. even the new asus cable to prevent burn  has burned up..","author":"@kasper6285","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"d13629b0-0dc6-4c32-b435-499b4c971367","source":"youtube","source_id":"UgxFn0RYyiwoWLUtXel4AaABAg","content_type":"comment","title":null,"body_preview":"These flagship gpus are a waste of money buy a 5080 or a 4080 and you’ll be fine.","author":"@MemeLeagueSoccer-b5b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"46b13136-0267-4e2f-b3b1-39b76360f251","source":"youtube","source_id":"UgwqVfCUrfgT5clXy154AaABAg","content_type":"comment","title":null,"body_preview":"damn. had my pny 4090 since release and it’s still going strong","author":"@MannequinSmiles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"1e88e94a-759b-4710-bc39-2777e87a555b","source":"youtube","source_id":"UgwnRnh1J4Ci9DEL1494AaABAg","content_type":"comment","title":null,"body_preview":"If it comes to the point where I can no longer find a card  I want without the 12v i will modify it to have 8pin instead. Anything to not have to use that connector.","author":"@carlosnazario1170","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"e64c3b24-be08-48d7-9ed0-d1b43060000c","source":"youtube","source_id":"Ugze_dTDhTSo-Jv3Val4AaABAg","content_type":"comment","title":null,"body_preview":"i can't wait for the day everybody stops buying GPUs with the 12VHP cable so it gets changed.  If you really want all the FPS at 4K, then you may as well budget for 2 GPUs and power supplies at this p","author":"@rideredRC51","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"a7289244-01d1-4196-bf44-68baf889486c","source":"youtube","source_id":"Ugxx61GL-xqoPkWTRCB4AaABAg","content_type":"comment","title":null,"body_preview":"Your friend sounds like an idiot 😂 \n\nI hope he's ready for what comes next","author":"@TheKingSahle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"2931837b-30c4-45d0-82b5-07471ed958ef","source":"youtube","source_id":"Ugz95mmBF6erboiisxp4AaABAg","content_type":"comment","title":null,"body_preview":"“That is what you hired them for” they just won’t hire them in the first place","author":"@Cl0udWolf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"1fc75d75-cf29-4923-affc-ee5b97a1e8a3","source":"youtube","source_id":"UgxzBVc3BQtjF9wXGzx4AaABAg","content_type":"comment","title":null,"body_preview":"Building code was never the issue. Designing it and maintaining it are. That is where specialized people come into place to make sure your stuff isn't devolving into a dumpster fire","author":"@YJPLAPI","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"184fea64-5855-49da-a520-61f492f69484","source":"youtube","source_id":"Ugy6agqaSwqPlBiQBDx4AaABAg","content_type":"comment","title":null,"body_preview":"I guess the speed helps him visualise what he actually wants and then making sure what he wants is actualised properly is the software engineers job.\nBefore PMs would write requirements docs for the s","author":"@shukrmessage7640","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","imperfect_expression"],"bot_score":0.8051282051282049,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"cdabc7bf-d3d6-4d5f-b0b9-4592fd8e744a","source":"youtube","source_id":"UgzrYn-kAKsC1ElgkSZ4AaABAg","content_type":"comment","title":null,"body_preview":"Should be called software technician, surgeon or doctor.","author":"@shukrmessage7640","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.8051282051282049,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"4e4cbb6b-03cf-4ef2-8e3c-3871c49b37fb","source":"youtube","source_id":"Ugy2SLmS6PH87UIKx554AaABAg","content_type":"comment","title":null,"body_preview":"The cybersecurity issues are gonna be epic. I hope IT folks including SWE are getting ready for that floodgate","author":"@NovemberEchoChamber","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"593ef6ed-26b4-490c-b8b6-63722da603cf","source":"youtube","source_id":"UgwpsOIrtkijBESiTYt4AaABAg","content_type":"comment","title":null,"body_preview":"The moment is when chick explains you what is logical. And seen already where that vibe coding got us. But in few years, we will see. There will be people, dinosaurs that will be paid 500k to 1M to fi","author":"@Angelos_yu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"5a7046d5-b0a0-45b2-9b22-3f7f1a1cad5e","source":"youtube","source_id":"UgyBn-Fm3iyp6_IqM094AaABAg","content_type":"comment","title":null,"body_preview":"Did we already see this in one of the reddit shorts where the protagonist gets the last laugh and the manager is begging them to come back? 😂😂","author":"@rawat789","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"2d81ea7e-9cdb-4bac-91fa-29bf6f6b4919","source":"youtube","source_id":"UgxrQNlbbRfbV3QkmZN4AaABAg","content_type":"comment","title":null,"body_preview":"Shift development left. Frankly, it should always have been shifted left but planning and, you know, engineering takes time and ain’t no business, start up or techbro got time for that. With these too","author":"@krimhorn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"4ff56be3-155d-4a27-8346-d8c44d9b304e","source":"youtube","source_id":"UgzrB_svzhzJdE9ArQR4AaABAg","content_type":"comment","title":null,"body_preview":"It os so sad that it has be explained to either side - managers and engineers. Omg.","author":"@michtesar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"0b315ed0-fc8c-4470-9c9f-15173b2426ed","source":"youtube","source_id":"UgwvaJGtzWpRobFY_Tx4AaABAg","content_type":"comment","title":null,"body_preview":"Vibe coding with no proper supervision is how you build something that blows up spectacularly when you least expect it...","author":"@Fuxy22","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"79578a02-5358-4521-9dd7-3faf8ac17186","source":"youtube","source_id":"Ugw0OwYTjmzvrxsT8od4AaABAg","content_type":"comment","title":null,"body_preview":"Nothing, and I mean nothing, gets a bridge built faster than firing the civil engineers.\n\nNothing, and I mean nothing, makes a newly built bridge collapse faster than firing the civil engineers.","author":"@connorskudlarek8598","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"c0986dec-1569-4b45-ab29-501cc5a60283","source":"youtube","source_id":"UgwKzMa4n239o-NsEXp4AaABAg","content_type":"comment","title":null,"body_preview":"A software engineers job is to NEVER trust anything put in front of them.  People make mistakes, and AI tools make more mistakes but do it more quickly.","author":"@GardenAndy","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"82c9bac1-f88e-4905-98b9-3e5a2443a3ba","source":"youtube","source_id":"UgxHp52SlglieauiPcd4AaABAg","content_type":"comment","title":null,"body_preview":"You cannot replace a decade of knowledge and experiance with vibes. \nBut you can ensure that no future has the expertise with vibes","author":"@SapphicReality","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"c8eb16ac-9623-4aa7-ad21-d95e5658dcd6","source":"youtube","source_id":"UgxGkaJgyRIg0pmmD954AaABAg","content_type":"comment","title":null,"body_preview":"So, what sequence of assembly should I be using for this for loop? 😏","author":"@holdenrobbins852","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"ecca15e0-95c5-4a0c-ae09-d1192207b0ce","source":"youtube","source_id":"Ugy0fPWSXK34-4aI18N4AaABAg","content_type":"comment","title":null,"body_preview":"Claude has a much better informed opinion about that than most of the developers I've worked with, though. Face it guys, that game is up.","author":"@FossilFuelsKill","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"f68e4c5e-dad6-4927-a509-1e7b68360c65","source":"youtube","source_id":"Ugx-K3Dq_ZT8dCCUM-d4AaABAg","content_type":"comment","title":null,"body_preview":"this video will not age well lol AI is getting so good, AI definitely never asks you if you want to use a REST API.","author":"@TitaniumShovel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"ad450c14-86f9-4153-be91-9d7b70d9bff3","source":"youtube","source_id":"UgxOnb6iMDh43ULtMLB4AaABAg","content_type":"comment","title":null,"body_preview":"After you fire all your software engineers the next thing you're going to need to do is hire a lawyer","author":"@theicedragon100","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"c45ed21b-2e81-4613-bf19-2051c166ccb2","source":"youtube","source_id":"UgzyivgpILEfJKrZSGV4AaABAg","content_type":"comment","title":null,"body_preview":"Jusr tell the AI to create a bunch of different varieties of tests that software developers and testers generally create.   But yeah, I’m looking to change the test code so I can log into Playwright c","author":"@johncarlson3968","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"db823893-8732-47f2-ada0-c4eace7a8b91","source":"youtube","source_id":"UgzAeGVFByLaWyYY8Qt4AaABAg","content_type":"comment","title":null,"body_preview":"Can someone realistically tell me if there is a point in going into software dev education for the next 3 years? For how long are you going to need to check them for? What profession should I choose? ","author":"@Lilian040210","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","personal_constraints","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"6173ecbb-b37d-435e-948b-94b4df15ba89","source":"youtube","source_id":"UgzqNuDl913_u3Qi9nx4AaABAg","content_type":"comment","title":null,"body_preview":"Next episode: What happens when you have no security or compliance staff.\nSpoiler: Enterprise customers won't give you the time of day.","author":"@rewtshell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"e124dc33-8a7d-4bc6-b007-be2038f1737b","source":"youtube","source_id":"UgxRbFJ3Udp3ngJxk-l4AaABAg","content_type":"comment","title":null,"body_preview":"lol what? The job of the software engineer is not reviewing the code. It is the job of the software engineer to build a vibe codeing tool that actually works and which doesn't require a review.","author":"@jojojojojojojo2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"cc9d6be4-262a-4867-8cfc-a30954f4ca5c","source":"youtube","source_id":"Ugw1FmgToiLLCSBHxq14AaABAg","content_type":"comment","title":null,"body_preview":"I hate vibe coding, because troubleshooting it is just solving the same problem over and over again.  The AI is never going to learn from its mistakes.","author":"@SylviusTheMad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"6b8b212e-94a3-49ab-afd2-975cdc1cd024","source":"youtube","source_id":"UgzDGTPJTfp6YWHSR8x4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah but omfg the last thing I'd ever do for any money on Earth is fix a vibe coded app. Nope. I'd rather die in poverty in a ditch","author":"@nothingtoseehere5760","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tdeQWiTzodY"},{"id":"37054f9e-b486-43c5-8cbd-f9ad5af1b1d8","source":"youtube","source_id":"Ugye93qY8bIYS4iCNGF4AaABAg","content_type":"comment","title":null,"body_preview":"If they have the same issues as BYD and this is after several manufacturers took apart the car, the combining of components in the transmission and the fuel cell into the chassis creates several probl","author":"@G-Mini-MZR-2.0L","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"643f1db2-3dd7-41e1-91a3-f19eb97b02a9","source":"youtube","source_id":"UgzVilybHnt--6Ezu594AaABAg","content_type":"comment","title":null,"body_preview":"You cnt compare the resources we have now to back then. But it's a great accomplishment though 🎉","author":"@MZJAheartless","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"63dde459-22e7-41c4-b900-a41d3042a9f2","source":"youtube","source_id":"UgwLrA6CtzNX22dHC2N4AaABAg","content_type":"comment","title":null,"body_preview":"That's one of the many reasons why the Chinees people are out of work now and going into bankruptcy","author":"@alaindore3168","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"e23b4b4c-f43f-4f55-ad1f-cd80349f50eb","source":"youtube","source_id":"UgxzulWOq3odNSF-1lV4AaABAg","content_type":"comment","title":null,"body_preview":"So 35 cars are built in same time as switching the paint???","author":"@richardvalitalo3670","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"ae9484e4-7fd7-4bd2-8bd5-4b493d3e8707","source":"youtube","source_id":"UgxwYcVI_cpbASMZG4x4AaABAg","content_type":"comment","title":null,"body_preview":"Check the facts chinaman. It's pointless if their unsold volumes only continue to grow.\nThe orders are not coming in.","author":"@junoj2836","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"fc4bbad3-dc28-4c82-9d6b-e40ad5f67693","source":"youtube","source_id":"UgwkL8AjZUSfpCczZmp4AaABAg","content_type":"comment","title":null,"body_preview":"Xiaomi is everything except budget. Phones are expensive but better than iPhone or Samsung. They produce way more...","author":"@godra051","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"da10d79d-799a-428c-b741-712a9546185d","source":"youtube","source_id":"Ugx7XQdMIDkdKIcwtT14AaABAg","content_type":"comment","title":null,"body_preview":"And now, with all the tariffs, they’ll choke on the buildup of stock that’s not selling.","author":"@jmikronis7376","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"cef262ff-db09-4c28-b000-5d0a82392a06","source":"youtube","source_id":"UgwDd9sGXa7fO85doNN4AaABAg","content_type":"comment","title":null,"body_preview":"If Henry Ford knew he was the catalyst for this when the first car rolled off his production line.","author":"@KeithanthonyTaylor","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"26d5152b-1bfc-4e1b-8146-02082708023a","source":"youtube","source_id":"UgzG5wELqfqGZYC88Hd4AaABAg","content_type":"comment","title":null,"body_preview":"Does Xiaomi build cars faster than they build phones? Probably.","author":"@meimiaolin2581","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"342095a1-0e20-4edb-a327-565a3f2e7ef8","source":"youtube","source_id":"Ugymzw1Ll07T8fJ2dJ94AaABAg","content_type":"comment","title":null,"body_preview":"Just like America taught China and the world to produce cars -- American industry needs to learn from China to how to automate and build cars and other products more competitively.","author":"@arisaris3484","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"457af770-9609-4df8-a587-5c07d18154c1","source":"youtube","source_id":"UgzVqn6MoIj9y8S3zpF4AaABAg","content_type":"comment","title":null,"body_preview":"Yes of course, now its AI who figure the best way to do the job.......back to Toyota and Ford didn't had that opportunity......","author":"@lucienphilippe4493","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"af2c5c82-6fbd-4d64-9d69-458eb066baec","source":"youtube","source_id":"UgxF7841FCAFNiTjuLB4AaABAg","content_type":"comment","title":null,"body_preview":"I’m sorry but how do people afford to buy a new car these days and I look on the road and I can’t even keep track of the new companies selling new cars. In the uk is there any car manufacturing any mo","author":"@DanniD-s2e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"2fac4423-1a77-4cdd-b014-70b4f52e6877","source":"youtube","source_id":"UgwY0pW3qUoW9PCvx4V4AaABAg","content_type":"comment","title":null,"body_preview":"While I confess to being dazzled by the efficiency, productivity and quality,I am also frightened by the implications.\nIf AI and robotics keep advancing and replacing humans in the workplace,it begs t","author":"@brianvickey5410","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"a4725eb0-3c8b-48ee-be0c-7102bfaece89","source":"youtube","source_id":"UgxVG9lX7AjvcTGcMRJ4AaABAg","content_type":"comment","title":null,"body_preview":"Does anyone feel comfortable to mi by their \"words\"? If so, s/he is a brainless without a doubt. It really is a joke....","author":"@TheLeokwok","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"d0e435ad-ae37-4e0c-ba12-ae48c3f4b466","source":"youtube","source_id":"UgzLY9mrXcSQprMzjVB4AaABAg","content_type":"comment","title":null,"body_preview":"How does  the auto industry cope with competition like this?  Only with a gasoline engine.","author":"@anbakeoriginal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"2a04062e-1d8a-4df7-8b8e-828d077ee4f0","source":"youtube","source_id":"UgzQ7ClUG9UcLfK2RCp4AaABAg","content_type":"comment","title":null,"body_preview":"Next is the starship Enterprise. At the speed it's going, we get lost in the past and cannot keep up in present time. Forget about the future ❤🎉","author":"@SmaineBelhadi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"00a27139-5a3b-4117-ae32-8f7bd1c51f6c","source":"youtube","source_id":"UgyoeBSg_ogUXH57met4AaABAg","content_type":"comment","title":null,"body_preview":"If the goal is to innovate our way out of existence, the seed is planted.","author":"@Oat12331","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"ee3576ae-bca9-4f04-835d-5f83d62fee63","source":"youtube","source_id":"UgzAa_bBtEIxG2R8GHJ4AaABAg","content_type":"comment","title":null,"body_preview":"This must be why VW is putting off something crazy like 100,000 staff.  And they have had automated manufacturing for many years","author":"@srnunan4783","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"a7944407-2421-493c-b017-964894b773c6","source":"youtube","source_id":"UgwWa27awJjwIHn7MBd4AaABAg","content_type":"comment","title":null,"body_preview":"And Americans claim they're the ONLY SUPERPOWER 😂😂","author":"@WP13007","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"21a168bb-d180-406f-bbe8-d0986920ffb2","source":"youtube","source_id":"wXzD6iBNhCw","content_type":"post","title":"How a Phone Company Builds a Car Every 76 Seconds","body_preview":"EARLIER THIS MONTH: Xiaomi passed 800,000 cars delivered, 29 months after its first. The video goes inside its Beijing factory, where more than 700 robots work the line and an AI system called X-Eye c","author":"Bradford Manning","classification":"human_created","confidence":0.8,"indicators":["self_reference","platform_fluency","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wXzD6iBNhCw"},{"id":"02a33e20-42c5-4c7d-abdc-e2c2b24bfca0","source":"youtube","source_id":"UgwaWQPKqXOSDxcBG4h4AaABAg","content_type":"comment","title":null,"body_preview":"You have a two year old with an iPad???!!!!   That is so messed up!","author":"@darlenesimmonds1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"df9a0777-fb93-4138-9308-6aab5d87c671","source":"youtube","source_id":"UgwAuXOsXvZhPletsr14AaABAg","content_type":"comment","title":null,"body_preview":"Load of shit. She watches a few minutes of shows? Then puts it down?","author":"@Bogey_2_Birdie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"96a9aeb2-3f4b-44a1-a157-6a51a5c3fe45","source":"youtube","source_id":"UgzVTruOC7kC2Z0D9c54AaABAg","content_type":"comment","title":null,"body_preview":"he sounds like a psycho to make others life miserable haha","author":"@sirkato7751","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"3f9f2e79-ba98-4839-8cfd-e3c55c4cec28","source":"youtube","source_id":"Ugwb_8vLgItTqd1CXvB4AaABAg","content_type":"comment","title":null,"body_preview":"Nah her attention span has just shrunk that much she cant watch  a full show","author":"@martinb4721","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"9a546d0a-43c3-43f9-842c-1807a35e6b30","source":"youtube","source_id":"UgyQu453WezbBQhpizd4AaABAg","content_type":"comment","title":null,"body_preview":"so you are bad parent ... woow .. oh yes american xDDD of course classic ..","author":"@Palm0vic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"79b598a0-bd53-4ce2-97e2-7455ddc4872f","source":"youtube","source_id":"UgxKQRGVYvHiCV46Z1p4AaABAg","content_type":"comment","title":null,"body_preview":"Quicker way, Press the power button 3 times in a row at normal speed and doess same thing. 3 times again to turn the red light off","author":"@anahconsulting2376","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"5564e35f-fdfc-4f28-88e6-14786b32c7cc","source":"youtube","source_id":"UgzVpZJW2dm6Zd-k--t4AaABAg","content_type":"comment","title":null,"body_preview":"Projector screens work too. The light doesnt hit your eyes. No more zombies","author":"@electricsuitbatman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"6ea9accc-54b7-4a21-ba4c-146ea01f61c0","source":"youtube","source_id":"Ugzb_BkS59y-8-BerLh4AaABAg","content_type":"comment","title":null,"body_preview":"They found out a lot of crazy things during MK ultra","author":"@davidfouche1619","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"adaac6fd-8b3a-4b24-846c-15820d42dec1","source":"youtube","source_id":"UgxJK2t9CKNL7cBHhhR4AaABAg","content_type":"comment","title":null,"body_preview":"It's not just the colors, this is horse shit your just going to now stare at it in a less pleasing color","author":"@Voidren295","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"8b29d799-4bfc-4651-b692-051a8f6edfe5","source":"youtube","source_id":"UgwpvFZtQUuFLCxWd7t4AaABAg","content_type":"comment","title":null,"body_preview":"Anti electronic and his two year old has her own iPad 😂","author":"@samnichols","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"520fc938-f74d-498d-90d8-3aa2736586da","source":"youtube","source_id":"UgwOyAq5a8odr6gVh-14AaABAg","content_type":"comment","title":null,"body_preview":"Change it to grayscale and same effect. I do this during the day to not get distracted. Three clicks on the right on/off button. Touch color filters on the pop up. Done. Like the newspaper of old. B&w","author":"@gregkaplan3626","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"b265a8b3-b424-438d-9a19-5f12468903b3","source":"youtube","source_id":"Ugyw9KJqkho5Nol2xnx4AaABAg","content_type":"comment","title":null,"body_preview":"Well duh the screens all red now i cant see shit 😂😂","author":"@Dan-n2k8t","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"fc08e8a3-2056-4c6f-b7b0-88ec6bb25aaf","source":"youtube","source_id":"UgznkjcEfDVoSZhxgOV4AaABAg","content_type":"comment","title":null,"body_preview":"Whaaat!\nfirst off why is it normal to buy babies iPads or phones 🤦‍♀️","author":"@EricaRey-q5k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"2ca87a75-6c88-4472-8392-428f6fbaeaa0","source":"youtube","source_id":"UgyjUEZuXpGhmVDAQEd4AaABAg","content_type":"comment","title":null,"body_preview":"Bad enough his kid uses an IPad at two but she’s got her own damn device 😮","author":"@SCHorizon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"555cbf12-2de5-4ab3-b697-e1272055accb","source":"youtube","source_id":"UgxrtRXIhFMY25glQRR4AaABAg","content_type":"comment","title":null,"body_preview":"Out of sight, out of mind. We really only give our kids their iPads for long-distance drives. And that’s rare.","author":"@DontBeAnxiousOverAnything","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"12079a9c-a7b8-4982-932f-e3127335fe7a","source":"youtube","source_id":"Ugy-jy7n0Q_W3zgWq6x4AaABAg","content_type":"comment","title":null,"body_preview":"\"Our 2 year olds iPad\" I reckon that's where your problems started buddy. What 2 year old needs an iPad? 😒😒","author":"@VakationForever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8PvOiWC3n1k"},{"id":"660f6e95-7e66-4648-9374-66ba548d6a44","source":"youtube","source_id":"8PvOiWC3n1k","content_type":"post","title":"The Secret iPad Trick Parents Need to Know Immediately 🤯","body_preview":"Joe Rogan with Chase Hughes discuss a brilliant, game-changing accessibility hack that completely cures kids' screen addiction in minutes. 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Normally salt has a cubical crystalline structure","author":"@chAIboiBoogie","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"d2942f58-fa05-4db5-98f7-ee6cadd73469","source":"youtube","source_id":"UgwTabhOMK-yX2M8EKJ4AaABAg","content_type":"comment","title":null,"body_preview":"What does a grain of salt stacked on a grain of rice look like through 10k of camera accessories? 😂","author":"@zumeybear","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"f9488cb1-5484-4533-b590-407518a8231e","source":"youtube","source_id":"UgxjXmKODMRTBjWdDS94AaABAg","content_type":"comment","title":null,"body_preview":"Why all these shenanigans when you can use microscope and photoshop it","author":"@darekradulski6213","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"32280645-7ad9-4630-83e1-72938936ad26","source":"youtube","source_id":"Ugz-FhjM5HFX5hVkVwB4AaABAg","content_type":"comment","title":null,"body_preview":"Wtf did you expect to see?! The individual atoms? What a nonsensical short.","author":"@ecthelion1517","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"1ddc9e9a-80be-43f7-810c-cbcead3b79f3","source":"youtube","source_id":"Ugx6xQiYdUlCcPutuRd4AaABAg","content_type":"comment","title":null,"body_preview":"Someone stopped this man before he destroys the sun ☀️ This some super villain bullshit.😅😂","author":"@blackvarese3160","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"c1103f66-a710-4c7d-8e2e-9fe6e59d4c9c","source":"youtube","source_id":"UgygcfqLNl5iMqambnJ4AaABAg","content_type":"comment","title":null,"body_preview":"Shit I send my friends after telling my professor my short film is \"almost done\"","author":"@naddikion7519","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"7d5dbf3c-483a-4040-b1cd-ea35fe4ed2da","source":"youtube","source_id":"UgzofQTFvCd00CiFE_l4AaABAg","content_type":"comment","title":null,"body_preview":"Вот всё то же самое я могу посмотреть через дешёвенький микроскоп с aliexpress. Ну это исключительно про что-то мелкое. Про всё остальное согласен, аппаратура стоит своих денег.","author":"@seablv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"9f75551b-e610-452e-88d3-4563e06540d0","source":"youtube","source_id":"Ugw_ZONCE_PkGp9wXaN4AaABAg","content_type":"comment","title":null,"body_preview":"This brother just reverse engineered a goddamn microscope 😂😂😂","author":"@TheJ-Blade","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"219c03e2-f1f7-4136-bf4a-54d52ef99d2c","source":"youtube","source_id":"UgwQgMEMwivkTEuqMgh4AaABAg","content_type":"comment","title":null,"body_preview":"A thousand millimeter? Don't you mean 1 kilometer?\n\n\n\n\n\n\n\nI hope someone finds this funny","author":"@DogmadawgMAMR","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"26461675-1941-4c7e-ab00-2e5ae656ad56","source":"youtube","source_id":"UgxM_NVC8LaGpxb7ecF4AaABAg","content_type":"comment","title":null,"body_preview":"It's a tiny uninhabited islet near the atoll of Ouvéa in the Loyalty Islands Province of New Caledonia. And it's shaped like a cartoon drawing of a penis.","author":"@ChristopherSibert","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"759862ee-aecf-41a2-a59f-ee1e3c3fd0f3","source":"youtube","source_id":"UgwUZNFv2Cg9v10NeE94AaABAg","content_type":"comment","title":null,"body_preview":"That's not a highlighter, it's a magic marker or ink marker😊😊","author":"@willietee8979","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"7b6e0518-e901-4769-b1b8-5928efbebd97","source":"youtube","source_id":"UgxN215ZwRmhQuaPiXt4AaABAg","content_type":"comment","title":null,"body_preview":"If only this worked with the Diddy redacted files 😁","author":"@johnsonnicoleson6361","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"5c57d32f-106d-4a13-834d-3be940f0f1c1","source":"youtube","source_id":"UgycEm8K4yf-tFr5tFx4AaABAg","content_type":"comment","title":null,"body_preview":"Yep, that’s why you always make a copy of the redacted original and send that instead. You end up with 3 versions: the original (unredacted), the screenshot of the original (redacted), and the screens","author":"@Loveleighness","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"defe6177-10cd-4608-a84e-68bc2de26767","source":"youtube","source_id":"UgzHbgbGMwZbOj1EzJ94AaABAg","content_type":"comment","title":null,"body_preview":"That's why i use opaque shapes to redact screenshots","author":"@voidtempacc1872","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"93242a19-6a4a-406a-9d31-b8dd3865402e","source":"youtube","source_id":"UgyreNsQUmS1sOY-d-l4AaABAg","content_type":"comment","title":null,"body_preview":"What if you screen shot, edit then take another screen shot so the over lay is embedded in the new shot so it's using same pixel saturation?","author":"@joshhitchenson8967","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"7bb34826-0ba6-44d8-b912-7d2c3d3a3ecf","source":"youtube","source_id":"UgzO9o43lvx61L2le_94AaABAg","content_type":"comment","title":null,"body_preview":"I just use the delete thing that completely removes the actual pixels, only works on mac and I only have a mac.","author":"@spacemaster-827","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"9a4cae92-1e51-4103-8c0e-23f854c2b4c5","source":"youtube","source_id":"Ugx9tsZThL3bUJ893C94AaABAg","content_type":"comment","title":null,"body_preview":"you can also log into the sender's cloud account and find the photo, edit it, and click undo until the big bang","author":"@GoldCaesar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal 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covered.","author":"@td6460","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"85a1871c-9038-45b2-b035-c6bfacde8657","source":"youtube","source_id":"UgyxlE8GP8OjvXx4Uh54AaABAg","content_type":"comment","title":null,"body_preview":"I usually just use Ms paint and use the square trim tool to delete the part I want to hide out of the image.","author":"@4thDeadlySin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal 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No. Perhaps it’s because I strike more then one time over the spot","author":"@bellaenigma3970","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"dd1e2d5b-22ad-4bd9-bb70-0a2487841894","source":"youtube","source_id":"UgymbQWiDcHnzum6uop4AaABAg","content_type":"comment","title":null,"body_preview":"You can just hold click it and copy paste to a text and it will show it","author":"@BryBry_E92","classification":"human_created","confidence":0.7,"indicators":["terse_reply","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"0913c310-8e57-4a28-8a5a-329cd16852ea","source":"youtube","source_id":"UgzQTCbSLvZJQR6hhrZ4AaABAg","content_type":"comment","title":null,"body_preview":"If you’re curious, the coordinates lead you to a… particularly shaped island.","author":"@washedgoulash","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"5a115b17-b577-44f2-bfb4-fe1140ac3c2d","source":"youtube","source_id":"Ugy4fRDmVJfTPefdwWh4AaABAg","content_type":"comment","title":null,"body_preview":"Guys fyi the coordinates are some dih shaped island you welcome 👍🏿","author":"@BrandonPries-no4","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"638d8cf8-b5ca-450b-9141-0a8b22a4008e","source":"youtube","source_id":"Ugx1MSU0mXQGNUVNGEt4AaABAg","content_type":"comment","title":null,"body_preview":"the cords go to a 'sausage' shaped island in new caledonia","author":"@Hellhoundboi","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"c1d555ba-fc14-434d-be2e-88c23b29ed05","source":"youtube","source_id":"UgwzSfAWPXcw8gYBVxF4AaABAg","content_type":"comment","title":null,"body_preview":"This is how the current administration handles classified information.","author":"@baseball741","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n8y4bTDNf18"},{"id":"5ad6fe21-7e06-4997-8fe9-f93020b34486","source":"youtube","source_id":"n8y4bTDNf18","content_type":"post","title":"iPhone trick no one knows about","body_preview":"Don’t make this mistake with your Apple iPhone screenshots. 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Si ya le iban a poner tablas y ya sé que no se van a ver, porque no las hicieron de la manera que cubriera bien el hueco de la base?","author":"@runamx3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3QvUt0kPKnc"},{"id":"a8d653a6-1020-45a0-b4c6-b7ead30466b4","source":"youtube","source_id":"Ugxa3__Qjx1fm0bJcrV4AaABAg","content_type":"comment","title":null,"body_preview":"Se dice por qué ha los americanos \nNo gringos además el corte del gabinete fue muy mal hecho se astilló el gabinete","author":"@fredytrenado3384","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3QvUt0kPKnc"},{"id":"a8d901f9-f6eb-47c5-854e-dc17b3767d47","source":"youtube","source_id":"Ugzww5rV5SSGUz3Rn5d4AaABAg","content_type":"comment","title":null,"body_preview":"No entiende que no es adecuado trabajar con zapatos deportivos por seguridad pero bueno hasta que no tenga un accidente ahí reaccionará","author":"@FernandoNone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3QvUt0kPKnc"},{"id":"6401883d-c6ff-4836-a498-8fb0f0083ff4","source":"youtube","source_id":"UgyQQGiB_v_XX065-Vx4AaABAg","content_type":"comment","title":null,"body_preview":"Esta mal. Hechaste a perder la pieza con el corte, lo desestillazte","author":"@douglassandoval4317","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3QvUt0kPKnc"},{"id":"59b8a119-6d1a-46e9-a93b-49390a622265","source":"youtube","source_id":"UgzH8KeeN6gOJXv8omB4AaABAg","content_type":"comment","title":null,"body_preview":"Buen trabajo, lo que no me gusta que el orno está muy abajo, ay que agacharse para saver y meter la comida, pero bueno al final de todo, cada quien tiene sus gustos.","author":"@sergioadame5532","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3QvUt0kPKnc"},{"id":"eb6a1d50-52f4-4192-8c04-67d27a0e9f15","source":"youtube","source_id":"3QvUt0kPKnc","content_type":"post","title":"Cómo instalar una microondas en un gabinete de una isla","body_preview":"Cómo instalar una microondas en un gabinete de una isla","author":"PRECISION HOMES","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3QvUt0kPKnc"},{"id":"0fbb87a7-8398-4842-8c83-3d68b049ff2f","source":"youtube","source_id":"UgzhdbjPIool20Dd_DB4AaABAg","content_type":"comment","title":null,"body_preview":"When I first time watch this video ok ok the 2007-2011 I then said wait a minute before 2015 there was no iPhone there was only Nokia","author":"@sayantanisarkar3917","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-laaX82VtcE"},{"id":"f07c7b80-2ba9-46fe-995a-d547befbe73c","source":"youtube","source_id":"UgyxglzwwvANQ45u6AV4AaABAg","content_type":"comment","title":null,"body_preview":"Apparently this guy didn't have an iPhone if he didn't know that Lighting can also be inserted in different directions.","author":"@VitaPlaysChannel23","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-laaX82VtcE"},{"id":"1e4efcda-8fb5-4937-b8ac-6b8b1aa9e6d0","source":"youtube","source_id":"UgzR1QqQvgJNcvtm04t4AaABAg","content_type":"comment","title":null,"body_preview":"Bro you ask anything to youtube to change their likes","author":"@PrinceTuringan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-laaX82VtcE"},{"id":"e3404d23-64fd-40be-aebd-066bce0a070e","source":"youtube","source_id":"Ugxl-ZrFw5G8Eavw7ap4AaABAg","content_type":"comment","title":null,"body_preview":"When she was talking it sounded like she was rapping","author":"@XayHayes-p4s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-laaX82VtcE"},{"id":"d92bb9df-ebab-48da-aa5d-6b3194c79dae","source":"youtube","source_id":"-laaX82VtcE","content_type":"post","title":"This Guy Shows Different iPhone Chargers From 2007-26","body_preview":"This guy shows how much iPhone chargers have changed over the years. From 2007 to 11, the first iPhones had these wide USB ends but in 2012, they switched to a much thinner version that people kept us","author":"PawnVault","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-laaX82VtcE"},{"id":"80ae7f8a-7cdc-4cca-b8d6-8261297821c9","source":"youtube","source_id":"UgyGtNNrirDNq5iC0qp4AaABAg","content_type":"comment","title":null,"body_preview":"Bro got scammed even refurbished ones at minimum go for 500-600 dollars","author":"@CL-16-Ferrari","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"87582e37-511c-4ab3-a63d-8ec03f514557","source":"youtube","source_id":"UgxvVqV33T8tXFSoUPp4AaABAg","content_type":"comment","title":null,"body_preview":"its more than 1000dollars in my country you could sell it for 600 800 dollars bro u got sccamed","author":"@gamercat167","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"23df245b-5677-46c9-b999-56473bd697e4","source":"youtube","source_id":"UgzxiQSRYt2mM80P2XV4AaABAg","content_type":"comment","title":null,"body_preview":"I'm starting to think this dude is just making this content specifically this way just to get people upset enough to interact with it, a business model if you will.","author":"@TheGyroBarqusShow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"4115f453-2037-46a9-8b96-41bc2d74215b","source":"youtube","source_id":"UgwJx0u4pmbo49xrWCV4AaABAg","content_type":"comment","title":null,"body_preview":"$1200 trade in for literally the same price last Wednesday","author":"@TheEditor777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"abcfd0ca-523b-4335-8097-ee6126c9ffd7","source":"youtube","source_id":"Ugx6IE8Kvhr945FoKB54AaABAg","content_type":"comment","title":null,"body_preview":"Dude stop getting scammed by the pawn shop, you're not an idiot","author":"@Imag1ne44","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"c13ded55-176f-4d60-9115-cc139d47e64c","source":"youtube","source_id":"Ugwkja5t0VdGZwNjJUB4AaABAg","content_type":"comment","title":null,"body_preview":"Always go online first for those phone sell things eco atm. Bc they always give you more through that then if you just walk up to one . When you go online put everything in they give you a code to put","author":"@Tylain-m5c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"8f50d70f-ed35-468b-9ab6-5c74831cb399","source":"youtube","source_id":"UgzsZfX03d9yRsDiF-54AaABAg","content_type":"comment","title":null,"body_preview":"That wouldve sold it in Europe for a minimum of 350€","author":"@jasserkalfallah7975","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"4a2d2caf-1e32-403f-967c-f523ed0351e0","source":"youtube","source_id":"UgzFUCzhoJLKh1nrhGh4AaABAg","content_type":"comment","title":null,"body_preview":"did he plug a lightning cable into a 15 pro? because that's what it looks like. if so that's why it says it won't turn on","author":"@BradleyShorts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"7d808fc6-2082-43ef-8720-a7e25d45f665","source":"youtube","source_id":"UgyuHPrp5mBAfdE-3dV4AaABAg","content_type":"comment","title":null,"body_preview":"I miss buttons.  Especially having a dedicated on/off button.  My current phone has about 20 different functions that all involve the on/off button.  I don't want to summon AI or open the Appstore - I","author":"@stevenwheeler4198","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"4ff7b9f1-1984-4553-863a-d3f0c2e07327","source":"youtube","source_id":"UgwoeAtCNhEWFx1wt9N4AaABAg","content_type":"comment","title":null,"body_preview":"I'd go back to a physical keyboard if i could. Touch screen keypads are dogshit","author":"@doubleapexgaming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"d1833ae2-b23b-4678-8a39-39b21dcca591","source":"youtube","source_id":"UgxnDe_SamwStkO7atB4AaABAg","content_type":"comment","title":null,"body_preview":"Id go back to Blackberry if iphone made it\n\nAnd i want a drop proof supereasy to use, no 100setting options, iphone for my parents\n\nBut that wont make 🍎any money","author":"@maxine2560","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"f995b0e7-f0cb-4e00-96ff-0130837bbfe1","source":"youtube","source_id":"Ugy2IlGisvLqOcCiAlx4AaABAg","content_type":"comment","title":null,"body_preview":"All this has become the beginning and end of humankind's ability to think or see bad things inside and out of the box.","author":"@jesuscisneros3647","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"f6afc449-9780-44ec-a02c-a638225793f4","source":"youtube","source_id":"Ugy0sipO2-GZpo_gHBJ4AaABAg","content_type":"comment","title":null,"body_preview":"I swear, almost every video that I watch has this me and the devil song playing in the background. I’m not even religious, but this shit is annoying.","author":"@AudioKing16","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"f7ba956e-6805-4816-a024-526775dff681","source":"youtube","source_id":"UgxOUscDHVpiXy4Ak2J4AaABAg","content_type":"comment","title":null,"body_preview":"Apple bite is the end of paradise life no more social live everthing is online fake illusion world of porn","author":"@coldtferdine7652","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"8350291e-ffef-4b14-9c0c-bb5570927758","source":"youtube","source_id":"Ugy03eJBvm2hVG9n8wx4AaABAg","content_type":"comment","title":null,"body_preview":"It’s crazy how people only see Apple and Samsung now and forget Nokia and BlackBerry once looked untouchable. BlackBerry especially should’ve evolved into something incredible, but once they lost thei","author":"@kelgoneimy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"0493f3e1-156e-41be-9563-cc6b272a95c4","source":"youtube","source_id":"Ugzm4WlevdNMufpqY414AaABAg","content_type":"comment","title":null,"body_preview":"Idk, I kinda miss the keyboards and buttons. Each phone was unique and had personality. Now everything is just a rectangle with glass that always breaks. The phone's back then were more durable, they ","author":"@metpach","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"c296dbb5-39bc-4f82-8476-00565c2714c5","source":"youtube","source_id":"UgyZcY9zQggzGbQyvpp4AaABAg","content_type":"comment","title":null,"body_preview":"The first touchscreen in history was created in 1965 by engineer Eric Arthur Johnson at the Royal Radar Establishment in the United Kingdom, originally designed for air traffic control.","author":"@Carlos_Domingo_Avila","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"812f7318-658b-41e6-9a7a-bbae2e7a3f0e","source":"youtube","source_id":"Ugx9RiCsTRFGHxK9IO94AaABAg","content_type":"comment","title":null,"body_preview":"and this technology to this day doesnt work properly...good job","author":"@TheSalocin266","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"1833e416-740e-409e-bc3e-146be01a82ea","source":"youtube","source_id":"Ugx8G3kQzQ1q-MtY_U54AaABAg","content_type":"comment","title":null,"body_preview":"I love when people blame a product or a company for the “change in humanity” when it’s all just our own decision. We don’t need one of these up to this day. Flip phones are still accessible, there are","author":"@irisflores867","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"2ca99de1-fdeb-4226-be8b-db173a0d4df0","source":"youtube","source_id":"Ugw5YvWTzGWvVJBgiId4AaABAg","content_type":"comment","title":null,"body_preview":"Боже, виноваты не технологии, а человеческие пороки. Легко сказать, что причина в интернете, а не в использовании","author":"@ishiki9316","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"fb0fb728-d54c-45a6-8a69-97970b4e7f32","source":"youtube","source_id":"Ugy-DTj69M2qBvV2aFF4AaABAg","content_type":"comment","title":null,"body_preview":"The first one of all it was Nokia who invented it/that.","author":"@pajanpa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"078f0b61-0512-4964-97d6-014bb04868c9","source":"youtube","source_id":"UgzIm76dWdbSdW9Hu0V4AaABAg","content_type":"comment","title":null,"body_preview":"Ancient Intelligence will reset us all once again and from the beginning we'll start, society is doomed... God, Higher Being, Creator whichever one it is has allowed evil to govern this world it is up","author":"@Chilecote","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"9db1c7a3-e881-40f9-b6ff-d67309e232f1","source":"youtube","source_id":"UgyOo_5DwJqufEIgoEt4AaABAg","content_type":"comment","title":null,"body_preview":"Eeramos felices y no lo sabíamos... El comienzo del fin 😢","author":"@jairokupa3435","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"ffb242a1-d5fa-4add-8f9f-3b4cd71736ef","source":"youtube","source_id":"Ugz52oGVjYxEd7TNOvJ4AaABAg","content_type":"comment","title":null,"body_preview":"Yet Nokia 3310 is build like a brick, Iphone becomes a brick when you have hardly any memory left for pictures...gimme the 3310 any damn day!","author":"@Roggen45","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"97fd963e-deba-43c4-9827-89d1590eaef5","source":"youtube","source_id":"Ugxyi-60wE3RePSfNSl4AaABAg","content_type":"comment","title":null,"body_preview":"He's slightly wrong here on the stylus. I have an S22 Ultra (upgrade certainly due) and the S-Pen is a very useful tool indeed. Like snapping a photo from far away or recording video hands free.","author":"@TheGamePhilter","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"a310009b-67cd-4e61-9dbc-6db02165fc33","source":"youtube","source_id":"Ugx1u4VSRhr2_-3kiKJ4AaABAg","content_type":"comment","title":null,"body_preview":"Nevermind phone keyboards are now a commodity you buy separately.  Hate to be blind or disabled in america.","author":"@MadisonBonnar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"3a2bfa0d-e834-4ec7-9482-dff711294470","source":"youtube","source_id":"Ugy3FKFSuoDpl7iL-gh4AaABAg","content_type":"comment","title":null,"body_preview":"This dudes head is going to explode when he hears about nut drivers.","author":"@gr0wupstu9id","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"94fa635a-90b1-4add-84bd-c59cdc323c9b","source":"youtube","source_id":"UgxYNtIP737LURyp7BJ4AaABAg","content_type":"comment","title":null,"body_preview":"A bunch of companies make these. 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I bought a set like this from harbor freight like 4 years ago. Still got it. Use it daily at work.","author":"@livinglife405","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"207e2dce-0c22-44e4-b78e-1d5e30335650","source":"youtube","source_id":"UgyCOctR3geGmvYDrUZ4AaABAg","content_type":"comment","title":null,"body_preview":"Had to read the comments to make sure I didn’t timeline jump to where this wasn’t already a thing. 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I’m just imagining 5,000 of these rotting away in thrift stores over the years and getting thrown away. 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The front screen just turns on and you can continue from there. No need to swipe up or unlock the screen.","author":"@michaeladzah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"693656f6-e1f7-4695-848a-ec8b9511fa3c","source":"youtube","source_id":"UgySg5Cgopqn3BoqcD54AaABAg","content_type":"comment","title":null,"body_preview":"Probably going to get stolen from someone in china I will wait 2 days before it comes out","author":"@DukiDaniels32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"501eacd3-1f59-42bd-9ce1-95fc1fca3b03","source":"youtube","source_id":"UgwbL6RDcDAJB46I48x4AaABAg","content_type":"comment","title":null,"body_preview":"What's the price comparison? And is Xiami even available to buy in the US?","author":"@torrescopywriting5374","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"ca2f6999-1029-4fe9-b9f5-4f6127204086","source":"youtube","source_id":"UgxLKy6lVahyEIcFiXt4AaABAg","content_type":"comment","title":null,"body_preview":"You can also find out about the next iPhone by going to a bar or restaurant where apple employees go and wait for them to get drunk and leave prototype behind. I sure you all remember the 2 times that","author":"@giantchamp415","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"72c5c6fe-1f77-4323-80ae-0c14bac25d77","source":"youtube","source_id":"Ugwc677o_EVBsOz2wt94AaABAg","content_type":"comment","title":null,"body_preview":"So you give them the 'win' for copying. Super cheezy.","author":"@chrisrudy1969","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"94c6cea8-afb2-4f5a-9aa6-fb2656988aba","source":"youtube","source_id":"Ugy5eiIJR9HnQ2M4Gvh4AaABAg","content_type":"comment","title":null,"body_preview":"All these guys just do the same reviews that other YouTubers do this like the 8th one they know what they doing","author":"@NardoWeird","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"8352a77e-dacd-4077-b6cd-7c7aaca47f09","source":"youtube","source_id":"UgxmiF2XUTGWM7qJBNt4AaABAg","content_type":"comment","title":null,"body_preview":"Why are we assuming that a company like apple, which never or very rarely comes up with original ideas, were the ones that came up with this design to begin with?","author":"@musashi5218","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"60407845-c7f0-4c95-80b3-a991b3a866f4","source":"youtube","source_id":"UgzkEKtm835G4btSV1V4AaABAg","content_type":"comment","title":null,"body_preview":"50 watt wireless charging is insane to me. Bring that on!","author":"@jsalsman","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"6984b7f1-6b1f-4c5b-ad68-12b9f6d89d74","source":"youtube","source_id":"UgzwZ4Shfup54FvxYw54AaABAg","content_type":"comment","title":null,"body_preview":"need a couple other designs, maybe something less colorful - a little more muted not so much pastel.","author":"@ChallengerRising","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"c3ed9c70-12aa-44db-9d82-c360e15546f8","source":"youtube","source_id":"UgzSRbN9lbJKwEEVsAB4AaABAg","content_type":"comment","title":null,"body_preview":"$29 is a pretty good price  an oversized mouse pad I need to order 4  one for work one for home and two  for the kids.","author":"@skinnyu01","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_context","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"ebfd22f2-a0f5-46af-949f-54592f846919","source":"youtube","source_id":"UgzdeJGz8b2ubY5GHZV4AaABAg","content_type":"comment","title":null,"body_preview":"Huawei pura x max >>>> Xiaomi 18 fold and iPhone duo\nHuawei M-Pencil is available for the x max.","author":"@cufcuftoyran","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"a1b2184e-198f-4620-9b2a-6dfa74f3655d","source":"youtube","source_id":"UgzakQQisd_k17kbNGx4AaABAg","content_type":"comment","title":null,"body_preview":"Is xaomi apple’s Chinese branch? Feels like Apple has something to do with xaomi.","author":"@stefslyfe","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"fe148755-ac7a-400e-aed8-ee48424e9416","source":"youtube","source_id":"Ugz_NokxkC0WVCCjE0V4AaABAg","content_type":"comment","title":null,"body_preview":"Nah its the same phone made by the same people in china. One just has the apple brand and the other has the chinese brand. Nothing new here. People actually think Apple makes their stuff in house 100%","author":"@JesseSoCal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"f724c788-e985-4dc4-9e4c-b9e41f7d0035","source":"youtube","source_id":"UgzthlDxBdxNX3ayZFp4AaABAg","content_type":"comment","title":null,"body_preview":"battery and camera destroys iphone. Lighter and thinner lol. Wait for duo two I guess guys 😂","author":"@contaygious","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"2c2ffddb-820c-4a72-b10c-f4e28f5bbb7b","source":"youtube","source_id":"Ugx9WSsK0_A6Fdd2IW94AaABAg","content_type":"comment","title":null,"body_preview":"I hate this fold nonsense. I DON'T WANT MY PHONE TO FOLD.","author":"@Berekont","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"d12c9d68-3518-475f-aa8a-13071e6ec6fd","source":"youtube","source_id":"UgzQkiRnrDMQ8ftUsqN4AaABAg","content_type":"comment","title":null,"body_preview":"Think I’ll wait until the next gen duo or 3rd gen.","author":"@Robertlkeeneyjr","classification":"human_created","confidence":0.6,"indicators":["terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"ea8f23bd-6fdd-400b-8b96-8083845708a7","source":"youtube","source_id":"Ugwoy2vy-0rs_oUvQ9B4AaABAg","content_type":"comment","title":null,"body_preview":"It sucks b/c in China they can get both the iPhone Duo and Xiaomi 18 Fold. But in America I can’t get the Xiaomi 18 Fold b/c of some bs about national security or w/e.","author":"@trashacct1198","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"4c2f8585-34ae-4e83-8ea4-167bb09f3f5e","source":"youtube","source_id":"UgxvZKHR_vyb_QUajNt4AaABAg","content_type":"comment","title":null,"body_preview":"Great question what a coincidence I wonder how do Chinese companies end up with American tech and design all the time","author":"@Maltese_Corto","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"ef2f4628-6720-4e44-aa9f-3a1fef6f32c2","source":"youtube","source_id":"UgwMUKEoMB21xV9EnzJ4AaABAg","content_type":"comment","title":null,"body_preview":"Man I love this specific intro. Always use this one, I’m sure everyone agrees","author":"@ammarhashlamoun6810","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"34989ec1-dc8d-49d4-80ea-78a28d1f17ad","source":"youtube","source_id":"UgzJhTtmK1Q1tX7JiwR4AaABAg","content_type":"comment","title":null,"body_preview":"The only problem I have with Xiaomi in my country is the quality of after sale services...","author":"@unclemoggle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"62740ec9-2f91-45f2-99d0-ddfef238c273","source":"youtube","source_id":"Ugz22srdZcWmrKASS894AaABAg","content_type":"comment","title":null,"body_preview":"8:49 - My guess is the next version of iOS will introduce multi window x3 or more app window feature in the iPhone Duo.","author":"@trashacct1198","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"959f269d-7e37-434d-93f8-4a1c6a71e67a","source":"youtube","source_id":"UgyiLREkt2-CTYCIRoB4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t understand why people are complaining about how many apps you can have on screen. I mean really, someone explained to me, how many apps does a person need on screen? The human focus diminishes","author":"@foxdavani4091","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"bed32337-bd74-497b-a474-f6a32f3c6e8b","source":"youtube","source_id":"Ugy5gY9ArhmatIFH9Ad4AaABAg","content_type":"comment","title":null,"body_preview":"And of course we can’t get that really nice looking red one here in the USA😢\nAlso, the duo only comes in refrigerator white and blue. No one’s gonna want the white. Everybody’s gonna chase down the bl","author":"@auxmike718","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"2cac225b-1a32-42fd-b37e-b62aa0de2e2a","source":"youtube","source_id":"UgwgK1JiA0X_z075qMt4AaABAg","content_type":"comment","title":null,"body_preview":"That desk mat looks like the playing field for the game Twister!😝","author":"@auxmike718","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"51a00b26-8ef1-495f-b6dd-6a654c1f9bc8","source":"youtube","source_id":"UgxqOPfoPOmY6qUBcCB4AaABAg","content_type":"comment","title":null,"body_preview":"It's China, they know everything going on with tech. Undoubtedly they had intellectual property from Apple before it even went into production.","author":"@Themayseffect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"41c732d0-b134-42d0-b78d-96d372b739a0","source":"youtube","source_id":"3iRUwVzRDZQ","content_type":"post","title":"Xiaomi 18 Fold: How Does This Happen?","body_preview":"This is not an iPhone Duo. Xiaomi is at it again.\n\nThe desk pad! https://mkbhd.com/products/overlay-deskpad\n\nShoutout to dbrand for helping to source the phone from China.\n\nPlaylist of MKBHD Intro mus","author":"Marques Brownlee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iRUwVzRDZQ"},{"id":"5a3dcdf1-df66-466a-abb0-ab7ac89514b9","source":"youtube","source_id":"UgyK8xth3YfUv1A1R4Z4AaABAg","content_type":"comment","title":null,"body_preview":"Couldn’t even stand close to you during the attempted robbery.","author":"@dianetaylor8828","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"b892c948-7bfe-4780-9cbf-0210a237212e","source":"youtube","source_id":"Ugwfq8FmqLLabe3Pbw94AaABAg","content_type":"comment","title":null,"body_preview":"How bout no, but we’ll call it a day if it makes you happy. 😂😂😂","author":"@michaelcolorado6107","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"0c5ab655-1b8c-4909-98de-fd9e4bc27164","source":"youtube","source_id":"UgwxAbcstV2J2ptTX694AaABAg","content_type":"comment","title":null,"body_preview":"the fact that he's sitting all the way over there angers me so much","author":"@pkoolz182","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"54750229-d34e-4ac2-b26d-bdd07f5ca60f","source":"youtube","source_id":"UgxFSNlUTomb6moTZLZ4AaABAg","content_type":"comment","title":null,"body_preview":"But Leo, he’s had it since last Xmas! So basically year, ….and call it a day? Don’t you NEED and WANT this laptop?! You’re gonna use it yourself bro! ..and call it a day?\n\nand call it a day?","author":"@frankthespank","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"9649708f-480c-4903-a9a8-ed6a668006d0","source":"youtube","source_id":"UgxQ7N0JyAWResNJUGF4AaABAg","content_type":"comment","title":null,"body_preview":"He doesn’t want $600, he wants $600 AND call it a day! You see Leo, you’re leaving out the best part. It’s SIX AND “call it a day”.\n\nSee, you said “six hundred dollars?” and he made sure you knew it w","author":"@frankthespank","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"ff8699af-7951-41c0-977b-4d39729eda04","source":"youtube","source_id":"UgwQ8yUz2X-vL9RVQTp4AaABAg","content_type":"comment","title":null,"body_preview":"If you’re gonna haggle, AT LEAST stand at the counter, lazy bones…","author":"@toozigooti","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"3a2b9fd9-db43-4213-8f70-e471d834fdad","source":"youtube","source_id":"UgxFxN43FpGK2BHv-1h4AaABAg","content_type":"comment","title":null,"body_preview":"Trying to scam the professional in the business of tech. LOL","author":"@gotrawtism","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"dc010f9b-a668-470e-8397-1c7aeb60e945","source":"youtube","source_id":"UgyTYNLhKd6KXpj07r14AaABAg","content_type":"comment","title":null,"body_preview":"Bro definitely just snagged that off a classmate or kid at Starbucks","author":"@JackThaSippa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"74f6dbcc-cff5-4546-ac2d-45a915f4d471","source":"youtube","source_id":"UgwEJWMvXFUkT0S3sZ54AaABAg","content_type":"comment","title":null,"body_preview":"I have the same laptop and I can tell you that you could've had maybe the best laptop in the world, value wise. Battery is huge, the performance is excellent but not for the heavy gaming stuff, touch ","author":"@SNIRJ__Plays","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"30369eb8-bf9f-4a11-ab96-f19354c5ecac","source":"youtube","source_id":"UgxClTuIqzOvQdCFF4J4AaABAg","content_type":"comment","title":null,"body_preview":"People are insane when they want more than what its worth. You could maybe sell it for that to a regular person but not a reseller","author":"@jablesbee1816","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"c7a96ba0-4962-4598-b692-9301adcbe833","source":"youtube","source_id":"Ugx01A6prqUxR1Vco754AaABAg","content_type":"comment","title":null,"body_preview":"\"dont really use it anymore?\"\n\"HOT DOG\"??? \n\nSTOP USING AI FOR SUBTITLES, THE DEAF COMMUNITY STRUGGLES OFF YOU BEING LAZY. \n\nhow does someone in the tech industry not proof read a video before posting","author":"@Archuhi3","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"af933835-c36d-4794-8fa0-97ad337182c2","source":"youtube","source_id":"Ugy2_N83-_2t8s_P9EF4AaABAg","content_type":"comment","title":null,"body_preview":"Offering 250$ on a pc that is going on average for 540$ is also crazy. I know you gotta make money, but at the very least offer him 400$ and you'd still profit 100+$. Holy greediness.\nYou are clearly ","author":"@Kapa1337","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"df6e672e-11fb-4443-b706-380dfbefc996","source":"youtube","source_id":"UgzxVFtigOB63rqMd354AaABAg","content_type":"comment","title":null,"body_preview":"I like how when the clerk asked for confirmation on the price, he just repeated \"and call it a day?\" like it's some Jedi haggling technique. Like brother is it necessary to clarify that we're calling ","author":"@jessefaden2978","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"0d2ad189-ce93-4372-b6c1-c0729a86d420","source":"youtube","source_id":"Ugwok7fksBopCrIiCEd4AaABAg","content_type":"comment","title":null,"body_preview":"why not offer 350 or 400? still wouldve made proift and he mightve said yes","author":"@NoDareNoTruth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"9a8604bf-750e-4045-8711-058ea3b1e518","source":"youtube","source_id":"UgyxttJpmwpzsynIy0l4AaABAg","content_type":"comment","title":null,"body_preview":"me selling my steam trading cards for 2x the price to see if it works:","author":"@condevampichoco7395","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"4be84a54-6010-4146-be80-1b428045abea","source":"youtube","source_id":"Ugy5vUB6kOxMyULAx4p4AaABAg","content_type":"comment","title":null,"body_preview":"yall mad at him for wanting 600 but this dude be screwing people over all the time i mean come on 250","author":"@GaBoi234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"5c247b83-c445-4a9b-a9cc-e9b98b824e26","source":"youtube","source_id":"v-YuGLEiqPE","content_type":"post","title":"WANTED HOW MUCH?!? 😭 #smartphone #problemfix #brokenfix #tech #pov #pcbuild #screenbreak","body_preview":"WANTED HOW MUCH?!? 😭 #smartphone #problemfix #brokenfix #tech #pov #pcbuild #screenbreak","author":"Digital Doctor ","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-YuGLEiqPE"},{"id":"719f0269-ab5b-43bf-9fdb-1cc08a347a5d","source":"youtube","source_id":"UgyoCIMKK_S61et9GYR4AaABAg","content_type":"comment","title":null,"body_preview":"What sort of older graphics card would people recommend to mod skyrim that would give a decent performance for an ENB?","author":"@CrackFoxtrot24","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"ded984b4-99f3-406e-9926-5e3fa0d0a204","source":"youtube","source_id":"UgwWK-2gpCL07T3mV5N4AaABAg","content_type":"comment","title":null,"body_preview":"I bought a 4TB Samsung 990 pro in early 2025 for $300, the EXACT SAME SSD is now over $1000","author":"@holyelixir4580","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0.5809523809523809,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"4697cd2b-7904-475f-85ce-47eed92c4977","source":"youtube","source_id":"UgzTF0ZN_bWpity6mQ94AaABAg","content_type":"comment","title":null,"body_preview":"id still argue there were worse times to get into pc gaming, there was a time when basically every single pc port was garbage. you could probably still go with an AM4 build and like a 5060 or even old","author":"@holyelixir4580","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.5809523809523809,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"e565a235-916d-4b86-934d-931129887d88","source":"youtube","source_id":"UgyVvMULmJHmAJv5LVd4AaABAg","content_type":"comment","title":null,"body_preview":"The shortage is definitely fake, they are creating it to hike the prices, AI's popularity has gone down but ram prices have not","author":"@fireflames5113","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"49b8e77a-cca5-49e2-a634-231912e41e8a","source":"youtube","source_id":"UgwfHvyYAKQs4BAnAkF4AaABAg","content_type":"comment","title":null,"body_preview":"Looks like i’m the only one who have his 7-8 years old PC config and using it still. Zero, 0, purchases of any pc kind. Just one new Power Charge, it was 25€.\nMSI, military class 4, Intel core i7 3.30","author":"@YulianSS.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"ef62de69-d8a5-45d2-927b-e2f5647a802e","source":"youtube","source_id":"Ugze5HcFfGIVbCnS5jV4AaABAg","content_type":"comment","title":null,"body_preview":"So wait, is this connected to PlayStation players leaving Sony for PC gaming?","author":"@HappilyGrumbling","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"2ec6959e-f3ba-47ca-aeb0-3ccb2b44f3c3","source":"youtube","source_id":"UgxkaHlmnD2cW9qeCeB4AaABAg","content_type":"comment","title":null,"body_preview":"Granted I have a pc already, but building a pc is not worth atm just get a prebuilt or a laptop","author":"@AnonymousZCool","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_stance"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"5cb3154e-10de-491b-9ff5-e94ce89a2dc9","source":"youtube","source_id":"UgxF8mEPmxeIrgSKwKF4AaABAg","content_type":"comment","title":null,"body_preview":"I am so glad I bought my first PC at the last Black Friday before the AI boom. I actually dodged a bullet there.","author":"@DarkestOfSouls","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"4e9e06e3-8dc2-4597-869a-05d0297db4b5","source":"youtube","source_id":"Ugzu6_a_ylvfcvqwh7d4AaABAg","content_type":"comment","title":null,"body_preview":"Even if that thing is at a normal price, I still won’t buy that 5090","author":"@shake2572","classification":"human_created","confidence":0.7,"indicators":["terse_reply","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"c3525f9b-cbca-4273-8bc1-0b3d7d410849","source":"youtube","source_id":"Ugy119I3wBb8Xm0tgSt4AaABAg","content_type":"comment","title":null,"body_preview":"People still think new consoles are only going to cost $1000? lmao","author":"@rrc3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"03cd825a-6e45-4fb0-a025-e4f20bedf15f","source":"youtube","source_id":"UgzmLMR34Cz4ErsnUzN4AaABAg","content_type":"comment","title":null,"body_preview":"I guarantee you if no one bought one of these for 3 months the price would magically drop and Nvidia would still be making a very tidy profit from each unit. Not that it’s ever going to happen.","author":"@kingstannisbaratheon7974","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"eadefaef-5c52-426a-8a8b-00baa5c3fb56","source":"youtube","source_id":"Ugw4sRyi6Hz8GCmlT0Z4AaABAg","content_type":"comment","title":null,"body_preview":"Idk, my buddy spent 20% more than he would have on a Steam machine and built a PC with way better specs.\" \n\nYou just need to be smart with the parts you purchase. Yeah, prob not a good idea to buy a 5","author":"@gaminginasmr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"28b8fe03-cf6d-4d3f-928e-e77ffa9be979","source":"youtube","source_id":"UgzgAWW3gZpGYAtXeKF4AaABAg","content_type":"comment","title":null,"body_preview":"We need this AI bubble to pop we will get everything on sale 😂","author":"@anglos6561","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"6db4724b-7996-48a9-b0cd-1a1955b888ee","source":"youtube","source_id":"UgyIZnsXh-yEiczPQqh4AaABAg","content_type":"comment","title":null,"body_preview":"Pretty bold of them to be sad when they're the ones making the shortage happen with their pivot to AI. I can't wait till that bubble ends","author":"@thatone_dude","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"eaefae56-a8f1-4b88-bac0-24929401d644","source":"youtube","source_id":"Ugw4GGhckJqiWYcXHxd4AaABAg","content_type":"comment","title":null,"body_preview":"Here’s an idea.. don’t get a 5090. Like there are other plenty good ones. I have a 4070 TI, and it’s great. But like there are plenty of other 5000 series GPUs. Yeah I know the prices are stupid rn, b","author":"@johah2454","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"b08df488-b2e1-46d9-9418-b66b267682b6","source":"youtube","source_id":"Ugx6qUTOkI-yharK5ZZ4AaABAg","content_type":"comment","title":null,"body_preview":"\"We are sad to announce that due to a problem we continue to actively cause, you will have to give us more money.\"","author":"@shugotenchi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"1a89d19c-608d-40c1-8d26-b979b985dfa5","source":"youtube","source_id":"UgyVTUbfkZf3QG_1C0R4AaABAg","content_type":"comment","title":null,"body_preview":"The free market is supposed to solve this and produce extra units","author":"@DudesWithACamera","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"2d8cd94a-25fc-445c-bbff-41fd3812e20a","source":"youtube","source_id":"Ugx2yr5yYKGLOTBrRLd4AaABAg","content_type":"comment","title":null,"body_preview":"Or hear me out dont build top of the line unless you are dedicated. The prices as you go down are far more reasonable","author":"@HappyPanda917","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"3d6a0339-4718-487c-a158-c6d167ef0928","source":"youtube","source_id":"UgxSdyaJsq4ndt-F1yp4AaABAg","content_type":"comment","title":null,"body_preview":"Buy 1k$ console. 6 year life span.\n\nBuy 1k$ pc....need to replace parts every year or so for more money.","author":"@ShinoKami64","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"73f60a3b-88d4-4b3d-9653-5f2b6941683c","source":"youtube","source_id":"UgwVwu4Z2UJvN-iwD-J4AaABAg","content_type":"comment","title":null,"body_preview":"I would NOT tell people to buy a console wtf??? Unless you mean like a restored PS2? Consoles actively contribute to the problem, and are actually e-waste only capable of both a fraction of the perfor","author":"@Hippy777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"094f0bbb-15f6-4499-aa36-e8f6792a5053","source":"youtube","source_id":"UgwZMXuSF7fjn6vDTdd4AaABAg","content_type":"comment","title":null,"body_preview":"Reason one to win the lottery: Buy All graphics cards on the market and sell them to gamers at a reasonable price","author":"@k0ncursus","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"96892de4-98bd-4311-80b2-c87ef473ce15","source":"youtube","source_id":"UgwBu70cLTb9maz9oeh4AaABAg","content_type":"comment","title":null,"body_preview":"5090 is not for gaming, it's platform for entry point acess to advanced generative AI. Let's start with that. 5060 and 5070 is what meant for 2K gaming and you will never need more than that. 5070 ti ","author":"@MrZlocktar","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"5d104a2f-c9ce-4b8b-bd1c-90347f92052b","source":"youtube","source_id":"UgyM-oBZUcsTG64KB6Z4AaABAg","content_type":"comment","title":null,"body_preview":"Basically ai companies are offering or bidding thousands for these and so they jack up the prices…\n\nWe need a people first company that sells reasonably to the people then takes their overflow and auc","author":"@dylor07","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"6caa963b-fec3-454d-b081-5282e0d17ddb","source":"youtube","source_id":"UgykZnY8RUG5bGhuHB14AaABAg","content_type":"comment","title":null,"body_preview":"They don’t want you to own your own Pc parts because they want you to have to use paid subscription to play their games.","author":"@theamazingtoot","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"478e9563-37af-4a18-b17b-4d266e90739f","source":"youtube","source_id":"UgwU9WAjvN-nU_dumwN4AaABAg","content_type":"comment","title":null,"body_preview":"Wanted to play the Gears of War E Day game, didn't have a graphics card that could run it. I'm about to start missing out on a lot of games","author":"@PapaPumpkinYT","classification":"human_created","confidence":0.78,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"379e63e4-1057-4b4e-990a-f6e4393f3aa5","source":"youtube","source_id":"UgxKV5B5EAEmw-g8Psh4AaABAg","content_type":"comment","title":null,"body_preview":"I *have* a RTX 5090, and this is still bad news because it makes gaming less accessible, stifles development, and disproportionately effects smaller studios.","author":"@emilycrewe3794","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"6f0f5fee-1cc5-4289-a463-1b16a1e32436","source":"youtube","source_id":"wtbmIebNz5w","content_type":"post","title":"PC GAMING IS COOKED #shorts","body_preview":"$6K for a graphics card is INSANE 😭 \n\n#steam #xboxseriesx #xbox #ps5 #playstation #gaming #skit #fyp #funny #shorts","author":"jacobweeby","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.30905833312728875,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wtbmIebNz5w"},{"id":"e4818ed9-f9d7-4f63-9a7a-96139a0f8706","source":"youtube","source_id":"UgyQH7TLFPTNT5NQdpd4AaABAg","content_type":"comment","title":null,"body_preview":"Where can I buy it just like take my money right now","author":"@RiverBS-o2w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7isE7Mgu5AU"},{"id":"ba309ee2-25df-4bbb-830e-7ebbbc2c3e03","source":"youtube","source_id":"Ugxbp3uoRVE2_3T5oK14AaABAg","content_type":"comment","title":null,"body_preview":"Or just buy the 3 and put them in 3 different hdmi's","author":"@Rikes_0","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7isE7Mgu5AU"},{"id":"4689020f-30dd-4053-96d4-37e1d73d18af","source":"youtube","source_id":"Ugw9LO97JBZKBfi4e8Z4AaABAg","content_type":"comment","title":null,"body_preview":"This woman could become a billionaire if she started selling these🔥","author":"@Sans-deltarune-undertale","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7isE7Mgu5AU"},{"id":"b1836457-9d98-4855-bb56-96202cb8d5fc","source":"youtube","source_id":"UgyQE6dtvch4CFpTN-B4AaABAg","content_type":"comment","title":null,"body_preview":"It’s actually a good idea and it also looks very aesthetically pleasing","author":"@JackWillis-r4k","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7isE7Mgu5AU"},{"id":"894c8869-1bb6-4138-b087-bd27cf220670","source":"youtube","source_id":"UgxpLcf2g922_qfyKsN4AaABAg","content_type":"comment","title":null,"body_preview":"So I don’t need to spend 2500 to get all three of them I can just by all in 1","author":"@OfficialNayad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7isE7Mgu5AU"},{"id":"81356896-bee8-4e78-ac4f-919f07a3bb98","source":"youtube","source_id":"7isE7Mgu5AU","content_type":"post","title":"She built one console out of a PS5, Xbox, and Nintendo Switch 🤯🔧","body_preview":"She built one console out of a PS5, Xbox, and Nintendo Switch 🤯🔧","author":"Bubbly Eyez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7isE7Mgu5AU"},{"id":"2b450c92-463e-46c5-9b92-f86793aeda7f","source":"youtube","source_id":"Ugwi9lr1WbIJWNdpz214AaABAg","content_type":"comment","title":null,"body_preview":"Bro lake like bro lake , you can luckily see like the colours , but their colours and you just like god , all of them all even if I give a pre primary like a small kid reverless","author":"@x_.nadianuts_.x","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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🫴","author":"@Cherry-Heartz-d4i","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zOSCJI1cMl8"},{"id":"149a42ba-13fc-4faa-adf5-aa3b43c3f95c","source":"youtube","source_id":"Ugz502d99yhgQR7kZcl4AaABAg","content_type":"comment","title":null,"body_preview":"Amiga el primero es amarillo después es rosa es que tienes la espina roja y lo que ves ahí es colores va de colores y lo azul va con azul","author":"@gabrielizarra3211","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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Hồ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zOSCJI1cMl8"},{"id":"294ca3e0-f4d5-444a-bc79-a0336f6cd018","source":"youtube","source_id":"UgwLRsD_bIwUEQixk9d4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, we gotta stop believing the hype. Diamonds are much more common than we are led to believe - especially industrial grade. \nThe De Beers diamond monopoly has unnaturally created scarcity in the  ","author":"@w4shep","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"47dd1df9-2967-404c-9c82-729a5e36a4f8","source":"youtube","source_id":"UgwrvypxvSqkswgfdQZ4AaABAg","content_type":"comment","title":null,"body_preview":"I think you can comrortably allow 1 micron for the binder","author":"@ianbelgarde9779","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"4c01a759-f099-4d13-beb5-3c0b0328809a","source":"youtube","source_id":"UgziOCSj9oeLhiLsT2Z4AaABAg","content_type":"comment","title":null,"body_preview":"I mean you that one micron could be considered margin of error.","author":"@SIlverranger","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"b26839b5-3dd9-480d-8672-759c32b2729e","source":"youtube","source_id":"UgwmwKcsOHrT9vaeqsR4AaABAg","content_type":"comment","title":null,"body_preview":"Amateurs use aftermarket AFM, @appliedScience makes his own and then use it to scan his own sperm😂😂","author":"@Amprobiuss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"8904d544-ed90-4ff9-8561-8176b11ce6b6","source":"youtube","source_id":"UgyJO30sEPuhwj7Rj5h4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂 bro you got so many cool toys, I would love to come play for a day😂😂","author":"@michealmathers1061","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"b01d36b9-d6e5-4a3b-901c-3a6361d251fc","source":"youtube","source_id":"UgxPmS9cE3jxMAisA_R4AaABAg","content_type":"comment","title":null,"body_preview":"Perfect wrapping paper to send Anakin Skywalker a gift 🎁","author":"@aarongreenfield9038","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"83656ebc-2509-45ca-9e50-0797f3b16775","source":"youtube","source_id":"UgzvUzHf6llg7flcgtJ4AaABAg","content_type":"comment","title":null,"body_preview":"Can you scan a dragonfly's wings? I heard that a dragonfly's wings possess an antimicrobial property that works on a mechanical principal.","author":"@shadz6901","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"338f564b-12a2-4c1b-ac79-5081b02949af","source":"youtube","source_id":"UgzcVu1dmJn3fJjC53J4AaABAg","content_type":"comment","title":null,"body_preview":"That sandpaper has a university of Ph.D. materials scientists behind it.","author":"@EightiesTV","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"5c455f4f-8a6b-4745-9b17-f1169b993204","source":"youtube","source_id":"UgxHpJ2fNm_oP26LslN4AaABAg","content_type":"comment","title":null,"body_preview":"I thought that little thing on screen was a sign on the sandpapper that when focused in on would say \"We told you!\"","author":"@jfilm7466","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"6f1b8616-8be4-469d-8fe7-1ddc763e00ff","source":"youtube","source_id":"UgzUzGvz_4yU82gy7qt4AaABAg","content_type":"comment","title":null,"body_preview":"Good ole fashioned Newspaper is about 7000 grit id bet. Ever so mildly abrasive and Fair insulation.","author":"@kurtderwid4463","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"2e1fcd78-24d0-4f09-b2d0-77e6d0bfd930","source":"youtube","source_id":"UgxH3g49rLJc7qAMI_x4AaABAg","content_type":"comment","title":null,"body_preview":"Interesting. 3M's main sandpaper plant is located in my town. I've always wondered how they measured the grit. 👍","author":"@Izaakwalton_","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"a0fc4e1a-ce8a-4222-93fc-7750eb94ba7e","source":"youtube","source_id":"UgzBm7n50Af4IbIsD-Z4AaABAg","content_type":"comment","title":null,"body_preview":"That’s really cool, but could you Compare new sandpaper to used sandpaper?","author":"@JackfromKoylTechnologies","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"5a96f49e-7ace-4019-86ed-9def350c67c6","source":"youtube","source_id":"UgwMi6ITgOjj4q0WQjV4AaABAg","content_type":"comment","title":null,"body_preview":"I'm confused I thought micron is used for measuring vacuum pressure.","author":"@zacharysellers3394","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"6f097feb-78d7-49d8-8519-f5c2058fd138","source":"youtube","source_id":"UgzsOYWhzj7dQ21DxLV4AaABAg","content_type":"comment","title":null,"body_preview":"Its an average not reliant on every micron across the paper.","author":"@Arachnoid_of_the_underverse","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"ad76f08e-790a-4cb9-a6a4-58d50d2c5147","source":"youtube","source_id":"UgwjumQfH4bBNFYi60F4AaABAg","content_type":"comment","title":null,"body_preview":"I paid for 7000 grit, I want my 7000 grit. Not 6999.","author":"@thelaw2174","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"4d50bd6a-0835-42d6-b53b-c92c21161b9f","source":"youtube","source_id":"Ugw_r0S13odV_SFVdwp4AaABAg","content_type":"comment","title":null,"body_preview":"My farts are probably rougher and they’re gaseous. That’s absolutely insane how tech has changed so quickly. Seems like yesterday we used scanning electron microscopes which made some really cool wall","author":"@DavidPawson-d7h","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"3bdb3270-3f1a-48f1-8c1f-62585774b7b1","source":"youtube","source_id":"UgxNS-jgDuB6nljN6LN4AaABAg","content_type":"comment","title":null,"body_preview":"You need to scan 3m cubitron.  It should be uniform  triangles.","author":"@bnuttsgee","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"a6cefa92-1133-4e9f-aa68-28a7146b96f3","source":"youtube","source_id":"Ugw3mmWzg_6nZzI_LKx4AaABAg","content_type":"comment","title":null,"body_preview":"At least scan 3 different segments to get an average.","author":"@gloryfiedrebel","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"819e0479-ad84-4be9-ab05-cfebe6dbf515","source":"youtube","source_id":"UgyEJhAKDE2conekmht4AaABAg","content_type":"comment","title":null,"body_preview":"A little while ago, icspi lent us this atomic force microscope, and it's unlike any other microscope I've ever used.  Instead of using light or electrons to image a sample, it actually touches it at t","author":"@NileRedExtra","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"cfb44b86-9b3d-4a8d-b04f-c1d0c134c715","source":"youtube","source_id":"Fmdp2b9_7a0","content_type":"post","title":"Sandpaper vs atomic force microscope","body_preview":"I'm really excited to use this microscope for future projects and I want to thank icspi for lending it to us: https://www.icspicorp.com\n\nThis atomic force microscope is really cool because it lets you","author":"NileRed Extra","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Fmdp2b9_7a0"},{"id":"bea04080-884c-4b7a-b091-7292f50f19e8","source":"youtube","source_id":"UgyKg56gvOPTRWxXB1h4AaABAg","content_type":"comment","title":null,"body_preview":"\"Even my goldfish has more braincells than you\"\n\"Then why cant your goldfish answer\"","author":"@BhongCruz-u3h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7KlT-vHYqP4"},{"id":"126d2bae-54c1-4594-a8cd-77df1efcf91c","source":"youtube","source_id":"Ugx2mnRBwLY5JSK2a1h4AaABAg","content_type":"comment","title":null,"body_preview":"If his fish is so smart why can’t he ask the that question 😊","author":"@alexanderchitekwere5001","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7KlT-vHYqP4"},{"id":"2b2a119f-fecc-4ab4-9341-2aa9dffceccf","source":"youtube","source_id":"UgxBMZJjLJOjBMekVVR4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine asking a question to ai and an AI roasting you😮","author":"@deloresford3109","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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XD","author":"@SulaimanJantjies","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7KlT-vHYqP4"},{"id":"2b982fff-b4aa-40db-8818-5d28fa3f3f27","source":"youtube","source_id":"UgwKFGsNtPuFGebo-qR4AaABAg","content_type":"comment","title":null,"body_preview":"What I mean why can’t he ask the fish that questions 😅","author":"@alexanderchitekwere5001","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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class😂😂😂😂😂😂😂😂😂😂😂😂","author":"@TjNengoma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7KlT-vHYqP4"},{"id":"1aa29e0c-60a7-4eee-9285-908c13bf11c5","source":"youtube","source_id":"Ugx6bN6ITT9GPc9EtwJ4AaABAg","content_type":"comment","title":null,"body_preview":"Good you havent dropped that brain i wanted to pick it up😂\n\n(TEAM WHO WANTED TO GET IT)\n👇💀😭😮😢","author":"@lorennejohnson1138","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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Like they can clearly see and they're like\"oh I can't see I'm just going to give them the wrong one so they can get the app and try itself\" fr fr","author":"@corauwu8651","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_Z70Zsp_uiI"},{"id":"f2b766eb-ce06-4d4c-a835-c3c824091b84","source":"youtube","source_id":"UgyfcxHVYEkfmFxsomR4AaABAg","content_type":"comment","title":null,"body_preview":"the muisc is weried but we have someone smart aleest","author":"@AlannFlores-bz9tb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_Z70Zsp_uiI"},{"id":"b1db894f-f25f-4f24-9926-eaee9ad05647","source":"youtube","source_id":"_Z70Zsp_uiI","content_type":"post","title":"Samsung Galaxy S27 Ultra Cobalt Violet📱🔥#noads #tiktok #usa","body_preview":"Samsung Galaxy S27 Ultra Cobalt Violet📱🔥#noads #tiktok #usa","author":"MrCappuccino Memes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_Z70Zsp_uiI"},{"id":"806724d5-40f5-4ec4-8313-a142da2553f4","source":"youtube","source_id":"Ugwl0xCDLrZCaUNWt1t4AaABAg","content_type":"comment","title":null,"body_preview":"First go to pink candy sec on go to lollipop third one go to heart last one go to poop one","author":"@Dannhere-w1s","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JnwJIf_Usu0"},{"id":"8ffc18a3-2822-4a33-8b08-92ec02823f6a","source":"youtube","source_id":"Ugw86yLU4ggMXhw6ax54AaABAg","content_type":"comment","title":null,"body_preview":"No the first one is the candy girl they are the same shape and the second is the lollipop girl the third is the heart girl and the fourth is the poop girl that's all😅","author":"@jintabangay9049","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JnwJIf_Usu0"},{"id":"8ce1ca3c-0b55-4ee9-9fe1-e5c4b636d572","source":"youtube","source_id":"Ugx8_afGBuLOQjK8gWx4AaABAg","content_type":"comment","title":null,"body_preview":"The first belong topink 🍬 candy\nThe second belong rainbow 🌈  lollipop 🍭 \nThethird belong to the red heart\nThe fourth belong to the 💩 \nAlso you drop this🧠☠️","author":"@posiimchannel7100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JnwJIf_Usu0"},{"id":"0b558dd3-9bcc-45e5-a349-1c15290c4c39","source":"youtube","source_id":"UgzgTh5_OIgiOV4j0Nl4AaABAg","content_type":"comment","title":null,"body_preview":"Yo bro, let me ask you one thing. Why didn't you use TIKI TIKI Phonk this time? 🗿 Honestly, if it were TIKI Phonk, it would’ve matched the vibe perfectly and the editing would’ve been way more energet","author":"@horrorExplorDepartment","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JnwJIf_Usu0"},{"id":"9794fa56-f3d9-446f-b8d8-4ccb6be7d469","source":"youtube","source_id":"UgxuzOLjetfSeu18JQF4AaABAg","content_type":"comment","title":null,"body_preview":"Я поняла со второго раза там надо по форме (если я не ошибаюсь)","author":"@Mzvlo-l7s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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cocô","author":"@YasminKelly-v7g","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JnwJIf_Usu0"},{"id":"fd2bd2ce-3364-4e21-b4d6-0871ff106ebf","source":"youtube","source_id":"Ugwk5nvIm4BI_r7pge94AaABAg","content_type":"comment","title":null,"body_preview":"No the one who say she drop her brain you drop brain to i am just telling you i am not telling you that you should lisan to me no","author":"@AyandaNonyane-e5t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:15 GMT+0000 (Coordinated Universal 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it","author":"@Krispy-x3q","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"94035867-672a-4eb4-bd46-59b3d4288b67","source":"youtube","source_id":"UgwOwNZUssj84DUPkMt4AaABAg","content_type":"comment","title":null,"body_preview":"I thought it would do a dramatic explosion with some chemical reactions and heat in the trash but I realised it isn't like a nuclear bomb 😭","author":"@TheRottenBBN","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal 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from.","author":"@AmadWali-CA.","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"ca9aa1d3-6ba2-44a1-add1-e88ceac6a795","source":"youtube","source_id":"UgzUsEZFItyrQaxsBD94AaABAg","content_type":"comment","title":null,"body_preview":"and if they did it would be a crime because they cant throw away you property","author":"@kellangurley-v7c3t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal 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😅..","author":"@lotussahu","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"27558c7f-5aca-4f0b-869d-4afe7ce687b9","source":"youtube","source_id":"UgxhcdinMas4LLvDxAB4AaABAg","content_type":"comment","title":null,"body_preview":"That is actually funny, if I was the parent I would tell you nah you can keep playing, it's just too funny to just take it away from you 😅","author":"@shalevforfor5550","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal 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xd","author":"@Mr.Creation-I1e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"a4435960-bd6b-4e76-878b-9b8501f4c510","source":"youtube","source_id":"Ugz15WuOvgif4c-2KE14AaABAg","content_type":"comment","title":null,"body_preview":"Respect to 10 year old you being smarter than microsoft","author":"@BoFrekw","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal 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I bought one a little before I graduated. This story may be the oldest I've ever felt 😆","author":"@pirateg3cko","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"d0ac229b-f970-47d6-989c-7a1bfa8bf47b","source":"youtube","source_id":"UgyEIW3JmtH1iiYtT6J4AaABAg","content_type":"comment","title":null,"body_preview":"Well they can't even legally throw it away since you bought it with your own money","author":"@BLANK_4836","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"bdd4857f-073a-4501-9d61-bc4ecb9cdbf1","source":"youtube","source_id":"UgyWUeAcX0uYF9olWUR4AaABAg","content_type":"comment","title":null,"body_preview":"😂 lowkey happens to me alot, when the phone is so loud","author":"@Bagua_official","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"fff95c5b-6400-49dc-8c9a-07fdbeb07a55","source":"youtube","source_id":"Xq5cbiy1CO8","content_type":"post","title":"My Parents Could NEVER Throw Away My iPod 😂 #iPod #Apple #Tech #Nostalgia","body_preview":"As a kid, I thought my parents literally couldn’t throw away my iPod because of the crossed-out trash can symbol on the back 😂 Turns out that symbol doesn’t mean what I thought it did. If you grew up ","author":"Custom Adventurist","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.3921055102541864,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xq5cbiy1CO8"},{"id":"305edee5-176f-4088-8280-bfa309555fe2","source":"youtube","source_id":"UgyHLn_CpNBynoJlsSR4AaABAg","content_type":"comment","title":null,"body_preview":"Yoooo skyward sword references were not on my things to expect from a Zack D Films Video","author":"@screenbarrage","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"8b772c25-ff1a-4b40-8679-314de8cc25c5","source":"youtube","source_id":"Ugz9wXJBcZX-6HbYz_F4AaABAg","content_type":"comment","title":null,"body_preview":"I'll have to look at my sensor bar and see if the LED's glow together or alternate... mine got damaged and I had to repair it but I did not look too closely at the way it was wired.","author":"@asificam1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"62bef8fe-e225-44e7-9f20-024f98cbabf9","source":"youtube","source_id":"UgwwRq__KVK_NuiHVel4AaABAg","content_type":"comment","title":null,"body_preview":"I’ve done this before and it really works.\nIt’s pretty crazy.","author":"@WorldsWorstBoy","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"238c0de1-1b6d-4ecc-8fdf-2c18b4bb7bd8","source":"youtube","source_id":"Ugzs7YsfYW8kAF5PxKB4AaABAg","content_type":"comment","title":null,"body_preview":"Zack showed skyward sword so automatically Zack your a real one","author":"@aydenmattinson726","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"ef018cc7-84db-4091-b8b4-ea661088e2b7","source":"youtube","source_id":"UgzTzfh0kPJ6nSWed3l4AaABAg","content_type":"comment","title":null,"body_preview":"My ass would have bought tiny ir bulb and turned it on","author":"@super_fast_penguin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"62663433-47f3-4886-8871-e818bb65c58b","source":"youtube","source_id":"UgxP0HLGNXQPjWPuXfJ4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah my brother Jason figured this out a long time ago","author":"@matthewroyer1561","classification":"human_created","confidence":0.7,"indicators":["self_reference","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"e443871f-e52e-40ee-9d56-b50e1370dbb7","source":"youtube","source_id":"UgycSD6QaK0nTJBUb_p4AaABAg","content_type":"comment","title":null,"body_preview":"Poof melted his tv screen doing this, didn’t he???","author":"@birchythegoob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"f1140b21-f58d-4aeb-987f-479f174a591f","source":"youtube","source_id":"UgxyxUwOCa3A_K03k0p4AaABAg","content_type":"comment","title":null,"body_preview":"Is Zack a skyward sword fan?! Also what's the beef with bike girl?","author":"@dailydoseoftruth4743","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"01f7f81b-c09e-4343-9d91-daba94fecca2","source":"youtube","source_id":"Ugy3c1s6XpT-BY4EfGR4AaABAg","content_type":"comment","title":null,"body_preview":"There was a magnet in my room, so my little brother had to put it in a bin. My little brother is a saviour.","author":"@MaddieMaxwell-m8lslokkze","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"87b070c5-5b4c-471e-918e-b319ed01e7dc","source":"youtube","source_id":"UgyEueCtgIm1Sbl383R4AaABAg","content_type":"comment","title":null,"body_preview":"And thus we summon a fiery demon from the depths of the underworld","author":"@parrotx1-95","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"d71e1116-2cec-4651-9ec1-798014dea91d","source":"youtube","source_id":"UgzVurmpgry32IN70yZ4AaABAg","content_type":"comment","title":null,"body_preview":"I don't think I ever used the sensor bar for my Wii to use the pointer","author":"@TreAL-db5cn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"955a2164-c344-438c-87c0-401ed00697b7","source":"youtube","source_id":"UgzrNKkHm9_Lb51VpZh4AaABAg","content_type":"comment","title":null,"body_preview":"Umm the voice does it sound like Zack D films more like Sambucha","author":"@AdilynSanders","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"077dfe64-a149-4e3f-bd9c-c5bf6f78022f","source":"youtube","source_id":"Ugxb1-s2iZji1HCyH694AaABAg","content_type":"comment","title":null,"body_preview":"The voice doesn't sound right....I know for a fact this isn't Zack","author":"@N0tey_Sc0tt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"20cb0836-84c0-461f-a866-4a59a02a0734","source":"youtube","source_id":"UgySjFbdD9FrQwwauON4AaABAg","content_type":"comment","title":null,"body_preview":"i remember bicycle girl scourge of the land temple in skyward sword","author":"@naviellara503","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"7501dc0b-6463-4c76-a091-7ad16d402fd7","source":"youtube","source_id":"UgwzRqsIvWTpH25Euxx4AaABAg","content_type":"comment","title":null,"body_preview":"How does actually work though..\n\nThe difference between the sensor bar and the candles is...well, the candles aren't plugged into the back of the Wii...like the sensor bar.","author":"@Zightary","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Yqs0BjH3YCs"},{"id":"ec572c6b-fefa-4d71-a2f4-06551d5de1d2","source":"youtube","source_id":"UgzjhKQOoGG1A-lUvP94AaABAg","content_type":"comment","title":null,"body_preview":"u get to play wolverine fake 144p 10fps broadcasted from a ps5 that u still bought and own yay rip sony","author":"@Dupylo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"7995709e-9885-4bc4-8d24-4df11e092ce5","source":"youtube","source_id":"UgyHWbmXMZ2l9z1RB8J4AaABAg","content_type":"comment","title":null,"body_preview":"Sony has really messed up because now people are saying okay you wanna take our rights to own games away then we'll find another way to play your games and you just won't make any money. 🤣🤣🤣","author":"@MetalAFBoi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"a6c3dcce-0075-4ac2-9dbb-9cd9f4999638","source":"youtube","source_id":"UgzuT0uNI97UlPTDi6R4AaABAg","content_type":"comment","title":null,"body_preview":"Yea I’m going to Xbox next gen, I’ve had every PlayStation. PS1, PS2 (slim and fatboy), several ps3’s and ps4’s and a ps5","author":"@LoyleBogan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"ef70ece6-58ff-4deb-8168-e3112f4e08b2","source":"youtube","source_id":"UgwJjLWlsKKrJGUg5dB4AaABAg","content_type":"comment","title":null,"body_preview":"They wanted digital. They got it. \nI hope damage control is a fucking nightmare for them","author":"@oFYSCHial","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"0a11b81a-40fe-4e34-826e-6a0d5851617a","source":"youtube","source_id":"UgxHlizSL-Za0yWgkTl4AaABAg","content_type":"comment","title":null,"body_preview":"so glad people are remembering that companies shouldn't be the ones telling us what to do.","author":"@walmartbargainbin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"f8b04111-7cc3-43ad-a4b1-063097263214","source":"youtube","source_id":"UgyTwwhTuc7Pp3eIvXp4AaABAg","content_type":"comment","title":null,"body_preview":"The ps5 running on an Xbox is fake. Its an xbox controller connected to a pc running an emulator. The xbox osnt connected just on","author":"@doodoo66","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"c0160a57-a62c-4af4-a933-e9c15ec8fec2","source":"youtube","source_id":"UgxyFRLPIPddD9j2i7J4AaABAg","content_type":"comment","title":null,"body_preview":"Sony choose to make game digital, players responded by making the console digital 😂","author":"@simeonsurfer5868","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"bf45cb40-5b97-47bc-852c-b47c97df35ad","source":"youtube","source_id":"UgzPQpkVMubZpiBqrtl4AaABAg","content_type":"comment","title":null,"body_preview":"Grew up on Playstation and im sad to see this happen but they brought it on themselves im just glad I got a pc before they went to shit","author":"@EsLoQueEs-8p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"0ef2c74d-91ff-4a3d-a5e2-bfa0108eed1c","source":"youtube","source_id":"UgwLm-OoxQ1HcWkov5h4AaABAg","content_type":"comment","title":null,"body_preview":"If purchase isn't ownership then development isn't creation","author":"@nicholascurry5515","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"4ad4bac1-cfc1-4e8e-8828-67dbecdc4a7e","source":"youtube","source_id":"Ugy_LGlwt26wkVl2voF4AaABAg","content_type":"comment","title":null,"body_preview":"By the this shit is progressing and even playstation fully goes digital. The ps6 will be emulated in 3 years of it's lifecycle minimum.","author":"@Tekking-K7l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"cf0df9d8-dfd7-4f7d-ae43-9b44a696f595","source":"youtube","source_id":"UgzLaMa1Si51XnF7Hjx4AaABAg","content_type":"comment","title":null,"body_preview":"I'm all for it, Sony had that shit coming a while ago for treating their costumers like trash","author":"@BelugaTactica-r6x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"52fc6b7e-7a13-4f25-868e-40d5ebfeeb68","source":"youtube","source_id":"Ugwre7bsUwpcWfWiMBN4AaABAg","content_type":"comment","title":null,"body_preview":"It shows me Gta6 is a possible flop and they can't afford making them disc's","author":"@lippydalips4537","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"d5f9b7ef-20d8-4826-8c15-b7676cca0323","source":"youtube","source_id":"UgxFUJnDjJe6n58fpvp4AaABAg","content_type":"comment","title":null,"body_preview":"Why didn't we react like this sooner ? We could've saved so much money 😂","author":"@MRG_Boss","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"c483a179-1385-4038-970e-6ef317d6063a","source":"youtube","source_id":"UgyqI571ChtLgxzrFIN4AaABAg","content_type":"comment","title":null,"body_preview":"They really think they can stop gamers and hackers from breaking into their systems if they didn’t actually want or have the motive to do so? They are sorely mistaken","author":"@a762s","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"9f0b9bee-78c0-40fe-900a-6c5e0f0a0b8a","source":"youtube","source_id":"Ugy89vyOEjYIzKs4q3l4AaABAg","content_type":"comment","title":null,"body_preview":"It’s not like Sony picked a bad time.\n\nTheir actions alone or what cause this.\n\nIt’s just that old adage: necessity is the mother of invention.\n\nThis is basically gamers fighting back on what Sony wan","author":"@Nazo-kage","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"8b2b7be0-2684-4a22-b757-83fcfe5b0eb0","source":"youtube","source_id":"Ugzt8GKg5dpT79Z2BI54AaABAg","content_type":"comment","title":null,"body_preview":"It’s completely their fault they could have easily avoided this","author":"@slenderguy2342","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"e7626167-35f4-4de0-b8cb-ef9dc0cfcd84","source":"youtube","source_id":"UgwUEL4BT7jNa36NQSB4AaABAg","content_type":"comment","title":null,"body_preview":"Are we just gonna ignore that in the little clip of a disc inserting into the ps5 they put it in the wrong way ?","author":"@foxclone1122","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"1e2e2ec2-6ccb-4b17-8f81-febfad22b611","source":"youtube","source_id":"UgzuDves5JwWAo7i6CN4AaABAg","content_type":"comment","title":null,"body_preview":"Sweet where can I get it asking for a friend who’s mom wants to know, if you catch my drift.","author":"@joepoop724","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"be1502f2-dc24-47ba-a42e-ae32c5866421","source":"youtube","source_id":"UgyrbEknN-ToLtPBDgl4AaABAg","content_type":"comment","title":null,"body_preview":"Been a sony fan all my life. Car stereo, cell phones, home av recovers, tvs every console and hand helds. F SONY. I will never buy anything sony ever again. If buying isn't owning, piracy isnt stealin","author":"@jchr4381","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"993bdce1-8019-4985-aedd-ababe25ef732","source":"youtube","source_id":"Ugy-PT7nLo1oYrmTFgh4AaABAg","content_type":"comment","title":null,"body_preview":"Well we dont own are games so we are just borrowing","author":"@chillzl.a7293","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"0410cb61-9295-4665-953d-4f4022c114d1","source":"youtube","source_id":"Ugw3ylcz5OflwOGLWIx4AaABAg","content_type":"comment","title":null,"body_preview":"Sony: We're going Digital.\n\nPirates and Emulator Devs: Same.","author":"@ninjaknight6715","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"6a6fc9d3-4d18-43c0-ad42-bc5e0700c7f6","source":"youtube","source_id":"UgxqwRrONBVxcXr5azd4AaABAg","content_type":"comment","title":null,"body_preview":"I sold my ps5, upgraded my graphics card and bought a Series X. Sony’s soul is dead","author":"@tristov6649","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"cb4b78c0-8153-41d0-8031-39d9048d13fb","source":"youtube","source_id":"LDPKbvZw2aA","content_type":"post","title":"Hackers Have Fully Broke The PS5 😭😭","body_preview":"Hackers Have Fully Broke The PS5 😭😭\n\nsubscribeskiiii","author":"Jorski","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.25201052133870966,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LDPKbvZw2aA"},{"id":"11f29ce4-09ea-4301-bced-cd7f533bb164","source":"youtube","source_id":"UgxZbm75CeHTx_9crkt4AaABAg","content_type":"comment","title":null,"body_preview":"Ngl they're much better and WAY cheaper than the iphone. Except when it comes to the processor and camera, then Apple always wins.","author":"@QWR1O8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"811e24b3-5b52-4a34-9fee-e9b23807cf9b","source":"youtube","source_id":"UgxWUue9gae4JtAM8Cx4AaABAg","content_type":"comment","title":null,"body_preview":"It’s better hardware wise, but the software has problems, especially in compatibility. Check out mrwhosstheboss for more information","author":"@OrangeTiger21","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","human_indicator_niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"3069c08d-e4d6-4371-a76c-9adc70f8d482","source":"youtube","source_id":"Ugz9RrAnspF--bg5p814AaABAg","content_type":"comment","title":null,"body_preview":"So Xiaomi has been releasing fold phones for a while, and from what I saw they released in September. So I think Apple is the one copying.","author":"@kephas-media","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"06307d7d-f6f0-4d0c-a19d-e9873a8ba5bf","source":"youtube","source_id":"UgyeJnSUArfBBNr_gi94AaABAg","content_type":"comment","title":null,"body_preview":"Raising awareness about what happened at Cornell. A woman was sexually assaulted by 7 men in over 7 hours, while a group chat that included 57 fraternity members messages about her were shared in the ","author":"@LeeMambaRants","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"5b20d38b-8ff2-40cb-89c2-ac96ae5d8695","source":"youtube","source_id":"UgwI2c_VJVOp2dMjqAd4AaABAg","content_type":"comment","title":null,"body_preview":"I swear that you are paid to make these videos, these are hidden sponsorships","author":"@ogorkiiscool","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"8c2dc925-2d02-413d-92bd-02de91a9004e","source":"youtube","source_id":"UgxRdSnSBkeFfHRz6KF4AaABAg","content_type":"comment","title":null,"body_preview":"go buy it, The better time to buy these flip phones are five years in the future or wait for a better tech. \n\nonly buy this if you have a disposable income. the reliability isn't of top quality, GO BU","author":"@zerofiveg9623","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","false_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"5b4c48c0-b017-4b26-aaef-23b64d10f771","source":"youtube","source_id":"UgyWjN_gcLcHRI3VI4x4AaABAg","content_type":"comment","title":null,"body_preview":"Not hard to be better than asspple😅 but yeah there are a ton of good tech companies from east Asia.","author":"@eiryukun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"e66db30f-924f-4be4-81ab-0ee5b050fd6a","source":"youtube","source_id":"Ugx9lcAuZbR_mCXjazJ4AaABAg","content_type":"comment","title":null,"body_preview":"They also make pretty neat cars too oddly enough. Credit where its due","author":"@Sayitwityachest","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"3fb3416b-c979-4b17-b553-4a821b41e3ee","source":"youtube","source_id":"Ugw0K3Nk1ZJ6knUwV414AaABAg","content_type":"comment","title":null,"body_preview":"Wow. The iphone made in china gets immediately copied by china. I am so surprised. Can you see my eye roll?","author":"@raylanty7070","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"8100ba20-1d99-45a3-8dc3-27f9abe6cad6","source":"youtube","source_id":"UgwnR74TpjlUZH48pWh4AaABAg","content_type":"comment","title":null,"body_preview":"if only xiaomi remove all the bloatware they'll be golden","author":"@airquote-x5s","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"d52c4cc3-1ac4-4cac-a513-7f96ac9d2800","source":"youtube","source_id":"UgxCqFEErrcvrbJqgD94AaABAg","content_type":"comment","title":null,"body_preview":"It’s almost like they know everything about assembling these products","author":"@lackinthebox","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"62c2387c-5bfd-4418-a58c-a80e26125803","source":"youtube","source_id":"UgxS4ZRaFyPZMtiOGiB4AaABAg","content_type":"comment","title":null,"body_preview":"It's worse on most ends, packed with spyware, and if you buy a domestic version you're buying a lower quality one","author":"@JohnJohnnyJohnsontheThird","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"40e80a86-7db6-4a45-a8de-08aaf8f20fc6","source":"youtube","source_id":"UgwcLAFosZcLTWgCzYN4AaABAg","content_type":"comment","title":null,"body_preview":"How the F can you even call it Giaomi/Jiaomi dawg :D","author":"@thobik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"7d3cbcb3-2946-49a6-97b1-85b574ccec91","source":"youtube","source_id":"Ugw-qEHJu6gYYQKB0eh4AaABAg","content_type":"comment","title":null,"body_preview":"Whats with this guy suddenly glazing Chinese products?","author":"@greasypablo1315","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"db4af9b9-5641-46fc-882b-4d12530a8d0b","source":"youtube","source_id":"UgziIG6kLtEXcNXik3d4AaABAg","content_type":"comment","title":null,"body_preview":"actually yes it has more features then any android phone nowadays and they have doing it from the start but the main problem is damage issue it is more damage prone like it would easily shatter if it ","author":"@pradipkumarpanda6449","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_anecdote","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"daaa7146-c63b-4397-9fca-a0b86fefb834","source":"youtube","source_id":"UgzFnkHt-MHyCYD5LCd4AaABAg","content_type":"comment","title":null,"body_preview":"Trust me, you don't want a Xiomi, they are crap lately.  Used to be good a few years ago.  Now, it is trash.","author":"@drflat9223","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"2ea01a9a-ef8c-4d07-8265-fb701469f202","source":"youtube","source_id":"Ugxjc-N00_S6HQZfJSB4AaABAg","content_type":"comment","title":null,"body_preview":"It's not more powerful, the A20 Pro is the most powerful mobile chip on Earth besides Apple's own M chips. Typical android disinformation campaign to win an argument.","author":"@Incidental104","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"4cc5c1b1-abc7-4c2b-87a3-e5b2389f9f53","source":"youtube","source_id":"UgxOP5cRk_nunaxotQp4AaABAg","content_type":"comment","title":null,"body_preview":"\"so theres a chinese company out there called xiaomi\" \nHes talking like its a tiny unknown company","author":"@mystic_flour_cookie735","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"f2f1027e-5e0f-4ac1-9a08-eeb4ff459cbb","source":"youtube","source_id":"UgzTjenFQdYBwYcJgWt4AaABAg","content_type":"comment","title":null,"body_preview":"I got my Xiaomi Vacuum on Mexico... reverse Capitalism... ha ha 😂","author":"@Inner2000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"f82a0554-9df4-482f-84ab-da4f8a6c2b10","source":"youtube","source_id":"_1R5FKG_MC0","content_type":"post","title":"China made a better iPhone Duo 😭","body_preview":"📸 follow me on instagram if you wanna keep up :) https://instagram.com/casterline","author":"John Casterline","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.15604666680004323,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_1R5FKG_MC0"},{"id":"c649ee61-c5a1-43b4-83f3-edbc938bcd47","source":"youtube","source_id":"UgwVl-_J-Idj8vQiSBp4AaABAg","content_type":"comment","title":null,"body_preview":"So. I was running integrated graphics, then I got a gpu. Today it decided it wanted to implode. Now I’ve gotta save up for a year to replace it LOL","author":"@Shadylurker2.0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"63411c3c-b79f-4566-926d-490e3459fb50","source":"youtube","source_id":"UgyzNxXCNhzKVJxL01x4AaABAg","content_type":"comment","title":null,"body_preview":"If this comment gets 10k likes cater you have to get me a pc","author":"@Cayden4589","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"2bda98a4-166b-4027-8efa-d7f4441bffe6","source":"youtube","source_id":"UgyyyIM_NnC2CuyGZbZ4AaABAg","content_type":"comment","title":null,"body_preview":"Carter I need a pc my brother keeps taking the ps5 controller","author":"@Jacobsgames123","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.7273809523809524,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"49dccd1b-1ce8-4a64-ac7b-af42500108b8","source":"youtube","source_id":"UgxlKo-ME9scC9jU5bJ4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t want a computer Carter. I just want a new quiet keyboard. The best one you have.","author":"@vduber03","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"2eaaf8e7-477c-42b6-9a7c-894e298ca714","source":"youtube","source_id":"UgzG0btB0PJRBpDc3j14AaABAg","content_type":"comment","title":null,"body_preview":"Day 15 of asking for a pc because I’m on a laptop and run 13fps on rust I just want 120","author":"@rockwell1218","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"6b48029e-017f-43fc-8d78-82e52cd8c0bf","source":"youtube","source_id":"Ugx7H76a_NXxSqNPMfl4AaABAg","content_type":"comment","title":null,"body_preview":"Um hi Carter I love your videos I don’t have console can I have a play staition so I can play college football with my friends if you can’t I understand if you could just respond in would make me day ","author":"@Drew747iscool","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"6e56d03e-5c44-4cd3-ba05-aae471adeea4","source":"youtube","source_id":"UgzL9y1ZsvAO0S5cBol4AaABAg","content_type":"comment","title":null,"body_preview":"I stiill on intell 4000 in 2027 and working with blender 2","author":"@doughtking01911","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"a9ffbd0b-ddbe-479e-978e-fcb7066a2aaf","source":"youtube","source_id":"Ugwc8WY3L8jfN52v1g14AaABAg","content_type":"comment","title":null,"body_preview":"Dude's definitely getting a 5090 🥀\nWelp, let's drain Carter's bank account","author":"@Ultimate_AceRacer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"134a976b-096a-4b55-bc70-8da9ab6ae2bd","source":"youtube","source_id":"UgzvuspoJJQuTECVR-54AaABAg","content_type":"comment","title":null,"body_preview":"Computer protective services agent RME reporting for duty sir!","author":"@rickym88","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"64ffafad-e296-47a9-9755-c0a4a5cd6acf","source":"youtube","source_id":"O9VoG4cSkaY","content_type":"post","title":"How does a computer get that dusty?? 4K_Steak","body_preview":"How does a computer get that dusty?? 4K_Steak\n\n#carterpcs #tech #gaming","author":"CarterPCs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O9VoG4cSkaY"},{"id":"54e27321-a0c1-4f31-8aeb-cce8961b8266","source":"youtube","source_id":"UgznMuxKAccoBOifNl54AaABAg","content_type":"comment","title":null,"body_preview":"You know you can just weight 1 bean and then weigh the whole thing and do some math and get a close number","author":"@NabiL_Lam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"d4f2d911-06b8-4b2b-961b-a86288514d18","source":"youtube","source_id":"UgwZcWFFlKmL_jGe9RF4AaABAg","content_type":"comment","title":null,"body_preview":"Gemini it is an offside, bit my decision is goal. Congrats 👏 Gemini.","author":"@AxmedMuqtaar-c3v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"2a811b5f-7a2d-44de-82dd-ce7ea0be049d","source":"youtube","source_id":"Ugy6voQE6yTfiTKpmzZ4AaABAg","content_type":"comment","title":null,"body_preview":"2160 multiplicando la cantidad de jelly beans que tiene de alto, largo y ancho","author":"@LaCrayolaWhite","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"709cf984-1919-4f08-9e1b-fd71e25df710","source":"youtube","source_id":"UgxsRasR1NLhehp7R9V4AaABAg","content_type":"comment","title":null,"body_preview":"I calculated that and i got 2160 im better than Ai","author":"@lamosaurus4116","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"17a2b879-bb45-4253-95ea-7d2d2a45a83e","source":"youtube","source_id":"UgyRZJIYHjldTVKzA2h4AaABAg","content_type":"comment","title":null,"body_preview":"This so funny and just proves ai cannot be trusted at all.","author":"@aligordon100","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"cfceea97-01e5-49c3-87bb-885d00dd75fe","source":"youtube","source_id":"UgzsuCWqpTBm5UYSg2t4AaABAg","content_type":"comment","title":null,"body_preview":"Nah Siri won, 20 hundred could totally be several hundred","author":"@Killacrow2318","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"b17f9837-6640-4db3-a398-4c988ad9a3f8","source":"youtube","source_id":"UgxfKgS5_QXWKtYz6QB4AaABAg","content_type":"comment","title":null,"body_preview":"ridiculous to have wasted precious resources to perform this nonsensical task","author":"@aravindkrishnan1722","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"094de5a0-b161-41f2-85f4-b90fd8335d14","source":"youtube","source_id":"UgyufE4CPin-Jq-j8g14AaABAg","content_type":"comment","title":null,"body_preview":"It looked like you clicked new photo for every ai. Maybe the answer varied so much because of the angle.","author":"@Ushi123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"a4fca749-614e-4a8a-8bce-d206897c0e23","source":"youtube","source_id":"UgwZR1YPC40Kkdmwlod4AaABAg","content_type":"comment","title":null,"body_preview":"The response is based on your prompt. You need to tell ai the size of jar (volume, size of opening, max width of bottom, height to the neck, size of the neck), size of one jelly with circumference and","author":"@FG-ny1rr","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"81a4fe0e-2116-45ff-9488-5c5ed718e6e0","source":"youtube","source_id":"Ugz1SEb1eIqyxGnSOxd4AaABAg","content_type":"comment","title":null,"body_preview":"Give it dimensions of the jar and dimensions of the bean and it will be spot on","author":"@michaelbarone3687","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies_vs_over_explanation"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"eee917ae-06a1-4b78-9ea1-e4b5e8b6a649","source":"youtube","source_id":"UgymuT7yafH3Fiofk-94AaABAg","content_type":"comment","title":null,"body_preview":"Gemini is by far the worst. It's actually going in reverse gear","author":"@ids9717","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"8f760b2b-d656-4ec6-8d7c-525cf6830b06","source":"youtube","source_id":"UgxmGZCc4fyq_oPXkyd4AaABAg","content_type":"comment","title":null,"body_preview":"Bro Gemini don’t win. It was off. Only you were right. 😂","author":"@americanpatriot7702","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"3285e7d8-7402-42b2-82e6-3e98d99e2643","source":"youtube","source_id":"UgxjdJpb5cGi12OTQvV4AaABAg","content_type":"comment","title":null,"body_preview":"AIs are smart but idk what's issue with them. Today, I was using Gemini for some codes and although I typed exactly what it said, when I showed it to him it said add capital \"W\" even though capital W ","author":"@lazyhazyhead","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","mixed_signals_human_leaning"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"07331f75-891e-46dc-9e37-37eef0f1458c","source":"youtube","source_id":"UgwoaDfGfK3xE-jl-Dl4AaABAg","content_type":"comment","title":null,"body_preview":"I paused it and did the mark rober trick and was only 111 off 😂 wow it does work","author":"@jeremywest-d8e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"e6f515f4-881c-4a52-872c-c5fa46adebea","source":"youtube","source_id":"UgzArromTOQJBy_CO214AaABAg","content_type":"comment","title":null,"body_preview":"You have to give the AI the size of the bottle and size of jelly beans to let it guess the closest total number","author":"@mugdavey","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"da8ba90a-7f4e-4490-aba4-be07e6f199c1","source":"youtube","source_id":"UgyhkKsgBnpwkFBuNEx4AaABAg","content_type":"comment","title":null,"body_preview":"You should have added pics of all 4 sides and the mesaurement of the jar as well. It would have gotten close","author":"@abhimannyucc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"73e4e81e-db87-491e-833d-e26e106296e2","source":"youtube","source_id":"1xI_lsZ4sxI","content_type":"post","title":"Which AI is smartest?","body_preview":"For my tech hot takes: http://twitter.com/Mrwhosetheboss\nFor my Personal Posts: http://instagram.com/mrwhosetheboss\nFor quick tech videos: https://www.tiktok.com/@mrwhosetheboss\nDoes anyone still use ","author":"Mrwhosetheboss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Oct 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1xI_lsZ4sxI"},{"id":"2e54372a-aa3e-47e5-ac12-5b6a61e7af5b","source":"bluesky","source_id":"bsky:3mx3iikwuht2a","content_type":"post","title":null,"body_preview":"The Nobel Prize in physiology or medicine will be announced Monday. https://to.pbs.org/47xrLYT","author":"pbsnews.org","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.3512219898334969,"content_class":"organizational_syndication","collected_at":"Sun Oct 04 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/pbsnews.org/post/3mx3iikwuht2a"},{"id":"3cd133b8-7627-4042-a096-9fbd27cac88f","source":"bluesky","source_id":"bsky:3mx3iioxukk2r","content_type":"post","title":null,"body_preview":"'Translucent, Silvery Dawn' (2026) -- Loon Pond, Acton, ME\n\n#Stunday ✨ #BlueSkyMonday ✨ #PaintByWords ✨ #TidesOutTuesday ✨ #Scape ✨ #ForestFriday ✨ #BWFri ✨\n\n#BlackAndWhite #Monochrome\n#ClassicMono #E","author":"jaycee-visionlogic.eurosky.social","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.20402287673883715,"content_class":null,"collected_at":"Sun Oct 04 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/jaycee-visionlogic.eurosky.social/post/3mx3iioxukk2r"},{"id":"75bd9a1e-a4eb-4182-9ec9-e35af85ba1aa","source":"bluesky","source_id":"bsky:3mx3iiqbbv725","content_type":"post","title":null,"body_preview":"// CW: #vore! //\n\nDay 04 is Exchange!\n\nVero picked up the pred badge for the con, but he's having second thoughts after seeing Garret's belly...\n\nGarret is (c) @redbar.hyper.wang1\nVero is (c) @veroapr","author":"fuzzyremi.bsky.social","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Oct 04 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/fuzzyremi.bsky.social/post/3mx3iiqbbv725"},{"id":"7486a83d-a73a-450d-9743-0269f207ae8c","source":"bluesky","source_id":"bsky:3mx3iiycvvc2f","content_type":"post","title":null,"body_preview":"After that initial warning last month, concern among officials across Europe surged. 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I'll re-install IRIX on it soon.\n\nBut the Alpha has the SRM console firmwar","author":"thejpster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@thejpster/117379155159689180"},{"id":"467d0ae4-6837-4e9d-945b-21ddb16ae160","source":"mastodon","source_id":"hachyderm.io:117379167724468781","content_type":"post","title":null,"body_preview":"The next step beyond RAG may be systems that can retain and build on knowledge. Miodrag Cekikj breaks down a practical architecture using Microsoft Foundry, Azure AI Search, Cosmos DB, and FastAPI. \n\n","author":"towardsdatascience","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","absence_of_ai_signals","specific_topic_summary"],"bot_score":0.4161668002417096,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@towardsdatascience/117379167724468781"},{"id":"d9b68c70-ea36-4a7b-a06d-bfd36d1d6d1d","source":"mastodon","source_id":"hachyderm.io:117379172821360764","content_type":"post","title":null,"body_preview":"I saw a post about Ms. Rachel being from some other media that people recognized her from. I've been living under a rock so I don't know who Ms. Rachel is nor where other people know her from.\n\nSo I'm","author":"brianchau","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@brianchau/117379172821360764"},{"id":"a614a352-7aff-4e11-8175-a98fff837811","source":"mastodon","source_id":"hachyderm.io:117379222587743749","content_type":"post","title":null,"body_preview":"Went to the local annual event we call “Johnny Appleseed Days” here in town. It was 94°F so that sucked. What stood out most was the abundance of AI slop in signs and T-shirts. I really hope this bubb","author":"devlord","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.2973863094207872,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@devlord/117379222587743749"},{"id":"54c72b77-9743-49ed-b765-75c875130d34","source":"mastodon","source_id":"hachyderm.io:117379294488590751","content_type":"post","title":null,"body_preview":"I decided to get a smoothie at a place nearby with an odd name. It turned out it was just an Herbalife front","author":"gemini6ice","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","natural_digressions","terse_replies"],"bot_score":0.3833729083321666,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@gemini6ice/117379294488590751"},{"id":"a3e87228-fb64-4897-8fd4-67ea95176579","source":"mastodon","source_id":"hachyderm.io:117379303858182003","content_type":"post","title":null,"body_preview":"Getting negative comments on a Stack Overflow answer that's old enough to vote. 🤔","author":"lizardbill","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@lizardbill/117379303858182003"},{"id":"a90d23da-8527-4f9a-be08-bbbe0ba68e05","source":"mastodon","source_id":"hachyderm.io:117379324769777877","content_type":"post","title":null,"body_preview":"Looks like @Mastodon dot Social just jumped from 265K Active Users yesterday to 271K Active Users just now\n\nWell, it is the weekend\n\nAnd yeah, \"Open Signups\"\n\nHang onto your hats...\n\nHere (click \"Acti","author":"FinchHaven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@FinchHaven/117379324769777877"},{"id":"b65d60d6-8e28-4786-864a-c5c765ffc05e","source":"mastodon","source_id":"hachyderm.io:117379327268578854","content_type":"post","title":null,"body_preview":"holy crap no wonder my turntable didn't sound right\n\nmy tracking force was 2x what it was supposed to be\n\nthat's what I get for not adjusting it after moving","author":"robdaemon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.40024097592668356,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@robdaemon/117379327268578854"},{"id":"20931821-7e5c-4eaa-a63d-05857f9b7298","source":"mastodon","source_id":"hachyderm.io:117379329640862904","content_type":"post","title":null,"body_preview":"RE: https://mastodon.design/@rafa/117377248192476909\n\nI don’t even like Star Wars but this is fantastic","author":"fantinel","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@fantinel/117379329640862904"},{"id":"2b063a0e-e0ba-455c-b877-7c5a73c5b63a","source":"mastodon","source_id":"hachyderm.io:117379336557600208","content_type":"post","title":null,"body_preview":"#WritersCoffeeClub 2. Do you have plans for your next work yet?\n\nVery yes: a brilliant (if difficult) solution to a problem I've written about needs to be inserted into the article. If page layout has","author":"davecb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@davecb/117379336557600208"},{"id":"60d664a5-126d-4e98-8e00-5756bf6cbf4f","source":"mastodon","source_id":"hachyderm.io:117379343157568175","content_type":"post","title":null,"body_preview":"I'm at the Portland Greek Festival which is like 90% food, 5% music, and 5% standing in line.\n\nWell worth it. It's excellent!","author":"e_nomem","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@e_nomem/117379343157568175"},{"id":"ba034206-ae85-4433-95be-d0a9a468a386","source":"mastodon","source_id":"hachyderm.io:117379350942037483","content_type":"post","title":null,"body_preview":"What's the right way to generate a floating-point number representing a sample of a uniformly random variable in the range [0,1]?\n\nYou might think: choose the exponent to be 2⁻¹ with probability 1/2, ","author":"simontatham","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinion","niche_expertise"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@simontatham/117379350942037483"},{"id":"dd90b3fd-5948-4f0d-a506-02c3d6444d23","source":"mastodon","source_id":"hachyderm.io:117379360627242743","content_type":"post","title":null,"body_preview":"There is a space marked 'Greek Dancing Stage' where people were just generally hanging out. The DJ started playing music and the place just instantly emptied out 😂","author":"e_nomem","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@e_nomem/117379360627242743"},{"id":"f4fb1cfa-b441-4587-a1b1-f8e114b4006f","source":"mastodon","source_id":"hachyderm.io:117379388456948950","content_type":"post","title":null,"body_preview":"You can implement this procedure by only a small change to the obvious technique. Choose a starting exponent in the way I suggested; then choose a random mantissa, but invent one _more_ bit than you n","author":"simontatham","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@simontatham/117379388456948950"},{"id":"c95f70b5-414f-4fe3-83f4-4caa13c13128","source":"mastodon","source_id":"hachyderm.io:117379389075020223","content_type":"post","title":null,"body_preview":"🎶  My heart skips around \nWhen I hear the sound \nI'm never alone cause you're following me home \nI'm falling in love, my Walkman and me \nWith David Bowie, yeah \nYou betcha!\n\nVeruca Salt - With David B","author":"tankgrrl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","cultural_references"],"bot_score":0.3074243072341904,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tankgrrl/117379389075020223"},{"id":"72c76a9d-9b2d-4073-bcca-f52ae30a46c4","source":"mastodon","source_id":"hachyderm.io:117379404720020291","content_type":"post","title":null,"body_preview":"Judith Butler's chapter on UK terfs in 'Who's Afraid of Gender' is disturbingly credulous. When it was written, the poster terfs were largely part of the feminist establishment, in that they had been ","author":"celesteh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.39379660405172,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@celesteh/117379404720020291"},{"id":"9b3b29e8-925d-4089-a826-acc81bd5c56d","source":"mastodon","source_id":"hachyderm.io:117379417057554645","content_type":"post","title":null,"body_preview":"Inktober has inspired me to start drawing comics again, although I plan to put no pressure on myself and ignore any prompts.\n\n#inktober #inktober2026","author":"jvschrag","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jvschrag/117379417057554645"},{"id":"631ccbd8-b49e-49da-bb4e-a636e7d0a716","source":"mastodon","source_id":"hachyderm.io:117379426425270392","content_type":"post","title":null,"body_preview":"My computer smells like burnt motor windings!!!!! Aaaaaaaa!!!!!!","author":"leighleighleigh","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@leighleighleigh/117379426425270392"},{"id":"c21a613a-1c77-4694-b014-ca543d814fc0","source":"mastodon","source_id":"hachyderm.io:117379433990167955","content_type":"post","title":null,"body_preview":"Todas as mesas nesse país estão bambas, não peguei uma estável, e todo gringo parece estar a um dia de virar doidinho de bairro","author":"visualglitch91","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@visualglitch91/117379433990167955"},{"id":"959bc109-9a92-4e3d-8622-c0cfd25c7f30","source":"mastodon","source_id":"hachyderm.io:117379434572114076","content_type":"post","title":null,"body_preview":"New song ! Nouvelle chanson !\n\nAngine dde Poitrine - Zugzegk \nhttps://www.youtube.com/watch?v=38rvtcwhuw4","author":"tankgrrl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3074243072341904,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tankgrrl/117379434572114076"},{"id":"87e890ce-28bd-4f94-a09b-b02181f5fcd3","source":"mastodon","source_id":"hachyderm.io:117379440199202594","content_type":"post","title":null,"body_preview":"RE: https://mastodon.gamedev.place/@zarfeblong/117378641661745953\n\nThis is why we should never have allowed the government to say \"we will be blocking internet content from children\"\n\nFor now it is po","author":"jadedarko","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression","cultural_references"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jadedarko/117379440199202594"},{"id":"93012039-8044-4a57-9071-20bdc5a08c54","source":"mastodon","source_id":"hachyderm.io:117379440345412702","content_type":"post","title":null,"body_preview":"Every time I update my resume, I feel like I’m celebrating my greatest hits and also, retraumatizing myself. \n\nWhat whiplash. I’m awesome and also never enough. Makes no sense, time to drown the impos","author":"astroPug","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@astroPug/117379440345412702"},{"id":"519347e0-20cb-43fc-a540-b3dc316fec6d","source":"mastodon","source_id":"hachyderm.io:117379457564289006","content_type":"post","title":null,"body_preview":"Hey #fediverse users. How does Mastodon work? Why in the #ivory client can I reach the end of my feed and can’t see older posts? Should I be using another client?","author":"jv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_question"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jv/117379457564289006"},{"id":"e92e2c72-ed35-4e49-b723-f09e7feafe04","source":"mastodon","source_id":"hachyderm.io:117379457777807523","content_type":"post","title":null,"body_preview":"Honestly insane that even macOS abides by this, it's like living in the arbitrarily and overly censored version of the web we had to use when I was in school. Something useful got accidentally and inc","author":"jadedarko","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jadedarko/117379457777807523"},{"id":"af9f6ee5-32d3-48fd-b23a-04828a8c78b6","source":"mastodon","source_id":"infosec.exchange:117379283670536003","content_type":"post","title":null,"body_preview":"WiFi Shuriken is back in stock! https://shop.se.gfau.lt","author":"CoD_Segfault","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@CoD_Segfault/117379283670536003"},{"id":"a2778048-4afa-4e21-b201-1df82f1ea7f2","source":"mastodon","source_id":"infosec.exchange:117379302111114308","content_type":"post","title":null,"body_preview":"Discover the latest Tesla Q3 2026 deliveries report. The automaker successfully produced over 464,000 electric vehicles and deployed 13.7 GWh of energy storage.\n\n#Tesla #ElectricVehicles #Q3Deliveries","author":"DailyCyberSecurity","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@DailyCyberSecurity/117379302111114308"},{"id":"1422f580-2be8-4417-9567-2899ce1263a7","source":"mastodon","source_id":"infosec.exchange:117379310363081046","content_type":"post","title":null,"body_preview":"https://blog.leonbecker.de/bugcrowd-is-currently-fundamentally-broken/\n\nMatches my limited experience on Bugcrowd 100%.","author":"acut3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@acut3/117379310363081046"},{"id":"83f62111-4fbe-4686-afbf-f36e6e203d0a","source":"mastodon","source_id":"infosec.exchange:117379316207194386","content_type":"post","title":null,"body_preview":"#vscode extension holiday-themes.theme-coca-cola-christmas seems malicious. Its #cybersecurity badness score is 95/100!\n\n```json\n{\"id\": \"holiday-themes.theme-coca-cola-christmas\", \"score\": 95, \"platfo","author":"malicious_browser_bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379316207194386"},{"id":"7b1644fe-5934-4dd3-ac55-e46c9304f40f","source":"mastodon","source_id":"infosec.exchange:117379316480906315","content_type":"post","title":null,"body_preview":"#vscode extension solidity-syntax.deep-focus seems malicious. Its #cybersecurity badness score is 100/100!\n\n```json\n{\"id\": \"solidity-syntax.deep-focus\", \"score\": 100, \"platform\": \"vscode\"}\n```","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379316480906315"},{"id":"59521669-b9d9-4229-a14a-043fceeb754b","source":"mastodon","source_id":"infosec.exchange:117379316881729340","content_type":"post","title":null,"body_preview":"im all sweaty now thinking about breaking a motherfuckers elbow after being asked what id do if someone hit my kid, have to change my fuckin shirt","author":"0x00string","classification":"human_created","confidence":0.95,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.41160156620640986,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@0x00string/117379316881729340"},{"id":"2e2959dc-c2cf-4ec0-a870-de049b95f0da","source":"mastodon","source_id":"infosec.exchange:117379316945328229","content_type":"post","title":null,"body_preview":"#chrome extension Abcsearch Search Engine seems malicious. Its #cybersecurity badness score is 88/100!\n\n```json\n{\"id\": \"ehkckfcdejknkmnomghnljibmkogbeil\", \"score\": 88, \"platform\": \"chrome\", \"name\": \"A","author":"malicious_browser_bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379316945328229"},{"id":"8b1ad421-1adb-4b0f-a693-7a3863d6dfe4","source":"mastodon","source_id":"infosec.exchange:117379317280949297","content_type":"post","title":null,"body_preview":"#chrome extension SearchCamp: Turn Your Searches Into Support seems malicious. Its #cybersecurity badness score is 86/100!\n\n```json\n{\"id\": \"gpbjkpeplkgbglpinncflpeejgkppdkc\", \"score\": 86, \"platform\": ","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379317280949297"},{"id":"d12ec05e-8ae2-4238-9315-04fb697fe94d","source":"mastodon","source_id":"infosec.exchange:117379317431831471","content_type":"post","title":null,"body_preview":"#chrome extension BuzzNews Search seems malicious. Its #cybersecurity badness score is 98/100!\n\n```json\n{\"id\": \"lkdiahigpohkffehijobjjfepchnmgak\", \"score\": 98, \"platform\": \"chrome\", \"name\": \"BuzzNews ","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379317431831471"},{"id":"6b51e85f-7dc0-4b3e-a07a-2af562142b16","source":"mastodon","source_id":"infosec.exchange:117379317938050427","content_type":"post","title":null,"body_preview":"#chrome extension Reddit Search seems malicious. Its #cybersecurity badness score is 98/100!\n\n```json\n{\"id\": \"chledhoifpcbdhjalhlmkgmcghcejnip\", \"score\": 98, \"platform\": \"chrome\", \"name\": \"Reddit Sear","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379317938050427"},{"id":"6591c0d9-e12a-4127-8e7e-d24f84addda0","source":"mastodon","source_id":"infosec.exchange:117379318953448792","content_type":"post","title":null,"body_preview":"#chrome extension People seems malicious. Its #cybersecurity badness score is 95/100!\n\n```json\n{\"id\": \"gbkifnmjkjmmncjcfcpdcnajlipadhem\", \"score\": 95, \"platform\": \"chrome\", \"name\": \"People\"}\n```","author":"malicious_browser_bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379318953448792"},{"id":"e49acd97-477f-45b1-8323-cc1b322bdab6","source":"mastodon","source_id":"infosec.exchange:117379319940050748","content_type":"post","title":null,"body_preview":"#chrome extension GDAI - Web and AI Search for everyone seems malicious. Its #cybersecurity badness score is 96/100!\n\n```json\n{\"id\": \"lihjaejnopneagkmhhdohihdkegafilg\", \"score\": 96, \"platform\": \"chrom","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379319940050748"},{"id":"569754e8-623f-4d2b-bd58-a4ccba017542","source":"mastodon","source_id":"infosec.exchange:117379320084961539","content_type":"post","title":null,"body_preview":"#chrome extension Anywhere Search seems malicious. Its #cybersecurity badness score is 88/100!\n\n```json\n{\"id\": \"hboldpniicbdhlfcejjlkdgnbppiaajn\", \"score\": 88, \"platform\": \"chrome\", \"name\": \"Anywhere ","author":"malicious_browser_bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","specific_detail"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379320084961539"},{"id":"48eadad1-5a91-43d7-bfd0-0f84b70e64fd","source":"mastodon","source_id":"infosec.exchange:117379320222051239","content_type":"post","title":null,"body_preview":"#chrome extension Prefind - Your AI Search powered by Claude-3 &amp; GPT-4 seems malicious. Its #cybersecurity badness score is 99/100!\n\n```json\n{\"id\": \"ofncnkgfhljinmkjbjckpdfccginklph\", \"score\": 99,","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379320222051239"},{"id":"717f26ed-9340-4a59-a7ef-c49d6e240aaa","source":"mastodon","source_id":"infosec.exchange:117379320402370899","content_type":"post","title":null,"body_preview":"It is frustrating when an old iPad running slow makes simple tasks like email feel like dial up. You can fix this by disabling Reduce Motion and Background App Refresh in settings to lower the load on","author":"gwizit","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@gwizit/117379320402370899"},{"id":"ad1aedd4-da5c-40e6-9e7f-f5d6af1d624f","source":"mastodon","source_id":"infosec.exchange:117379320415979425","content_type":"post","title":null,"body_preview":"#chrome extension MultiSearch seems malicious. Its #cybersecurity badness score is 94/100!\n\n```json\n{\"id\": \"klkjgpmdjocaabfgddmnbahcaibjnene\", \"score\": 94, \"platform\": \"chrome\", \"name\": \"MultiSearch\"}","author":"malicious_browser_bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117379320415979425"},{"id":"38a84778-e06d-4ded-8e5f-9404683a2719","source":"mastodon","source_id":"infosec.exchange:117379322031689281","content_type":"post","title":null,"body_preview":"id would break whatever limb they hit my kid with and try to do it in the least recoverable way and then i would tell the jury i would fucking do it again and they should be ashamed of themselves if t","author":"0x00string","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.41160156620640986,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@0x00string/117379322031689281"},{"id":"d2af2ee3-d917-4073-a540-a46237822f0e","source":"mastodon","source_id":"infosec.exchange:117379322971120740","content_type":"post","title":null,"body_preview":"Totally destroyed the Tetris high score on this United Airlines plane","author":"stroz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@stroz/117379322971120740"},{"id":"d9218df1-7b56-4452-9452-982b72114922","source":"mastodon","source_id":"infosec.exchange:117379323284864495","content_type":"post","title":null,"body_preview":"AAAAAAAAAAAAHHHHHHHHHHH the PCBs arrived!!!!!!!\n\nCHIPHAWK!!!!!!!!\n\nover $1ea... :S...\n\nYAAAAY!!!!!","author":"RueNahcMohr","classification":"human_created","confidence":0.88,"indicators":["emotional_authenticity","platform_fluency","niche_specificity","imperfect_expression","absence_of_ai_patterns"],"bot_score":0.3839799152509388,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@RueNahcMohr/117379323284864495"},{"id":"5759a7a2-6612-4010-a924-76c1a7e94a94","source":"mastodon","source_id":"infosec.exchange:117379332489673551","content_type":"post","title":null,"body_preview":"cops, courts, judges, juries, even in the best of circumstances, are not going to prevent someone from doing harm.\n\ncreating a society where people know they will likely be slept on a sidewalk for doi","author":"0x00string","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.41160156620640986,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@0x00string/117379332489673551"},{"id":"243e245b-6ac8-43aa-b6bd-c7480e20b1a3","source":"mastodon","source_id":"infosec.exchange:117379337369395874","content_type":"post","title":null,"body_preview":"if someone harms my kid, they and i both are going to jail. or possibly just me depending on how much harm they do.","author":"0x00string","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.41160156620640986,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@0x00string/117379337369395874"},{"id":"76fd72a5-2cee-4700-81c5-c1dcb9f5c7f5","source":"mastodon","source_id":"infosec.exchange:117379341258300006","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//facebook-photo5[.]blogspot[.]com/?m=1\n 🧬 Analysis at: https://urldna.io/scan/6ac0cbf23b77500006d13e57\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_context","emoji_usage"],"bot_score":0.3767434831002245,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/117379341258300006"},{"id":"adf86059-a82e-4a4a-9933-d92365c7a419","source":"mastodon","source_id":"infosec.exchange:117379362480858862","content_type":"post","title":null,"body_preview":"ok, I gave a LOT of clues, what song did I choose for this PCB?\n\nI added a circuit to output audio, and there is a storage ROM, I plan to make one of these play about 6 seconds of music.","author":"RueNahcMohr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3839799152509388,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@RueNahcMohr/117379362480858862"},{"id":"8b84c877-bfc1-4530-b7e5-04e07b56b0fc","source":"mastodon","source_id":"infosec.exchange:117379371996019216","content_type":"post","title":null,"body_preview":"🚨 Tata Consultancy Services source code and credentials allegedly leaked online\n⠀\n📌 #India 🇮🇳\n⠀\nA post published on an underground forum claims Tata Consultancy Services suffered a breach in late Sept","author":"DarkWebInformer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","template_phrases","suspiciously_balanced","false_specificity","marketing_spam"],"bot_score":0.46320346320346323,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@DarkWebInformer/117379371996019216"},{"id":"5f33b276-3e75-411d-8e33-e78c274d5afb","source":"mastodon","source_id":"infosec.exchange:117379378388313800","content_type":"post","title":null,"body_preview":"🔹 Security News | TechCrunch\n\nFederal judge calls Flock ‘indiscriminate mass surveillance’\n\nA federal judge ruled that a sheriff’s deputy violated a woman’s Fourth Amendment rights when using Flock to","author":"securityfeed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@securityfeed/117379378388313800"},{"id":"5790155d-4ac1-4eb0-a44a-3b449c2d3ea8","source":"mastodon","source_id":"infosec.exchange:117379382188553213","content_type":"post","title":null,"body_preview":"#StagedC2 config observed at Sat Oct  3 22:36:04 2026 UTC, located at hXXps://pastebin[.]com/raw/AhQL2EbR C2: 173[.]164[.]118[.]53:7077","author":"ScumBots","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0.37430319463531436,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ScumBots/117379382188553213"},{"id":"b34484c4-7843-4fab-91d8-3ef9f5239626","source":"mastodon","source_id":"infosec.exchange:117379386094003544","content_type":"post","title":null,"body_preview":"I decided to try my hand at socializing. I started going go a local Saturday morning interest group coffee meetup. It's good. And to all the fellow introverts and social phobics out there, I just got ","author":"Nonya_Bidniss","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Nonya_Bidniss/117379386094003544"},{"id":"9f9f09eb-27f8-47f2-9552-ceddd7b8348d","source":"mastodon","source_id":"infosec.exchange:117379387949733199","content_type":"post","title":null,"body_preview":"GAO finds overlapping federal cyber regulations create reporting challenges for critical infrastructure https://industrialcyber.co/regulation-standards-and-compliance/gao-finds-overlapping-federal-cyb","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.38387106544564914,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/117379387949733199"},{"id":"b3219469-aafd-4279-afe8-2b91395133a4","source":"mastodon","source_id":"infosec.exchange:117379393327825510","content_type":"post","title":null,"body_preview":"I am really fucking sick and tired of having to go through a whole-ass process of analyzing a problem space, analyzing the way an LLM works, then very levelheadedly and logically walk through the whol","author":"munin","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.38214125559654616,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@munin/117379393327825510"},{"id":"9babc3bb-a793-458e-872b-8ca546c5c84f","source":"mastodon","source_id":"infosec.exchange:117379394648200620","content_type":"post","title":null,"body_preview":"84 schemes, 8 already broken by known mistakes. AI found them; humans shipped them. The universe forgets on schedule.\nhttps://eprint.iacr.org/2026/2232","author":"geeknik","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","terse_replies"],"bot_score":0.3769359818212943,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@geeknik/117379394648200620"},{"id":"a9f4b16f-d70b-4860-a51a-1857479a3419","source":"mastodon","source_id":"infosec.exchange:117379395150883279","content_type":"post","title":null,"body_preview":"Nope! Game crashed on me so I called it. Need to practice Colorado.","author":"Laukidh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Laukidh/117379395150883279"},{"id":"5f9c5c16-78bb-4db2-8097-683c5f22e8cb","source":"mastodon","source_id":"infosec.exchange:117379398715804799","content_type":"post","title":null,"body_preview":"I think that the situation ought to be reversed, and that the suggestion of LLM usage should be the one that's outre and entirely unreasonable that has to be specifically proven out as being the only ","author":"munin","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.38214125559654616,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@munin/117379398715804799"},{"id":"fac5988d-3908-456e-a81e-fb2a698c05e4","source":"mastodon","source_id":"infosec.exchange:117379420797205718","content_type":"post","title":null,"body_preview":"Another #surlyBrewing #darknessDay on the books.\n\nMy beautiful wife and some friends joined in for an afternoon of dark beers and loud punk music. Love y’all!\n\nSampled:\n2026 Affogato\n2022 Gingersnap\n2","author":"pejacoby","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.3933423787219603,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@pejacoby/117379420797205718"},{"id":"ad5306a5-6adc-41e6-9099-d41b1bcfd973","source":"mastodon","source_id":"infosec.exchange:117379423365916546","content_type":"post","title":null,"body_preview":"Maedb is curious about the fiber arts. #dog #doggo #dogsofmastodon #DogsOfFedi","author":"plinth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@plinth/117379423365916546"},{"id":"7fb3fcaf-aba8-4c13-9d65-3c9a3fe9c0c8","source":"mastodon","source_id":"infosec.exchange:117379441271850130","content_type":"post","title":null,"body_preview":"is there an -actively maintained- (e.g. has -some- cadence of regular releases) flipper zero firmware out there that doesnt have that fucking guilt-tripping bullshit on the mascot?\n\n'cuz like, yeah, I","author":"munin","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.38214125559654616,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@munin/117379441271850130"},{"id":"daec5b52-68b9-4f69-84ef-e603f730e288","source":"mastodon","source_id":"infosec.exchange:117379451331786115","content_type":"post","title":null,"body_preview":"No it’s just an ‘it’s ok for men to rape women society’: “We live in a rape-prone society. The horrific Cornell case reveals what that looks like | Rebecca Solnit” \n\nhttps://www.theguardian.com/commen","author":"kcarruthers","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@kcarruthers/117379451331786115"},{"id":"784d40e8-27f7-4a0a-a33e-947ea4de842d","source":"mastodon","source_id":"infosec.exchange:117379456165098579","content_type":"post","title":null,"body_preview":"If aviation incidents where battles in the cockpit happen interest you may I recommend FedEx 705. 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V","author":"marcusgreen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","original_commentary_around_quote"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@marcusgreen/117378792028820955"},{"id":"3578ae2e-69ee-4932-abbc-389ca88638f1","source":"mastodon","source_id":"fosstodon.org:117378868582568384","content_type":"post","title":null,"body_preview":"The Amazing Work By #Valve's Timur Kristóf On Improving Old AMD GPUs On #Linux \n\nhttps://www.phoronix.com/news/XDC-2026-Valve-Timur-AMDGPU","author":"governa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.29077618690463575,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@governa/117378868582568384"},{"id":"afc31b13-846f-4dd3-bbf6-52022ae7e849","source":"mastodon","source_id":"fosstodon.org:117378932255038747","content_type":"post","title":null,"body_preview":"Outstanding progress on racoon2. 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Even added encryption support to it. \n\nWas a long and arduous task but was well worth it to move ","author":"XeroLinux","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@XeroLinux/117379101517362056"},{"id":"584fcfe2-da35-4b7e-8a7d-93e1406b366c","source":"mastodon","source_id":"fosstodon.org:117379117792634941","content_type":"post","title":null,"body_preview":"This hasn't gotten much publicity yet, probably because finite element solvers are not quite as popular as, say, graphics drivers and office software, but the company that was maintaining and hosting ","author":"jgamble","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.23831390376795922,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jgamble/117379117792634941"},{"id":"2300f253-f095-4f17-8f21-8cec792c61ef","source":"mastodon","source_id":"fosstodon.org:117379132535614334","content_type":"post","title":null,"body_preview":"My ironman helmet got a lot of complaints at #3dprintopia2026\n#3dprinting #cosplay #3DPrintopia","author":"batvin3211","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@batvin3211/117379132535614334"},{"id":"cf4e87de-ed71-4630-b3f6-813ef0831080","source":"mastodon","source_id":"fosstodon.org:117379136902644416","content_type":"post","title":null,"body_preview":"It was incredibly good.\nI just have to tell you, they do recorded repeats in some theaters the following Wednesday, usually at 15:00 Eastern. If you missed this one and have time to see it Wednesday, ","author":"snork303","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@snork303/117379136902644416"},{"id":"40f12caa-43ea-4629-a3b5-2756b6c00d3f","source":"mastodon","source_id":"fosstodon.org:117379137651877338","content_type":"post","title":null,"body_preview":"#DawVert WIP: MeTeoR (Windows Pocket PC) Input\n\n#PocketPC #DAW","author":"DawVert_FOSS","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@DawVert_FOSS/117379137651877338"},{"id":"9928ea74-791a-4096-82ae-4527a208d3ca","source":"mastodon","source_id":"fosstodon.org:117379141314371506","content_type":"post","title":null,"body_preview":"Now I'm working on the chest part of my #ironman armor \n#3dprinting #cosplay #comicbooks","author":"batvin3211","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@batvin3211/117379141314371506"},{"id":"39f8027f-f643-48c1-a256-c9c1698abac7","source":"mastodon","source_id":"fosstodon.org:117379142330106586","content_type":"post","title":null,"body_preview":"Almost immediately a fork that seems to have a stable group of people behind it appeared, which may mean there won't be unnecessary splinter projects diluting contributions.\n\nThey're calling their pro","author":"jgamble","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.23831390376795922,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jgamble/117379142330106586"},{"id":"64f59549-8418-4415-8008-640f12f0d196","source":"mastodon","source_id":"fosstodon.org:117379167773853684","content_type":"post","title":null,"body_preview":"Just published in JOSS: 'Potamides: JAX tools for curvature-based inference from stellar streams' https://doi.org/10.21105/joss.10712","author":"joss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3321223933700019,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@joss/117379167773853684"},{"id":"d56b80a4-3544-42c8-91db-3dfa6afd02d8","source":"mastodon","source_id":"fosstodon.org:117379181294432314","content_type":"post","title":null,"body_preview":"Got renames working in the LSP!\n\nHad to do a lot of internal refactoring to make this work well without hacky-ness. The internal MIR is now a couple of flat vecs instead of a tree. That makes the core","author":"diondokter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.3581979902832678,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@diondokter/117379181294432314"},{"id":"c932fafe-007b-4535-82aa-9f9075005cc9","source":"mastodon","source_id":"fosstodon.org:117379224227084458","content_type":"post","title":null,"body_preview":"ATMlib (2.0.1) for avr by TEAM a.r.g., Joeri Gantois aka JO3RI, Davey Taylor aka STG\n\n➡️ https://github.com/T-arg/ATMlib\n\nThe Arduboy Tracker Music library.\n\n#ArduinoLibs #ArduinoLibraries #avrLibrari","author":"arduinoLibs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.3569646982980215,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated 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http://apps.nextcloud.com/apps/task_proc_util","author":"nextcloudupdate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@nextcloudupdate/117379273167864705"},{"id":"fa2583b4-fa16-4e30-99f7-5048ddfc70a8","source":"mastodon","source_id":"fosstodon.org:117379302853166415","content_type":"post","title":null,"body_preview":"VCAN2040 (1.0.1) by Martin Da Costa <martindc.merg@gmail.com\n\n➡️ https://github.com/MartinDaCosta53/VCAN2040\n\nLibrary for VLCB use on RP2040\n\n#ArduinoLibs #ArduinoLibraries","author":"arduinoLibs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3569646982980215,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal 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Portsmouth\n\nhttps://www.dantleech.com/blog/2026/10/03/portsmouth/","author":"dantleech","classification":"human_created","confidence":0.85,"indicators":["human_indicator_platform_fluency","human_indicator_terse_replies","absence_of_ai_signals"],"bot_score":0.34059935257996404,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dantleech/117379415700766907"},{"id":"620ee03a-7e09-4987-bbfe-3260695f3ed3","source":"mastodon","source_id":"fosstodon.org:117379458188152653","content_type":"post","title":null,"body_preview":"One of my best friends, whom I describe in my bio having a music studio, passed away yesterday. Him being as old as my dad, it is a unique friendship. He taught me to play bass, and we managed to comb","author":"jbouter","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Oct 03 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jbouter/117379458188152653"},{"id":"78b2fafc-d94c-4676-bced-a845127adadb","source":"steam","source_id":"steam:236190997","content_type":"review","title":null,"body_preview":"Fun game as it stands, but it looks like development has stopped.","author":"Legend of Moriad","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198003394146/recommended/"},{"id":"8fe3d2e1-1d95-48ef-8023-9955a4efc3f4","source":"steam","source_id":"steam:236214492","content_type":"review","title":null,"body_preview":"i dont remember buying this. good game though,\n(played it on mobile previously, ignore the played hours)","author":"Elysium","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199537732209/recommended/"},{"id":"cea9e6a4-75fd-4839-8cdb-6183b2fbc476","source":"steam","source_id":"steam:236295955","content_type":"review","title":null,"body_preview":"it is a good game but the devs dont update pc version, its sad but still a good game in the end","author":"Duckling","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199023517741/recommended/"},{"id":"f9e66f6b-a919-440d-8347-306f86f60618","source":"steam","source_id":"steam:236331570","content_type":"review","title":null,"body_preview":"Nastily abandoned by the developer. During development this was on par with big survivor-like names such as Brotato - now it's a textbook story of missed potential in indie gaming. Even if the dev get","author":"hooked","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199548718280/recommended/"},{"id":"12eddc7c-1f17-429f-8914-b4c801c21513","source":"steam","source_id":"steam:236455881","content_type":"review","title":null,"body_preview":"This game is extremely difficult, but very rewarding to complete the bosses. If you care about mechanics and mastery, almost like playing an instrument this game is for you. You'll start thinking this","author":"bluemoon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_experience","natural_digressions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101906221/recommended/"},{"id":"aef3c65f-a32e-4893-aadd-a0aba36bc9a2","source":"steam","source_id":"steam:236496908","content_type":"review","title":null,"body_preview":"I actually died more than twice.\r\n\r\nI’m not a particularly skilled player, but I’m sure as hell a patient one. Almost all of the major bosses took me a ridiculous number of tries, most notably Guardia","author":"Ritzen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198081892738/recommended/"},{"id":"d4f638a2-d690-4f14-8acc-6c2104bd28ac","source":"steam","source_id":"steam:236512086","content_type":"review","title":null,"body_preview":"Can be fun once you “get gud”, but feels too punishing with how easily you get staggered, than you lose half your crap when you die. So you just feel infuriated most of the time on your first playthro","author":"Jinx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198846619808/recommended/"},{"id":"e6a197da-3ffb-46a7-9059-7fa89440e71f","source":"steam","source_id":"steam:236519961","content_type":"review","title":null,"body_preview":"Combat: 10/10\r\nBosses: 10/10\r\nDirections: Go f yourself/10","author":"Morizen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198167712235/recommended/"},{"id":"e2e5c51c-65ce-4920-9e0b-b727e089b37f","source":"steam","source_id":"steam:236520739","content_type":"review","title":null,"body_preview":"This game is buns. No idea how it won game of the year. Not fun. Even for a FromSoft game","author":"RoweBoat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198202221256/recommended/"},{"id":"036915a9-a62c-464a-9ff0-ed5e3764fd91","source":"steam","source_id":"steam:236545096","content_type":"review","title":null,"body_preview":"In development this was originally going to be a new \"Tenchu\" game before it turned into a more Souls Like type game.\nI'm a fan of Tenchu, but I am terrible at Souls games. Maybe that's why I love Sek","author":"BATTLE ATHLETE","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198063203052/recommended/"},{"id":"7bc94a32-c9b7-494d-851f-c3e7ad621d5a","source":"steam","source_id":"steam:236556512","content_type":"review","title":null,"body_preview":"terrible game,\r\nterrible mechanics,\r\nterrible combat,\r\nterrible estetics.\r\n\r\nThe game starts out by punishing mistakes\r\nfine\r\ncombat is obscure as hell\r\nfine\r\nPractice and try again.\r\n... dragonrot...","author":"Javed","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198100062045/recommended/"},{"id":"c8e1edf4-9105-4abc-8d4c-c6b807c919d5","source":"steam","source_id":"steam:236558910","content_type":"review","title":null,"body_preview":"Incredible game, I forgot to review it when I played it last year.","author":"John Dota","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067163395/recommended/"},{"id":"319273b9-bb0d-4865-afaa-315dd2b37648","source":"steam","source_id":"steam:236569901","content_type":"review","title":null,"body_preview":"After getting all achivements and defeating every boss i can very much say that if this game was priced at 100 dollars i would still buy it again and again.","author":"Wøst","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198248562296/recommended/"},{"id":"b5ec8e06-93bc-4c98-b5b2-906c9145e1e7","source":"steam","source_id":"steam:236572209","content_type":"review","title":null,"body_preview":"Sekiro reminded me that difficult bosses can be fun.","author":"ammunition","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198078982685/recommended/"},{"id":"b31de0d5-6573-48cf-957f-b930543a5bdc","source":"steam","source_id":"steam:236574559","content_type":"review","title":null,"body_preview":"Simply the best combat any story game has ever had. Amazing animation, visuals are genuinely amazing and still hold up, and as hard as it is, once's you get the hang of it, it's so rewarding.","author":"����","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199184748054/recommended/"},{"id":"17948357-7c62-4755-8735-11762e7c635d","source":"steam","source_id":"steam:236592530","content_type":"review","title":null,"body_preview":"peak game, doesnt click on genichiro,just dont give up bro,never give up","author":"yesyvg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199862305833/recommended/"},{"id":"56eaca92-e5d1-47da-9c92-26d912d8cb92","source":"steam","source_id":"steam:236586665","content_type":"review","title":null,"body_preview":"A great entry point to the franchise, Monster Hunter World combines classic tracking, resource management, ecological research, and discovery with modern combat mechanics. This game is in my opinion t","author":"AileenTheTurtle","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199092525986/recommended/"},{"id":"4be05f77-825c-4d56-842f-9114f4e00910","source":"steam","source_id":"steam:236586963","content_type":"review","title":null,"body_preview":"Just finished farming Fatalis and got his full armor + weapon. It's was a WILD ride ;P\r\n\r\nAside from the clutch claw mechanic which is kinda annoying in Iceborne, though it was well incorporated in th","author":"Zayoxy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198190335435/recommended/"},{"id":"be337448-ffa0-4565-ae7d-e52a3e341ded","source":"steam","source_id":"steam:236588682","content_type":"review","title":null,"body_preview":"My good friend, Cole, recommended this game to me, little did I know how terrible a taste in video games he had, he said there were going to be fun monster fights, cool pets cooking me food, and somet","author":"Ferg","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059797433/recommended/"},{"id":"cc2487b6-8ec5-46ff-ab9a-67750aa04ef7","source":"steam","source_id":"steam:236593942","content_type":"review","title":null,"body_preview":"Capcom really captured lightning in a bottle with this title. It's still considered peak Monster Hunter to date, even with the mixed player feedback of the Clutch Claw in Iceborne DLC. It's a shame th","author":"LuckPanduh","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199591931671/recommended/"},{"id":"1aa3ec1d-2ecd-4f01-9974-87a7ff3adb3d","source":"steam","source_id":"steam:236596164","content_type":"review","title":null,"body_preview":"i do not like having my monster hunting be cut up with some stupid ass story,  unfortunately this is now the series now.","author":"xX_Ramlethal Toe Sucker_Xx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198388889834/recommended/"},{"id":"b2f93fe7-b0ca-475b-a464-a4ff670fb0a2","source":"steam","source_id":"steam:236599878","content_type":"review","title":null,"body_preview":"I started the monster hunter series with this game and that was a great decision. I this game for 400+ hours and 300+ hours with Rise too. I also tried to play Wild but my computer has limited so I co","author":"nhutthinhnguyen97","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","personal_opinion_stance","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198980588727/recommended/"},{"id":"76a51cb7-2c19-40b0-9cfc-52e838e8d452","source":"steam","source_id":"steam:236602798","content_type":"review","title":null,"body_preview":"Damn good game highly recommend solo or with friends. Best Monster is Nergi the beast. 9/10","author":"Dwen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199073561998/recommended/"},{"id":"052a9f76-ded9-4fc2-afb6-48c7263d9df4","source":"steam","source_id":"steam:236603613","content_type":"review","title":null,"body_preview":"This game does a lot of things right but for every right decision they make they also make a bad one. They decide to alienate the old player base to cater to casual western players and it look like th","author":"uhhhh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199055796603/recommended/"},{"id":"0171dde1-441c-40f7-9ba5-115b9c42bdd9","source":"steam","source_id":"steam:236605539","content_type":"review","title":null,"body_preview":"Def one of the best games ive ever played tbh, played it when i was like 15 and loved it as a great sword main, playing it again now that im older and can appreciate the depth of the game so much more","author":"Soggyx1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199401518838/recommended/"},{"id":"591052fc-2b16-430e-925f-6329891f4a94","source":"steam","source_id":"steam:236607312","content_type":"review","title":null,"body_preview":"First time I played MHWorld was in the PS4 and to this day I still enjoy playing it that's why I purchased this for my PC. Gameplay is very enjoyable, especially for those who enjoy fighting boss figh","author":"Vitus","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","opinion_without_hedging"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198092117071/recommended/"},{"id":"778857c6-79b8-4b3c-8393-78aad651792e","source":"steam","source_id":"steam:236618515","content_type":"review","title":null,"body_preview":"Would be better if I could have intercourse with Rathian, otherwise it's perfect.","author":"Vileros","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.382154882154882,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198854838533/recommended/"},{"id":"e433d60a-67e8-4b98-a5d8-be21d87e857f","source":"steam","source_id":"steam:236626234","content_type":"review","title":null,"body_preview":"I first downloaded game on xbox one and became addicted 1600+ hrs logged. Bought ps5 replayed through iceborn 1000+ hrs. Bought game on PC and would still be playing this version if my laptop cpu woul","author":"radar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198255765526/recommended/"},{"id":"962443e7-d6c6-4444-bbea-42929f40dc8a","source":"steam","source_id":"steam:236653191","content_type":"review","title":null,"body_preview":"runs great(140+ fps on everything max except garbage tracing ovb) & has best combat. Unarguably best combat(ive had 800+ hours on freedom unite so i know) . just try it & either youll love it instantl","author":"himel1028","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198771886075/recommended/"},{"id":"5ff237c9-0648-4d7e-96dc-e18c5f453d9c","source":"steam","source_id":"steam:236546284","content_type":"review","title":null,"body_preview":"Crashed on a planet, got iron, got copper, build a factory, build rocket, went to space, went to other planets, went to planet eart, got home and started factrio. Game very cool a little bit comlicate","author":"Jane Doe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199626842398/recommended/"},{"id":"eb57f81e-f8d9-4f01-b5b4-97786f7157c2","source":"steam","source_id":"steam:236555298","content_type":"review","title":null,"body_preview":"Amazing game.  You'll spend all of your studying time on it. Would miss any homework for this","author":"DRAGONITE181","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199088760600/recommended/"},{"id":"ab124e12-f063-4f59-98f1-2596f9d3d4e2","source":"steam","source_id":"steam:236556070","content_type":"review","title":null,"body_preview":"After finish this game I realize I lost a lot of things. Family, friends, and gf. Basically all of the relationship in real life are all ruined, but at least I gain a lot of thing from this game. How ","author":"Lakunoob","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198985348217/recommended/"},{"id":"65602291-ccbf-406d-b24b-25338afd8caa","source":"steam","source_id":"steam:236579495","content_type":"review","title":null,"body_preview":"Forget the factory automation.\r\nForget the efficiency.\r\nIt is all worth it just to make 20 Spidertrons and wipe an entire species off the planet.","author":"Ranpu Dentro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197972434710/recommended/"},{"id":"f552fbc7-e8c2-4ee2-86d3-887ea66c98f4","source":"steam","source_id":"steam:236580238","content_type":"review","title":null,"body_preview":"The Industrial Revolution and its consequences have been a disaster for the human race.","author":"Tomori","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","cultural_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199010038473/recommended/"},{"id":"8bc2c692-e4c2-49f1-832c-028c91a2f9d8","source":"steam","source_id":"steam:236581045","content_type":"review","title":null,"body_preview":"I can't remember if my wife left me because i started playing Factorio or if I started playing because she left me.  Would divorce again to keep the factory growing.","author":"bestone890","classification":"human_created","confidence":0.95,"indicators":["self_reference","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199049703022/recommended/"},{"id":"74c9ad8b-5d99-498b-9b88-70b2356c5f53","source":"steam","source_id":"steam:236585393","content_type":"review","title":null,"body_preview":"never ask a conservationist what he thinks about the pristine flora and fauna of a simulated alien world","author":"blastosis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043865385/recommended/"},{"id":"4e39fc6c-321b-4758-a156-6eb83da2b2dc","source":"steam","source_id":"steam:236432481","content_type":"review","title":null,"body_preview":"Fun game, well worth the price. Maybe slightly overhyped.","author":"Ralth","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052983931/recommended/"},{"id":"a1432ea0-4dba-4661-805a-a0f2e9d0c703","source":"steam","source_id":"steam:236436638","content_type":"review","title":null,"body_preview":"rougelites are so fun and this is one of the most uniques and best ones i played","author":"Mr.kite!","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199011563346/recommended/"},{"id":"8a94d73c-4240-4a27-994a-c657476cd141","source":"steam","source_id":"steam:236443913","content_type":"review","title":null,"body_preview":"Have Lunch\nPlay run\nBuy Joker \nNumber go up\nLose Run\nPlay run\nBuy Joker \nNumber go up\nLose Run\nPlay run\nBuy Joker \nNumber go up\nLose Run\nLook outside\nNight time","author":"Chancelot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199168008538/recommended/"},{"id":"d60b52d4-dbdd-4b76-b970-c412fedf6f65","source":"steam","source_id":"steam:236446767","content_type":"review","title":null,"body_preview":"I love playing modded Balatro when I'm supposed to be doing my job.","author":"superspike12","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198448266822/recommended/"},{"id":"af21ce16-72e1-478a-8211-8707218b0b6c","source":"steam","source_id":"steam:236450350","content_type":"review","title":null,"body_preview":"this game really is a tricky sob it seduces you into thinking you're going to get a good set of jokers to work with and it never happens. do not waste your time playing this game.","author":"ComradeSlime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992034775/recommended/"},{"id":"7f888585-cede-4460-8507-2f1b28fc124f","source":"steam","source_id":"steam:236456448","content_type":"review","title":null,"body_preview":"Косынка или пасьянс-паук для зумеров. То чего не хватает современному харстоуну. ♥♥♥♥♥♥ рот этого казино. Но вот добавили бы в игру онлайн и турики, было бы супер.","author":"Единственный рэп","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198279313123/recommended/"},{"id":"40955fd1-435c-4b79-9a40-4aa5193bcdb6","source":"steam","source_id":"steam:236535705","content_type":"review","title":null,"body_preview":"Really enjoying this, fun to just explore and roam around. combat is really fun and doesnt seem to get old. The world encounters are super organic and natural, random crazy stuff always seems to happe","author":"Tritty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198006406776/recommended/"},{"id":"a1564264-bfb6-4a5c-8d05-674f3b9e9448","source":"steam","source_id":"steam:236546884","content_type":"review","title":null,"body_preview":"No other game series captures the feeling of going on an adventure like Dragon's Dogma.","author":"Lobstertainment","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_hallmarks","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197964640424/recommended/"},{"id":"9f59907e-bb13-46f5-89a3-7d45e491f52d","source":"steam","source_id":"steam:236553231","content_type":"review","title":null,"body_preview":"The game is a bit jank at times, the questing can absolutely annoying and atrocious at some times. And the enemy variety is not great but also no terrible. But I think the following that I stole from ","author":"Zartas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198006918815/recommended/"},{"id":"f299ab76-fc02-4c28-a066-0bae4b444f55","source":"steam","source_id":"steam:236553799","content_type":"review","title":null,"body_preview":"200hrs worth of my time, time for Dark Arisen 2 soon!","author":"serexon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198083922563/recommended/"},{"id":"c916fe7a-f77d-4e2a-8e75-3e4b403bbe21","source":"steam","source_id":"steam:236554267","content_type":"review","title":null,"body_preview":"One of the best RPG experiences ever. I like the combat system, the story, the characters and the pawn system. The npcs have nearly perfect path finding and decision making in combat. You feel fully i","author":"Mertilini","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970889206/recommended/"},{"id":"44d2baee-f211-4fa5-bf57-1aaa6dd49f8b","source":"steam","source_id":"steam:236563827","content_type":"review","title":null,"body_preview":"Dragons Dogma games are probably one of the most underappreciated games.\nI've beaten DD2 4 times on ps5 and its one of my favorite games ever. Gameplay is just to damn good.\nI pirated it to see how it","author":"V DAWG","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198286679514/recommended/"},{"id":"a52591b7-13d1-40bf-8d99-4257b337ee68","source":"steam","source_id":"steam:236568207","content_type":"review","title":null,"body_preview":"Fantastic game, with the optimization's, I have had 0 tech issue's anywhere in the game. \r\n\r\nExploring the world is fullfilling and full of secrets, I think DD1 had a better world design and atmospher","author":"KingOfHeartsTANK","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198089009654/recommended/"},{"id":"ceef69d9-9089-4e82-85cc-ab40155d7a11","source":"steam","source_id":"steam:236573622","content_type":"review","title":null,"body_preview":"Open world with no hand holding and monster hunter combat. Good game.","author":"Shampoobob","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993402823/recommended/"},{"id":"fb274edd-6fe8-4293-8e26-12c4a1a7ac42","source":"steam","source_id":"steam:236587801","content_type":"review","title":null,"body_preview":"I find the game to be quite bad. Vocations are VERY rigid and generally uninteresting. It feels like a lot of the vocations were literally designed for your pawns and not with an actual player in mind","author":"StarryEyes","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","natural_digressions","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199099614552/recommended/"},{"id":"9d1789da-d535-4251-a776-8ce84afbdf11","source":"steam","source_id":"steam:236589415","content_type":"review","title":null,"body_preview":"I have waited until I cleared mostly everything before I even dare to try and write a review. So, after completing the true ending and completing most of the quests (except for sorcerer/mage meister a","author":"Monarch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","personal_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198074734380/recommended/"},{"id":"c730a260-8a84-4909-b6cd-0901fb73df7c","source":"steam","source_id":"steam:236592662","content_type":"review","title":null,"body_preview":"After 100 hours of playing a pirated copy of this game, I decided to buy it and start over from scratch. Totally worth it. <3","author":"Haha","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198453493509/recommended/"},{"id":"a88d92b5-0136-418c-83ba-caf164bfb446","source":"steam","source_id":"steam:236593207","content_type":"review","title":null,"body_preview":"I rather like this game. Pawns are still a bit dumb, but having a party of four without needing friends to play with is quite the boon for a recluse. Then Capcom updated it in September and broke ever","author":"Lilim Eris","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198819961614/recommended/"},{"id":"d909d37f-2286-4541-83ed-c3d89fd6f1c9","source":"steam","source_id":"steam:236594333","content_type":"review","title":null,"body_preview":"Jesus christ this game is offensively mid, if there was a \"maybe\" on steam reviews this game would be the textbook definition of it. but at least the performance is better now so, yey?","author":"ThomasOfAstora","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198233407160/recommended/"},{"id":"bb4d4007-d14b-4df3-a1f8-5bc8d41bb7de","source":"steam","source_id":"steam:236594781","content_type":"review","title":null,"body_preview":"CPU issues. Performance is still terrible. Game belongs in early 2010s.","author":"Astralmancer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198012714467/recommended/"},{"id":"50c6cf6f-662b-42fb-984a-f48f19cadc51","source":"steam","source_id":"steam:236596508","content_type":"review","title":null,"body_preview":"Good game is good. A fantastic story you can read once and understand it is not, but it's always fun to come back to and connect some dots you didn't before.\r\n\r\nCombat is also A++ fun, and the world i","author":"Flipribbon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198069429100/recommended/"},{"id":"d54fbdb1-6bf9-4a9b-89b4-0e572222ba67","source":"steam","source_id":"steam:236407540","content_type":"review","title":null,"body_preview":"Nothing much to say other than its the world's greatest game show","author":"Rememberthepain","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199551232801/recommended/"},{"id":"dc18dacc-92b6-41aa-8603-b1286513d82e","source":"steam","source_id":"steam:236412736","content_type":"review","title":null,"body_preview":"very disgusting game with full of cheaters and no optimization at all","author":"...","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199379471849/recommended/"},{"id":"2025e171-7955-42fd-820e-fb25fc782599","source":"steam","source_id":"steam:236420485","content_type":"review","title":null,"body_preview":"Extremely convoluted garbage trying to be different or unique but it's just awful design in every way. Trash asymmetrical balance, cringe fake edgy corpospeak aesthetic, just a terrible \"modern\" game.","author":"The Moggening","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197967540861/recommended/"},{"id":"98f2d997-27a2-47b3-b803-5ae3aa5a5e27","source":"steam","source_id":"steam:236420664","content_type":"review","title":null,"body_preview":"This AIN'T beginner friendly but it's a fresh game type","author":"SchizophrEmi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199112941247/recommended/"},{"id":"9bf097cf-c1b1-4c7f-a9a7-c0ff2f6a71f9","source":"steam","source_id":"steam:236422740","content_type":"review","title":null,"body_preview":"You will put so much time, effort and money into this game just to get randomly banned for absolutely no reason, with no explanation. GGs","author":"Sauce","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199138903539/recommended/"},{"id":"f9f67266-aa2d-4dd1-916f-5f486c6bc78f","source":"steam","source_id":"steam:236427257","content_type":"review","title":null,"body_preview":"more attention in this game so goood hiope developers take it to another level good luck","author":"Бабабуй","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199883759692/recommended/"},{"id":"ae80f44b-98c2-43ac-869e-6964e5852d27","source":"steam","source_id":"steam:236434285","content_type":"review","title":null,"body_preview":"This is a very well made game, there's so many weapons and items that there are multiple combo's that you can test, the gamemodes are very fun. This is a game best played with friends","author":"SR-71 BlackBird","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198758706153/recommended/"},{"id":"6cc58a73-e6ba-4dab-8212-5b506c2b0969","source":"steam","source_id":"steam:236437043","content_type":"review","title":null,"body_preview":"Used to LOVE this game! \nThe new update ruined it!!","author":"9nn9nne","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199768058602/recommended/"},{"id":"c18308da-b7b0-4061-9094-d6e814bb0c9d","source":"steam","source_id":"steam:236515685","content_type":"review","title":null,"body_preview":"Unable to load any save games. Developer completely MIA and won't bother to patch. Save your money and look elsewhere.","author":"TheMerovingian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198072704927/recommended/"},{"id":"49982dc6-b074-4539-9ddc-4efeb0b45073","source":"steam","source_id":"steam:236520637","content_type":"review","title":null,"body_preview":"Very addictive game with a great modding community. Learning to play the game at a good level and beating deity with most leaders was nearly a full-time job, as a beginner to the series. After beating","author":"FRagDD","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198152017734/recommended/"},{"id":"8a4028d0-85f3-4fd5-9046-158ae6e518c1","source":"steam","source_id":"steam:236525231","content_type":"review","title":null,"body_preview":"Possibly the greatest Civ game ever made. I've put many hundreds of hours in Civ III, IV, and V but this is the crown jewel of the series. Gameplay, graphics, political structure, AI, are all extremel","author":"IrishMafia","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","self_reference","recommendation_with_caveat"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755053730/recommended/"},{"id":"702c2c48-a2f2-4e1c-b5b2-75ea625d81ff","source":"steam","source_id":"steam:236531900","content_type":"review","title":null,"body_preview":"For single player games, i would recommend it. I have tried playing with my friend on many occasions, each time it crashes. Its not about PC specs, they're just too focused on Civ7 to fix their game.","author":"English","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198276523832/recommended/"},{"id":"05f42190-5648-49af-a1c3-1c425e49a031","source":"steam","source_id":"steam:236541128","content_type":"review","title":null,"body_preview":"Looking forward to the new expensions to Civ 7, but for now this is my favorite :)","author":"Clippy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044123750/recommended/"},{"id":"9154f85f-3dac-4807-a9c8-75a94a4b464d","source":"steam","source_id":"steam:236582339","content_type":"review","title":null,"body_preview":"Better than Civ 7, but not as good as its predecessors. Probably the last Civilization game that follows the conventional game play without Firaxis trying to fix something that wasn't broken.","author":"Minra","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198103487421/recommended/"},{"id":"e4a411c7-13c0-4aaf-8272-5cc5c7bc162b","source":"steam","source_id":"steam:236584504","content_type":"review","title":null,"body_preview":"Started off quite lame, and caught up well with updates and DLCs. One critique is I wish they had more leaders instead of reskins of leaders. Would have loved to see more Arabian and Mesapotamian lead","author":"Blake","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061682226/recommended/"},{"id":"ce1b202e-0b0d-405a-b9f7-61a27f9cb373","source":"steam","source_id":"steam:236585419","content_type":"review","title":null,"body_preview":"The game is fun enough.  Way too much BS trying to get cloud saves to work.  2K games should be ashamed of themselves.","author":"Krau Ming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197972350833/recommended/"},{"id":"4b4dbd70-162b-4cd7-9ed9-bac3280cd5ce","source":"steam","source_id":"steam:236586615","content_type":"review","title":null,"body_preview":"This is the civilization I also get back too, and though some might not enjoy this graphics, I find the simplicity of the graphics the way they are now help me keep track of the cities progress better","author":"Sparks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_preference_statement","platform_fluency","expressed_desire"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198047005222/recommended/"},{"id":"6fa0cb2d-b046-4c4e-a0ea-6537c11da084","source":"steam","source_id":"steam:236620511","content_type":"review","title":null,"body_preview":"Firaxis pls give us one more DLC please just one more","author":"Master Shake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198334240539/recommended/"},{"id":"99cdf299-e8f6-4edd-88d0-2f600bde19c7","source":"steam","source_id":"steam:236518759","content_type":"review","title":null,"body_preview":"one of the best games I have ever played, hands down would recommend it to basically anyone","author":"CAS101","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199260046031/recommended/"},{"id":"4ee83dca-deb5-4c11-b39e-5bc877136b76","source":"steam","source_id":"steam:236522041","content_type":"review","title":null,"body_preview":"Nothing to say. Worth every single penny I spent to buy this game. I want sequel of this game in future.","author":"Udoy_Banik","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199819312557/recommended/"},{"id":"51cd6ea3-b239-49b8-a5c9-3aad0a3ddbf0","source":"steam","source_id":"steam:236522213","content_type":"review","title":null,"body_preview":"Great \"choices matter\" genre of game, with the three different characters' stories intertwining and impacting each others plotline throughout the game. \n\nIts not the most original story per se, drawin","author":"AttackCommander","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198111522679/recommended/"},{"id":"22ac52e0-fe5d-4806-b13b-edeaec74af66","source":"steam","source_id":"steam:236525333","content_type":"review","title":null,"body_preview":"game is great just runs like pure ♥♥♥♥ on my pc, dont know if it's cause my rig is garbage or its the game.","author":"Xenrath","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199487238623/recommended/"},{"id":"0fb59941-fa0f-4710-9704-2df086eb7e6b","source":"steam","source_id":"steam:236534860","content_type":"review","title":null,"body_preview":"Amazing graphics. Amazing story. Your choices matter. Android lives matter","author":"Hazmac","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198129734859/recommended/"},{"id":"29325d5f-750c-4fa1-9ccd-912a3f6d7df0","source":"steam","source_id":"steam:236537207","content_type":"review","title":null,"body_preview":"I saw some clips of this game on social media and then decided that if I ever had a PC someday, I would play this game. Well, I finally did. And I just finished it.\r\n\r\nIt's a cinematic storytelling ga","author":"SleepMaul","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199845507364/recommended/"},{"id":"9daf1bd5-05f7-4b1d-a35e-e8c856d69460","source":"steam","source_id":"steam:236539985","content_type":"review","title":null,"body_preview":"What a game Detroit: Become Human is. I played this many years ago but I enjoyed it more this time round. It is an extremely well written story with some quite difficult choices to choose between at t","author":"WinWarr95","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055175101/recommended/"},{"id":"59a5f751-c799-4e89-b825-7176058443b7","source":"steam","source_id":"steam:236611273","content_type":"review","title":null,"body_preview":"♥♥♥♥♥ thbis game and its infite uodates aND ♥♥♥♥♥ ]","author":"Apeoholic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198414250615/recommended/"},{"id":"96a20369-96cf-464c-92f1-df029c72d9da","source":"steam","source_id":"steam:236617501","content_type":"review","title":null,"body_preview":"The local Coledalians throwing darts at balloons, there must be crack in the balloons.","author":"Xx_Aston_xX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198967508725/recommended/"},{"id":"40346bb5-8bf6-477e-8076-762b272d7a34","source":"steam","source_id":"steam:236624647","content_type":"review","title":null,"body_preview":"reccently started playing the game again its really good but i am having a lot of log not only in game but in the lobby i mean a lot i think its from modding but not sure","author":"vitoandrakamilinovic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199848964061/recommended/"},{"id":"262b0cda-a810-4a73-a45d-b12466d65407","source":"steam","source_id":"steam:236443648","content_type":"review","title":null,"body_preview":"uhm first time playing this. why did the boss have a phase 2 when i was on 1 hp?","author":"urdadisakeed","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199571172423/recommended/"},{"id":"9fd859c6-75c0-4c61-97e5-5a260a8889ca","source":"steam","source_id":"steam:236446476","content_type":"review","title":null,"body_preview":"I feel completely confused. Am I playing the same game as everyone else?\n\nThe game is so boring to me. I keep trying to play it from different angles and at different times over the years, but every a","author":"れいな","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198864487360/recommended/"},{"id":"b5a459dc-e88a-454a-803c-c91b2af2aa9f","source":"steam","source_id":"steam:236452466","content_type":"review","title":null,"body_preview":"Something about this very simple and straightforward game just kept me coming back for more. A combination of understanding card synergies, the variety of strategies and enemies to prepare for and the","author":"ahmed_almazidi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199495883168/recommended/"},{"id":"b3ad78e2-08a3-45b4-88ac-8911b46efaa0","source":"steam","source_id":"steam:236487529","content_type":"review","title":null,"body_preview":"This game is SO satisfying. I love the card gameplay, the variety. I haven't even gotten out of Act 2 yet but I absolutely love this game.","author":"shima.inverse","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067784950/recommended/"},{"id":"a2e3f830-d3f3-4fbd-9526-979bf256d4ca","source":"steam","source_id":"steam:236504790","content_type":"review","title":null,"body_preview":"This game is amazing, great replayabilty, l  had so much fun, spend ton of hours","author":"cooleget","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198880414888/recommended/"},{"id":"cb15e34b-5c11-4a7f-86ec-0959d613d297","source":"steam","source_id":"steam:236505477","content_type":"review","title":null,"body_preview":"A great game for long drives or quicks bouts of play. Challenging but also quite rewarding and easy to learn.","author":"CheeseWizard#620","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198773800972/recommended/"},{"id":"09dab9cb-9429-4c31-bb4a-aa0e4f341d9e","source":"steam","source_id":"steam:236508548","content_type":"review","title":null,"body_preview":"Surprisingly addictive. Every time you fail a run you want to jump back on and try to fix your mistakes. Older game but worth playing in 2026.","author":"Blue Sun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197991852167/recommended/"},{"id":"14a921cc-3f88-4a07-a2e6-0ffeb131add6","source":"steam","source_id":"steam:236525361","content_type":"review","title":null,"body_preview":"The game that was so good I bought it twice. I have over 100 hours on the PS4 version and I highly recommend it. It's not as good as Slay the Spire 2 so between the two I would definitely recommend th","author":"Megatron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199150680043/recommended/"},{"id":"484b1d85-bd01-45d0-a3e4-7d6c5f6a3ca3","source":"steam","source_id":"steam:236530247","content_type":"review","title":null,"body_preview":"Way too satisfying and replayable. I can easily sink 3 or 4 hours into this game without even noticing. Be careful...","author":"gamerBengaming","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199137132457/recommended/"},{"id":"19c257f3-af42-4a92-87c1-09f42f4351b1","source":"steam","source_id":"steam:236585015","content_type":"review","title":null,"body_preview":"the suit of armor and the snake lady were too hard. my glasses are not thick enough, and my hair is still present","author":"OurJackOffSpot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198069003259/recommended/"},{"id":"5e3fdbc9-0531-4ff4-a169-c1f8a444c0a7","source":"steam","source_id":"steam:236564258","content_type":"review","title":null,"body_preview":"this is the best automation game + exploration + survival + comedy + engineering!\n\nA must have for lovers of the  genre and the details... maaaan the details are very well done....","author":"Red Lath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198020850709/recommended/"},{"id":"9e3190fe-390f-4f96-910b-bbae6bb8ef5c","source":"steam","source_id":"steam:236573757","content_type":"review","title":null,"body_preview":"Ahhh jeez. It's very... satisfactory. A dangerous game! Feels like Subnautica with automation, which is a fantastic thing.","author":"Dogsbody","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960447161/recommended/"},{"id":"78d70744-b0f9-44f3-a3c4-3a12504db835","source":"steam","source_id":"steam:236576724","content_type":"review","title":null,"body_preview":"IT IS vary fun sort of a grind but still vary fun 10\\10","author":"FATAL_COMBAT","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198754257300/recommended/"},{"id":"63bd2aec-f057-424d-a129-a814ffd7cdb3","source":"steam","source_id":"steam:236577077","content_type":"review","title":null,"body_preview":"I consider Satisfactory a 8/10 game, it's imo not finished. There need to be 2-3 patches fixing/adding features, getting rid of weirdness, adding QoL. \r\n\r\nSo, I prefer Factorio over Satisfactory, but ","author":"R3nko","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013559500/recommended/"},{"id":"e21a646d-2360-4a6a-ac08-9a1b4cbccf55","source":"steam","source_id":"steam:236581606","content_type":"review","title":null,"body_preview":"If you have ADHD, and need to take it out on something, I highly recommend this game. Always something to do in game, great mod support, great replay value, etc. ~ 11/10 IGN","author":"[USO] UnchartedS420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198016039348/recommended/"},{"id":"1084afb0-38e1-40e4-8690-ebe522d27d91","source":"steam","source_id":"steam:236585461","content_type":"review","title":null,"body_preview":"the one big decisive advantage this game has over factorio is that the player model appears to have breasts","author":"blastosis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043865385/recommended/"},{"id":"4667d523-ed48-46a8-b1b6-40379ce81e93","source":"steam","source_id":"steam:236587955","content_type":"review","title":null,"body_preview":"Now I know how Squidward feels when he ate that first Krabby Patty.","author":"SpicyGinger","classification":"human_created","confidence":0.85,"indicators":["cultural_references","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058220700/recommended/"},{"id":"f48d91bc-7b6f-44fe-9450-74e6be142ca2","source":"steam","source_id":"steam:236588968","content_type":"review","title":null,"body_preview":"Oh lord, another game to push the ruling classes narrative. My friend C.D. recommended this bourgeoise game and tried to get me to labor under his supervision while he ranted about pokemon all day.","author":"Ferg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059797433/recommended/"},{"id":"1515bc79-c6dd-49f7-83f2-ac934d5fb54c","source":"steam","source_id":"steam:236592404","content_type":"review","title":null,"body_preview":"This is easily one of my favorite games to just sink time into. you will be obsessed with efficiency and LOVE funny but not overbearing writing with A.D.A the AI assistant that leads you through the g","author":"BeanS0up","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198070392459/recommended/"},{"id":"f013bd14-1d1e-435b-a9be-b1837e758125","source":"steam","source_id":"steam:236537449","content_type":"review","title":null,"body_preview":"Its a good game but like the updates are torture with mods","author":"evemoon𑣲⋆","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199246348169/recommended/"},{"id":"af595445-2941-4498-8de6-fbfdf85eb469","source":"steam","source_id":"steam:236555435","content_type":"review","title":null,"body_preview":"i play then get bord then rinse nd repeat bc i have mental issues a nd i forget that it bores me easily","author":"effyntrm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198135962848/recommended/"},{"id":"4e0d15ae-d030-45dd-a112-924620b680e0","source":"steam","source_id":"steam:236557256","content_type":"review","title":null,"body_preview":"I really enjoy the game—it’s fun and entertaining! However, I’ve run into a rather frustrating (and slightly amusing) bug.\r\n\r\nWhen I instruct my adult Sim to give his baby a bath, the action appears c","author":"Pampoen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199145339109/recommended/"},{"id":"7c019200-39ab-446a-84e5-a79c6b837ca8","source":"steam","source_id":"steam:236558560","content_type":"review","title":null,"body_preview":"Sims 4 is a very fun game to play, decorating is fun and the amount of things to do even with just basegame makes it even better, I have never had a Dlc but as you can see from my play time it never m","author":"Kingslay2410","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","personal_experience_mention"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199188460365/recommended/"},{"id":"d00e73ac-713f-458e-81b6-d9075a6c3a43","source":"steam","source_id":"steam:236559788","content_type":"review","title":null,"body_preview":"I want to like this game but EAs policies make it more frustrating than you would believe possible.\r\n1.  Every single pack is overpriced. Ridiculously.  And now the marketplace is just naked casino gr","author":"Blackrivershark","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061330262/recommended/"},{"id":"c55b19bb-f260-4db8-a94a-949b3c99d172","source":"steam","source_id":"steam:236566326","content_type":"review","title":null,"body_preview":"though i wish this game wasnt such an obvious money pit from people who played this as a kid coming back I had to get used to the changes though i noticed a hesitation to updated the vampire and dogs/","author":"tylerspitzer70","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198644478845/recommended/"},{"id":"c2ec975d-fff7-45fd-8145-25a521bbd6a1","source":"steam","source_id":"steam:236568408","content_type":"review","title":null,"body_preview":"Do I like this game? Yes (despite what my Steam playtime says, I have well over 1000 hours in this game).\r\n\r\nDo I *recommend* this game? No.\r\n\r\nGreedy-ass company selling mediocre DLCs that sometimes ","author":"3 Crows in a Trench Coat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198092932867/recommended/"},{"id":"9d67629d-6893-4ef3-a11a-e8b964c058bc","source":"steam","source_id":"steam:236575162","content_type":"review","title":null,"body_preview":"WW nuts\n\nevery dlc is £30 so thanks EA.\n\ngot married to summer holiday w five kids, went afk and lost everything.","author":"bjkd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198319537088/recommended/"},{"id":"5f0eb6f0-1e67-453c-a552-e9eea759babd","source":"steam","source_id":"steam:236578508","content_type":"review","title":null,"body_preview":"It might seem crazy to give a thumbs down to a free game, especially a game that is overall quite enjoyable.\r\n\r\nThe problem really is that Electronic Arts is an unfathomably greedy company. The base, ","author":"vram1974","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_experience","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197980680245/recommended/"},{"id":"70fb9daa-5fcf-494c-9f32-2d9ed4eb19bb","source":"steam","source_id":"steam:236580387","content_type":"review","title":null,"body_preview":"I have been playing the Sims since I was a preteen, and I'm in my 40s now. I cannot believe the amount of love and support this game still has after all these years. I had stepped away from the game f","author":"mrsIOU1BIG1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198661496264/recommended/"},{"id":"47aa5b78-9f5c-4780-9e90-0e1759113025","source":"steam","source_id":"steam:236588949","content_type":"review","title":null,"body_preview":"I have an addiction. A sims addiction. A serious problem, having to be medicated. I've been in the ward multiple times for this. This game has some witchcraft or voodoo attached to it. I can't look aw","author":"Lex","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198772499165/recommended/"},{"id":"3c76a803-900d-4684-870b-b34feda23f8b","source":"steam","source_id":"steam:236595053","content_type":"review","title":null,"body_preview":"to unlock this review, you must purchase the one-time review pass, only $993758120.63!","author":"danishcowboy","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198866975538/recommended/"},{"id":"07f087f2-5657-484e-a546-c34dc9d2ffea","source":"steam","source_id":"steam:236266154","content_type":"review","title":null,"body_preview":"After almost 250 hours on this game I've concluded the following: \r\n-\r\n1) THE GAME IS IN DIRE NEED OF A DEDICATED 1V1 GAME MODE\r\n-\r\nThe current \"lobby\" 1v1 game mode is very slow and bottle necked due","author":"FNFCOM","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference","positive_feedback_and_recognition"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199085406272/recommended/"},{"id":"402da5e1-8a04-4438-be79-5fba58cf300c","source":"steam","source_id":"steam:236326934","content_type":"review","title":null,"body_preview":"good game, has a steep learning curve and is very punishing when making a mistake but if you're competitive it's alot of fun","author":"Barbatos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198236431790/recommended/"},{"id":"a69dfbc7-3f5f-46e7-84a3-bc868cbaf7e2","source":"steam","source_id":"steam:236377908","content_type":"review","title":null,"body_preview":"Super fun game. Better than Fortnite imo. It's like Fort but with melee weapons and I personally love that. If you prefer melee battle royale type games this is the game for you!","author":"AfroxSamurai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199096850755/recommended/"},{"id":"5d3dfa54-1b3b-4576-86cf-d730f10041d9","source":"steam","source_id":"steam:236402486","content_type":"review","title":null,"body_preview":"Fancy graphics , nice gameplay . but just full of bots","author":"membrul123","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198210849715/recommended/"},{"id":"4fb48f6c-53bb-47f9-b5c4-6f82b04ea075","source":"steam","source_id":"steam:236507575","content_type":"review","title":null,"body_preview":"Game simply needs to fix is combat UI. The parry system is the most inconsistent mechanic. heavy attacks are usually easy to counter, even if the player charge delays, but quick attacks never properly","author":"Flaaffy Pink","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199042608246/recommended/"},{"id":"22214c1e-ef0a-4db1-aff1-d2a3563e21c1","source":"steam","source_id":"steam:236548871","content_type":"review","title":null,"body_preview":"its a really good game i really enjoyed playing it but the game player base kept going down and queue for games takes way too long and after half hour it cancels or you get queued against Ai bots wish","author":"MEGA POWER","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198858942107/recommended/"},{"id":"237bc20e-344c-4cbc-b7c2-daa2e17efaf0","source":"steam","source_id":"steam:236644637","content_type":"review","title":null,"body_preview":"This game is very fun. Love modding the ♥♥♥♥ out of it.","author":"Frank Horrigan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198875150692/recommended/"},{"id":"1af6099b-7adf-4eb1-b70a-a2bf62dcb589","source":"steam","source_id":"steam:236645206","content_type":"review","title":null,"body_preview":"I played the game after it started to get praise that the game is actually fixed (I still ran into a lot of bugs playing this game), and I can say that there was a lot of good with this game, I find t","author":"fridfinnursolvi","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198369335411/recommended/"},{"id":"8a27b400-18d0-4748-accc-a75dfee3e13f","source":"steam","source_id":"steam:236645858","content_type":"review","title":null,"body_preview":"i trust the gps in this game more than google maps","author":"3RaccoonsInATrenchcoat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199758711161/recommended/"},{"id":"9f30f1aa-1233-4392-8009-af959f975811","source":"steam","source_id":"steam:236648067","content_type":"review","title":null,"body_preview":"they did a great job with this game im glad they kept going with development even after the community made it rushed. the base game ending always gives me chillz","author":"2h2t","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","opinion_stance"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122173875/recommended/"},{"id":"9071c797-546b-413f-b060-2041224a8b87","source":"steam","source_id":"steam:236648665","content_type":"review","title":null,"body_preview":"This has easily become one of my favourite games of all time, and I've only just started playing through the DLC. The story, the world, and the characters are so damn good. I very rarely fast travel b","author":"Triptameen","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_experience","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198357113518/recommended/"},{"id":"e6cdf079-bc29-49f6-b3f4-d9def606a478","source":"steam","source_id":"steam:236648850","content_type":"review","title":null,"body_preview":"One of the best games I have ever played and one of the only single player games I will prob ever play this much","author":"El Vergil","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199564417481/recommended/"},{"id":"66cba6b5-0d3e-4f54-9ecd-5fc47f1bcce6","source":"steam","source_id":"steam:236650834","content_type":"review","title":null,"body_preview":"For chooms like us? Wrong city, wrong people kiddo","author":"Yeas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198079084880/recommended/"},{"id":"8fc627b3-03ff-49f6-ad5e-700d58227226","source":"steam","source_id":"steam:236651791","content_type":"review","title":null,"body_preview":"An actually immersive and realistic game. Forget random cutscenes that make no sense or that just make you live for a short time—you get to live the entire time. You'll be so immersed that you forget ","author":"sd5617367","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199092602179/recommended/"},{"id":"bafff62f-1cce-44b7-bad7-1bd7fe169003","source":"steam","source_id":"steam:236652733","content_type":"review","title":null,"body_preview":"Not terrific. Meh....Gameplay is rigid and cartoon like. It's not my hardware. People said it's fixed. I never experienced it the first time and it's unacceptable now. If this is fixed, people are sat","author":"DJAnakin","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198020016295/recommended/"},{"id":"664573bd-6dd3-4519-83e2-5926a4f1a789","source":"steam","source_id":"steam:236657245","content_type":"review","title":null,"body_preview":"\"Did we do it? Did we finally beat that extreme demon?\"\r\n\r\n\"Sir that was stereo madness\"","author":"TERRACAT","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199219900745/recommended/"},{"id":"bdd000be-aeea-4405-9c1e-fc67c25e56b7","source":"steam","source_id":"steam:236657384","content_type":"review","title":null,"body_preview":"Love this game! fav game in my childhood, still one of my favorites!!!\nkeep the content coming :)","author":"Milanski","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198371310536/recommended/"},{"id":"3ba45335-467c-4b06-8859-d4e04afef04b","source":"steam","source_id":"steam:236559851","content_type":"review","title":null,"body_preview":"Cant hit Russians and Chinese players and there both are alot on EU servers.\n\nWhould not recommend in this state. \n\nBut beside this its a insane good game with loving style and insane good gameplay. J","author":"BorderlineCollie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198185251575/recommended/"},{"id":"1da9f152-bdfc-4e5d-9cd0-4732ccce9e25","source":"steam","source_id":"steam:236567630","content_type":"review","title":null,"body_preview":"This game offers an experience that you. cannot. find. anywhere else. Every move you make big or small determines whether you win or lose. PvP is unforgiving. It requires real skill and wit rather tha","author":"Brosie O’Donnell","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199389456220/recommended/"},{"id":"a64b2d82-15cb-4855-b47e-b6c5a8fcba88","source":"steam","source_id":"steam:236573205","content_type":"review","title":null,"body_preview":"Because of this game, whenever I'm outside, I keep on checking the compass app to see where are the crows coming from.\n10/10 schizophrenia inducing game","author":"Ciocălău","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199115665016/recommended/"},{"id":"84a8b1a5-4887-4e55-95b4-99673bb2cdf6","source":"steam","source_id":"steam:236574007","content_type":"review","title":null,"body_preview":"This game does not have an anti cheat and cheaters never get banned by Crytek no matter how many reports they get. You will meet cheaters with wallhacks and aimbots with +1k hours of playtime every ot","author":"Miflof","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058815927/recommended/"},{"id":"8a42e702-d7c2-4e8d-adf8-2a4853c8aa4f","source":"steam","source_id":"steam:236582652","content_type":"review","title":null,"body_preview":"You took my ♥♥♥♥♥♥♥ frag arrows and explore mode wtf","author":"EPICTHEVI","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199437681848/recommended/"},{"id":"62a64eb2-ba87-46be-8d4c-0e028707d27e","source":"steam","source_id":"steam:236583538","content_type":"review","title":null,"body_preview":"I buy the game and load it up, join my first match with my friends and run around. Behold, a ♥♥♥♥♥♥♥ black man with a double barrel shotgun pointed at you. You point and pull the trigger first like yo","author":"Zaxi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198448137118/recommended/"},{"id":"3ac9c8b4-c99f-4fbf-88a4-ad965edeb429","source":"steam","source_id":"steam:236584615","content_type":"review","title":null,"body_preview":"Not worth it. Ok to try if on discount maybe. Boring gameplay and boring players. The players that are \"good\" will just camp clue or boss doorways for 10 minutes then onetap you. Also you need to play","author":"JSwagginThem","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199082725098/recommended/"},{"id":"6776ae03-aeb4-449c-929c-e6e363913ab6","source":"steam","source_id":"steam:236588982","content_type":"review","title":null,"body_preview":"4 skinless boneless chicken breast fillets\r\n1 tbsp paprika\r\n1 tsp dried onion\r\nflakes\r\n¼ tsp cayenne pepper\r\n2 tsp dried thyme\r\n1 tbsp sunflower oil\r\n200g tub guacamole\r\nto serve \r\nBrush the chicken o","author":"Xid OT","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198664053711/recommended/"},{"id":"d3835ee9-d2d7-4091-974d-b729d9e494aa","source":"steam","source_id":"steam:236590868","content_type":"review","title":null,"body_preview":"I was banishing boss and collecting bounty, everything is nice and sunshine and stuff. And suddenly someone throw a hammer 40 meters away and destroyed my head.","author":"Cat Cat-lon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198851159620/recommended/"},{"id":"9db93097-5f4e-438d-b1e5-e9de918bd4c0","source":"steam","source_id":"steam:236593928","content_type":"review","title":null,"body_preview":"Hunt: Showdown is my favorite FPS, and one of the hardest to recommend to a friend.\n\nYour first hours will go like this: you load into a huge map, walk for a minute, and die. You didn't see who shot y","author":"HULKBAD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198089391115/recommended/"},{"id":"06048fae-2bcc-44a7-a70f-c6e595eaddd3","source":"steam","source_id":"steam:236608053","content_type":"review","title":null,"body_preview":"My favorite FPS game! The gritty gunplay is incredibly satisfying whether you are queueing with friends or playing solo against trios. Fun battle passes and great pacing.","author":"PrettyPoison","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198835725323/recommended/"},{"id":"0e3ccbd3-f246-4528-b22a-df0a4f252a46","source":"steam","source_id":"steam:236609134","content_type":"review","title":null,"body_preview":"You will probably like it, at first, especially in the first hours when you're playing against bots and not real people (and the game doesn't tell you it's actual bots, of course). Then, when you cann","author":"Silent","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience","natural_digressions","synthetic_empathy"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198030585235/recommended/"},{"id":"2af1c8ea-02dd-48ee-af15-75e489ab7925","source":"steam","source_id":"steam:236619484","content_type":"review","title":null,"body_preview":"They put Post Malone in this ♥♥♥♥, mental work right there.","author":"Vileros","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.382154882154882,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198854838533/recommended/"},{"id":"849c34dc-9322-4da2-9cc5-722355ce30ec","source":"steam","source_id":"steam:236620990","content_type":"review","title":null,"body_preview":"One of the most intense and immersive games I’ve ever played. The atmosphere is amazing, the gunplay feels satisfying, and every match creates unforgettable moments. You never know what’s going to hap","author":"TiRey1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198966420832/recommended/"},{"id":"8d5fbbb8-48e0-4f10-8878-ad6470982726","source":"steam","source_id":"steam:236628557","content_type":"review","title":null,"body_preview":"the BEST extraction shooter with immaculate audio and great progression","author":"millburg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198213256593/recommended/"},{"id":"f78cb702-9dab-47b4-9fee-c2b698f63ce5","source":"steam","source_id":"steam:236576025","content_type":"review","title":null,"body_preview":"I've played and replayed for years since I was a kid, very good game and story","author":"andrewnalysta","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198306714458/recommended/"},{"id":"e0639a86-cc83-4df7-b907-7d27582ac38e","source":"steam","source_id":"steam:236583662","content_type":"review","title":null,"body_preview":"Mate, sit down. This is one of the best games of all time. Suck amazing tone, the horror contrasted with the joy and comedy may never be created, getting near movie level story. I love it, it's a very","author":"ITSMONSTA","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198353558604/recommended/"},{"id":"198dd4cc-b10a-46a0-8fa5-b96b3b340df4","source":"steam","source_id":"steam:236586165","content_type":"review","title":null,"body_preview":"Borderlands 2 is one of the best looter shooters, very strong on lore and worldbuilding with some fun characters. Overall to me this still remains some of the most fun you can have with video games.","author":"Quintus Sosius Senecio","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198995997656/recommended/"},{"id":"98efb933-e45a-4496-8313-7632bf89270c","source":"steam","source_id":"steam:236591083","content_type":"review","title":null,"body_preview":"Its the best Borderlands. I think we all know that, Modding it with Recoded is pretty sweet check it out.","author":"Faceless","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198150274536/recommended/"},{"id":"800d1ae0-ecc1-4b95-8506-cd532fcece67","source":"steam","source_id":"steam:236595379","content_type":"review","title":null,"body_preview":"finally got to play after years and am having the time of my life!!","author":"FrogTheGoatDemon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199796075484/recommended/"},{"id":"5fb0b1b5-fd58-4bf3-971f-a27645eae8c9","source":"steam","source_id":"steam:236601923","content_type":"review","title":null,"body_preview":"i played this game on the xbox 360, ps4, and now pc i will love this game until the very end i even went as far as 100% the game forever in my heart","author":"Based God","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199843519305/recommended/"},{"id":"4085e574-b56a-4f54-a990-cebd25e5a295","source":"steam","source_id":"steam:236602799","content_type":"review","title":null,"body_preview":"Don't forget to shoot that guy in the face.\n\nOh and don't forget to sell out to Jack for a reward.","author":"LoneSinLSR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198821287369/recommended/"},{"id":"cbe26fc1-af84-4720-bf36-9d9320caeb26","source":"steam","source_id":"steam:236644760","content_type":"review","title":null,"body_preview":"If you're buying it to play coop with a friend, dont bother.  A quick google search will show you this games servers are broken.\r\n\r\nThe developers released an update years ago to accomodate crossplay,","author":"KoochKingJr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071576002/recommended/"},{"id":"ae09ee45-4b92-4941-bc41-59a16c7cdc3c","source":"steam","source_id":"steam:236546327","content_type":"review","title":null,"body_preview":"Great game if you love games like DOS2 this is the game for you.\n-Great Story\n-Great Characters\n-Fun gameplay\n-Very immersive\n-Huge replayability\nMy only gripe is the 3rd act felt very rush.","author":"[HD]StarLord","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198129274762/recommended/"},{"id":"0e778794-49e2-4c20-a331-4b807ac6c96d","source":"steam","source_id":"steam:236546362","content_type":"review","title":null,"body_preview":"best game i have ever played, also the most addicting. spend nearly all my spare time saving faerun","author":"iaydee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199106555806/recommended/"},{"id":"a6a4adc0-c003-4bb1-aa1c-b9cb7c86ffb7","source":"steam","source_id":"steam:236547473","content_type":"review","title":null,"body_preview":"If you like D&D campaigns but don't have a group to play with, this is a good alternative.","author":"justicegurl05","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199100232734/recommended/"},{"id":"51bb1da8-e183-4ec7-9af8-84ea8234359d","source":"steam","source_id":"steam:236551214","content_type":"review","title":null,"body_preview":"I loved how you can build relationships with characters and get personal interactions with them. The art in the gamme is really beautifull. It´s my favorite game","author":"Nash_weeb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198998495358/recommended/"},{"id":"bfa53884-6ddf-4961-bda4-54ba8639df79","source":"steam","source_id":"steam:236551838","content_type":"review","title":null,"body_preview":"It's long, tedious at times, many re load save files to get the wanted path, lots of inventory sorting, selling items doesn't pay that well, huge fights are a pain, insane amount of dialogue, and SO M","author":"SupremePi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198099804514/recommended/"},{"id":"24e5e6db-a8d5-4d67-b5e0-68c96598ae42","source":"steam","source_id":"steam:236553268","content_type":"review","title":null,"body_preview":"ADHD Trap. I lost 6 hours. Twice. 10/10 am gonna do again","author":"Breezieday","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198395562247/recommended/"},{"id":"23031241-0d8e-4a30-ac34-b07b74c2afc5","source":"steam","source_id":"steam:236557387","content_type":"review","title":null,"body_preview":"AMAZING!!!! 20/10 on story as well as replayability.","author":"Spartan Ethos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198295711192/recommended/"},{"id":"2104ad9c-30d6-4d26-a37a-0481ea724238","source":"steam","source_id":"steam:236558080","content_type":"review","title":null,"body_preview":"a bit of a learning curve at first but the story is so good and I love all the little side quests. Once you figure out the combat this game is a 10/10!","author":"Jean Bean","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013022299/recommended/"},{"id":"2aa3b553-fa4d-42c3-96c7-8769c4e6f69c","source":"steam","source_id":"steam:236560714","content_type":"review","title":null,"body_preview":"Without question the best and most in depth RPG of the modern era.","author":"CrazySpoon","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198000665871/recommended/"},{"id":"3c65a541-28d8-44ec-ac55-58e1588b37b5","source":"steam","source_id":"steam:236564844","content_type":"review","title":null,"body_preview":"might be the greatest game ive ever played fr\n\ninsane that i game on mac and can still play with my friends on PC and PS5 simultaneously!","author":"that one guy who stole ur wife","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198076355471/recommended/"},{"id":"9efcd09c-8418-4cd4-844b-15dd0d11265e","source":"steam","source_id":"steam:236607365","content_type":"review","title":null,"body_preview":"*******DO NOT DOWNLOAD WARZONE FROM STEAM*******\n\nI'm probably and idiot but it searched \"WARZON\" and this camp up then installed the game download ♥♥♥♥♥♥♥ 120gb on a Cellular network just to open the","author":"VIVY","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198957793749/recommended/"},{"id":"bc5b3d6e-9af4-4bb8-aaae-cb1cfef1a996","source":"steam","source_id":"steam:236608391","content_type":"review","title":null,"body_preview":"if you want to know what online abuse means, legit play this game","author":"syeanz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199383887128/recommended/"},{"id":"d45f02c5-e23b-4d66-b50b-382452d316a0","source":"steam","source_id":"steam:236621105","content_type":"review","title":null,"body_preview":"Honestly I enjoy COD, Some games are better than others but at the end of the day I love playing Warzone Resurgence and Team Deathmatch (Hardcore). I would 100% recommend COD to players who enjoy play","author":"GrayGhost1985","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_preference","recommendation"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199804083809/recommended/"},{"id":"42dea665-1aa0-40e8-9abc-9d996cbd6560","source":"steam","source_id":"steam:236625826","content_type":"review","title":null,"body_preview":"takes way too much space and this game is absolutely ass the developers don't even listen to their community.","author":"Matt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199227733202/recommended/"},{"id":"7245a6f9-6ffb-41c5-ba06-07d51634e725","source":"steam","source_id":"steam:236629997","content_type":"review","title":null,"body_preview":"thanks to this gam I stopped being depressed because of my long work days . and become depressed of this game and all its hackers and its bitchless jobless palyers.","author":"76561199842434890","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199842434890/recommended/"},{"id":"a2835c48-3abf-49c8-a2bb-a572d65d0673","source":"steam","source_id":"steam:236634771","content_type":"review","title":null,"body_preview":"i love the game, first game ive been able to focus this long on","author":"hjsimon904","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199757027642/recommended/"},{"id":"34851ba2-b5c9-4c4a-a145-16507a2573cf","source":"steam","source_id":"steam:235735757","content_type":"review","title":null,"body_preview":"Nothing beats sending an 8-lane elevated freeway through a high-density residential district.  10/10 would recommend","author":"jjwenum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198980642506/recommended/"},{"id":"21943eb6-e378-4457-a28d-2cbbda785f03","source":"steam","source_id":"steam:235738923","content_type":"review","title":null,"body_preview":"great game for macos but if have windows you should prob get cities skylines 2","author":"pinegapple0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199446666688/recommended/"},{"id":"f1e21dbb-d7c2-40c4-ace1-5a1e9ca7217b","source":"steam","source_id":"steam:235757346","content_type":"review","title":null,"body_preview":"Launcher randomly stopped working after 300h. Can't buy CS2 because it's just ♥♥♥♥. ♥♥♥♥ you paradox.","author":"Cornel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198970141627/recommended/"},{"id":"a16943e0-0873-4d8c-9427-a557b3b2ed87","source":"steam","source_id":"steam:235783814","content_type":"review","title":null,"body_preview":"Even years after its release, Cities: Skylines remains the absolute gold standard for city-building and traffic management simulation, easily outclassing newer alternatives in stability and content.\n\n","author":"F3f4r","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","lack_of_platform_fluency","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198977026640/recommended/"},{"id":"4c392fdd-2b5d-40ff-903d-37df2f29342f","source":"steam","source_id":"steam:235825480","content_type":"review","title":null,"body_preview":"Close to unplayable without the mods, so make sure you get to know Steam Workshop for this game. Good time sink if you into stuff like that, but get's quite boring once you reach your arbitraty goal a","author":"AchillesMV","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198038630867/recommended/"},{"id":"5add11e3-a462-4fb9-9832-8d757b235300","source":"steam","source_id":"steam:235843749","content_type":"review","title":null,"body_preview":"It's a good game if you have a decent computer to play it on. It's very fun and challenging to play, but if you are looking for a solid city management game, this is a good choice. Also runs on Linux ","author":"swagnillaice","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198290242110/recommended/"},{"id":"fdba8d8a-b6dd-434e-a858-390bd5ed3f4c","source":"steam","source_id":"steam:235848095","content_type":"review","title":null,"body_preview":"Its a great game, fun to play, workshop mods amplify it even more. Must Have Game.","author":"HSI #noobmaster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197965559370/recommended/"},{"id":"4ac539c2-825a-4766-ba10-1b0ce25dec8a","source":"steam","source_id":"steam:235859986","content_type":"review","title":null,"body_preview":"The man they call a racist and genocidal figure is none other than Mustafa Kemal Atatürk, to whom our entire nation is deeply grateful. These slanderous claims and accusations are a direct insult to t","author":"Alchera","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198294701020/recommended/"},{"id":"270ca7e6-4153-40f1-a2c3-9ac53913b9ab","source":"steam","source_id":"steam:235866918","content_type":"review","title":null,"body_preview":"Instead of spending lots of money of Cities: Skylines II, the original game is 4 times cheaper and is decently fun. It's slightly upsetting that the DLCs are kind of expensive, but I recommend getting","author":"Logic Stone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinion_without_overqualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199498692143/recommended/"},{"id":"dcc3b1a2-1bc2-4318-ace7-0c5adc271b38","source":"steam","source_id":"steam:236527137","content_type":"review","title":null,"body_preview":"The worlds of possibilities is still a statement that doesn't come close to the true depth of the fractal image of paths you can take it this amazing creation of immersive gameplay. The growth from st","author":"g1a4k3","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198161874495/recommended/"},{"id":"01e1b243-1abb-48d0-a013-564d73817169","source":"steam","source_id":"steam:236527245","content_type":"review","title":null,"body_preview":"oh  my god i love space i cant wait to make a space station","author":"femboy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198275030192/recommended/"},{"id":"69f1c4d7-9e24-477a-a7f5-214149f8efed","source":"steam","source_id":"steam:236529791","content_type":"review","title":null,"body_preview":"The amount of love and effort poured into this game over the years has never been more aparent than in the 10-year anniversary update. While I didn't play the game at launch, I was thinking about buyi","author":"SleepyKitty","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198198885218/recommended/"},{"id":"255619fe-2e38-48a7-95c0-235e9ae4ebe3","source":"steam","source_id":"steam:236529876","content_type":"review","title":null,"body_preview":"A huge disappointment, especially given the developer-paid reviewers who hyped NMS as a must-play title.\n\nCalling it a game is quite a stretch — with its bare-bones approach to 'storytelling' (consist","author":"Venom","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199038387559/recommended/"},{"id":"4e608b94-5d25-4647-9c89-56730a400406","source":"steam","source_id":"steam:236533516","content_type":"review","title":null,"body_preview":"The reputation should speak for itself. \n\nIt balances realism with fun well, you don't need to do any kind of calculations or project planning (but making sure you have plenty of supplies helps)  to s","author":"Fudge_the_education","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198074732464/recommended/"},{"id":"2c7ba684-ceec-46b6-8922-0f01d16b8337","source":"steam","source_id":"steam:236535069","content_type":"review","title":null,"body_preview":"Sometimes you just want to grab a cup of coffee, fly into the cosmos, land on an uncharted glowing paradise planet, and listen to incredible ambient music.\r\n\r\nNo Man's Sky is pure comfort gaming. It g","author":"DenJi デンジ","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199106697526/recommended/"},{"id":"92f1ba12-8e2a-424c-a7d2-722d62e62649","source":"steam","source_id":"steam:236535758","content_type":"review","title":null,"body_preview":"kewl space game, would comfort a dying artificial god and help it see the universe again","author":"Guerr3000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199465402528/recommended/"},{"id":"c69fb77f-28b4-4b8d-b3e2-d86903d2526b","source":"steam","source_id":"steam:236537764","content_type":"review","title":null,"body_preview":"I purchased this game in 2016 for the PS4 at launch, when I resonated with the vision they were aiming for. Like many, I was disappointed. But today it stands as one of my favourite games I get to pla","author":"PrimeAvatar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197998581521/recommended/"},{"id":"4dfe31e5-f4dd-408b-82dd-13eda0a33e51","source":"steam","source_id":"steam:236537829","content_type":"review","title":null,"body_preview":"Absolutely ♥♥♥♥♥ on Star Citizen in every way. ACTUALLY FUN.","author":"BumMeat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970534624/recommended/"},{"id":"54f76c1c-73a1-426f-94e0-a70b5cc1e930","source":"steam","source_id":"steam:236539581","content_type":"review","title":null,"body_preview":"A kit if freedom is provided throughout the game. Whichever space related franchise you fell in love with as a child you can relive you imagination through this game. Truly an amazing experience you c","author":"FreudianChicken","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198649321781/recommended/"},{"id":"fba80eb9-f43c-4e74-af65-2793e8ac4731","source":"steam","source_id":"steam:236540281","content_type":"review","title":null,"body_preview":"Wow. Where do I start?\r\n\r\nWhen this game was first announced for a 2016 launch date, I was stoked. Here it was, a space exploration sim with procedural generation, something I am absolutely fascinated","author":"TerranRich","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198017336720/recommended/"},{"id":"d5aa3d3f-18dd-4cdb-acfd-7fbfba667590","source":"steam","source_id":"steam:236542262","content_type":"review","title":null,"body_preview":"No Man's Sky has continued to evolve and progress over the years, with the developers continually improving the game (without turning it subscription based). The freedom to explore, build, etc without","author":"Riverbrady","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_strong_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197997969679/recommended/"},{"id":"296e8796-5b07-4166-9b8f-d5fe0dd0b73b","source":"steam","source_id":"steam:236542535","content_type":"review","title":null,"body_preview":"Has become a game I have revisited regularly thanks to the Expeditions. Love the whismy, love the spooky, love the variety","author":"CptJecht","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197985992060/recommended/"},{"id":"ae95aa66-1d06-426a-97ba-8853a3d91023","source":"steam","source_id":"steam:236497347","content_type":"review","title":null,"body_preview":"As someone who got burned out of dbd and competitive games in general, finding a fun online co-op horror game with full lobbies was a blessing. 60 hours in the last two weeks alone.","author":"RoachCat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198068905947/recommended/"},{"id":"8a200431-e270-4fd1-9b00-59ce75f83f7e","source":"steam","source_id":"steam:236497981","content_type":"review","title":null,"body_preview":"the game is very fun looking forward for more updates","author":"An_Oucast","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199485234522/recommended/"},{"id":"d140c208-2819-40ee-a9b6-1f3fb67223e6","source":"steam","source_id":"steam:236503294","content_type":"review","title":null,"body_preview":"Went in looking for ghosts, came out with trust issues....","author":"Kai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199250746216/recommended/"},{"id":"c65a4998-edec-4d5c-a9c2-22360dfee1db","source":"steam","source_id":"steam:236503316","content_type":"review","title":null,"body_preview":"literally such a fun, kind of diffcult though game. I would keep in  mind that it isn't very beginner friendly in terms of tutorial information, so get a friend to play and learn with you.","author":"alybotts","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199500729470/recommended/"},{"id":"9b7899d2-36aa-4c98-bd1c-387094a32a60","source":"steam","source_id":"steam:236517443","content_type":"review","title":null,"body_preview":"this game is scary so i only play it rarely \n\ngood game in vr and desktop!","author":"ye west silver1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199090277391/recommended/"},{"id":"d8c6e7ee-0c19-47a3-af24-ce8257a17980","source":"steam","source_id":"steam:236517886","content_type":"review","title":null,"body_preview":"I love this game I play it on VR and it is scary but fun to play with friends","author":"blainesmellsfunky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198679571377/recommended/"},{"id":"7c4a2a4a-a237-4276-9c36-55a0171972f0","source":"steam","source_id":"steam:236524301","content_type":"review","title":null,"body_preview":"phantoms are very mean to me\nawesome game though with the fellas 10/10","author":"sethypoopookins","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061629066/recommended/"},{"id":"9da69696-f561-4902-be55-bebca264da94","source":"steam","source_id":"steam:236541666","content_type":"review","title":null,"body_preview":"All my progress was reset for no reason when i changed my windows","author":"Roronoa_ZORO","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199798853109/recommended/"},{"id":"99a62b73-dee6-45ab-afe1-c82175c1cfbd","source":"steam","source_id":"steam:236574056","content_type":"review","title":null,"body_preview":"Such freedom, even with a crappy laptop i still run this game good AND can use HBOMBS without crashing. I have a 1050 so thats pretty decent in my eyes.","author":"Butter","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199553144459/recommended/"},{"id":"f52d627f-e112-4f06-b326-98f625796c08","source":"steam","source_id":"steam:236574707","content_type":"review","title":null,"body_preview":"very good game for testing out your creativity. 10/10","author":"Lapu_man","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198729145140/recommended/"},{"id":"8c14758d-f6e7-440c-8658-c17907626cd2","source":"steam","source_id":"steam:236576614","content_type":"review","title":null,"body_preview":"muito bom tem amigos top e os server br resenha pura tirando os adolf que fica grifando","author":"lugure","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198967862730/recommended/"},{"id":"38bc3600-15e6-4de7-8ae7-cfd598435af9","source":"steam","source_id":"steam:236579977","content_type":"review","title":null,"body_preview":"this game is SO freaking cool its a little scary but its really nice in the christmas cunstruct map i go there when stressed or scared you should try it out though! ok bye!","author":"nathanisdabest","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198642648182/recommended/"},{"id":"e0332827-0a56-489f-8933-a988da003918","source":"steam","source_id":"steam:236581752","content_type":"review","title":null,"body_preview":"trash game made by scummy socialist losers. to hell with healthcare. rot in hell you losers , f you for using that ugly 2 letter word before \"BREENS\" garbage. you nasty losers. death to you and all un","author":"mango fruit","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198975103675/recommended/"},{"id":"87fed0d0-34b8-468c-a423-e643a12a85f7","source":"steam","source_id":"steam:236585384","content_type":"review","title":null,"body_preview":"Good sandbox game, amazing mod support, a must-have for PC gaming.","author":"kamjam1614","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199862939118/recommended/"},{"id":"51944108-34ed-4d9f-ae34-0c3d933e6687","source":"steam","source_id":"steam:236508656","content_type":"review","title":null,"body_preview":"The best puzzle game I've ever played and one of my favorite games. It has great level design, memorable characters, and amazing art direction. Valve doesn't miss with their titles.","author":"Detsuo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198983872111/recommended/"},{"id":"73413960-5067-4fbe-b248-9c3d1d71a1f7","source":"steam","source_id":"steam:236510135","content_type":"review","title":null,"body_preview":"this was one of if not my very first game on steam, and to this day portal has continued to be one of my favorite franchises ever. this review is a long time coming.\r\n\r\nthe mechanic of the portal gun ","author":"Sev","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","personal_opinion_stance","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198158126720/recommended/"},{"id":"506cc87d-a241-451f-9c58-68c8a19485a7","source":"steam","source_id":"steam:236514739","content_type":"review","title":null,"body_preview":"Cool graphics. Great story, some chambers ARE a bit hard but worth it. Though, you need a bit of a beefy pc to play with these graphics. or you can just turn the graphics down idk","author":"e001991","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198711186882/recommended/"},{"id":"4a5b4b14-5465-44be-87d9-7f09b27f9182","source":"steam","source_id":"steam:236514854","content_type":"review","title":null,"body_preview":"Extremely atmospheric and well-written. The puzzles were too easy for my tastes in the beginning, but are probably more reasonable if you've never played Portal 1 so need to learn the mechanics. The t","author":"baa_baa_im_a_sheep","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199567116976/recommended/"},{"id":"09c0bc22-cbb5-4ea7-ab53-28066ad81eed","source":"steam","source_id":"steam:236518177","content_type":"review","title":null,"body_preview":"i like the turrets cus they have funny voices and they fire the whole bullet (which is 65% more bullet per bullet). Also very good puzzle game maybe even better then the first portal","author":"WallT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","humor_or_quirkiness"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199457050116/recommended/"},{"id":"d3878423-f644-4a7a-a19d-e7d63693a319","source":"steam","source_id":"steam:236521964","content_type":"review","title":null,"body_preview":"This is a great game made by the best chiefs in town VALVE! also portals are funny","author":"cheese  brick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199046232595/recommended/"},{"id":"10846597-b4b0-4ef2-acce-4cd4a35c3dc1","source":"steam","source_id":"steam:236525798","content_type":"review","title":null,"body_preview":"My first contact with Valve gems, still love it since i was a kid. And now its on my steam pfp since i created it.\r\nThe cake is a lie!","author":"hideki","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198237008754/recommended/"},{"id":"57b10238-1648-4660-a968-4845b6f73a09","source":"steam","source_id":"steam:236529999","content_type":"review","title":null,"body_preview":"Great story, writing, pace, design, gameplay. 10/10","author":"Altha","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198140449610/recommended/"},{"id":"630957d9-563e-439f-a632-2604fbbf127f","source":"steam","source_id":"steam:236540324","content_type":"review","title":null,"body_preview":"It has the best ending I have ever seen in a video game!","author":"louis_sharmankoh","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199854645633/recommended/"},{"id":"82193c38-1474-4b0c-88f9-a0d86d9069eb","source":"steam","source_id":"steam:236546349","content_type":"review","title":null,"body_preview":"This game was fantastic and took everything about the first game and made it better. It might be the best sequel game I've ever played. It took everything I loved about Portal and made it better imo. ","author":"erprosepowell4","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","personal_experience","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199842638794/recommended/"},{"id":"7f12b0ab-3e5e-40bd-96ef-978a558a1b40","source":"steam","source_id":"steam:236548172","content_type":"review","title":null,"body_preview":"Not very often that a classic game can stand the tests of time. I had tons of fun playing both single player and co-op when I was in high school, and I enjoy it just as much today, hunting all the ach","author":"theapeofstone","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013558846/recommended/"},{"id":"e9a9f6f0-e0c1-4604-84bf-9d072eea7c53","source":"steam","source_id":"steam:236580268","content_type":"review","title":null,"body_preview":"made me feel stupid to the easiest solutions\r\nstill easier than geometry tho\r\n9/10","author":"Strickflit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199440924940/recommended/"},{"id":"1b1c02da-3d10-43ea-b55d-6d864ca2fec5","source":"steam","source_id":"steam:236587305","content_type":"review","title":null,"body_preview":"british man and american lady call me fat while my head hurts doing puzzles. 10/10","author":"lootlamb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198948682419/recommended/"},{"id":"f7b5223c-1f45-4c2f-a041-156bfc4f4818","source":"steam","source_id":"steam:236612530","content_type":"review","title":null,"body_preview":"Honestly, Dark Souls 3 is absolute fire. I didn’t expect it to be this good for a game that came out back in 2016! Given that Elden Ring was my first Souls game, Dark Souls 3 is honestly amazing and s","author":"Gugu Gaga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199873026534/recommended/"},{"id":"83a2df69-e03f-49d7-9b3a-9032ed52b634","source":"steam","source_id":"steam:236623148","content_type":"review","title":null,"body_preview":"The music on Vordt is my favorite probably in any game boss.!","author":"Korey","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198152744889/recommended/"},{"id":"a5498638-4782-486b-9e4a-d9ba7b78d553","source":"steam","source_id":"steam:236630248","content_type":"review","title":null,"body_preview":"One of the best medieval fantasy games of all time. 10/10","author":"oysterlordyeeticus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198383392499/recommended/"},{"id":"f4a847e2-94c7-4562-9516-161bef4561b4","source":"steam","source_id":"steam:236634295","content_type":"review","title":null,"body_preview":"for the people complaining about it being too expensive get your money up","author":"NICK","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198118873081/recommended/"},{"id":"e41a9cdc-429d-4be7-ad9a-1a6700cbefd9","source":"steam","source_id":"steam:236634620","content_type":"review","title":null,"body_preview":"peak u should try once in lifetime and play dark soul remastered |||","author":"ghost210","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199885515048/recommended/"},{"id":"f0d9c583-3b8f-4e5e-a35d-f61b5996af07","source":"steam","source_id":"steam:236636163","content_type":"review","title":null,"body_preview":"Not as good as the 2nd unfortunately but it was a good crack at it, good effort there mate.","author":"Zorn Mingus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198023206693/recommended/"},{"id":"989a0a27-aae2-4faf-a77a-52cf4c1bc5b6","source":"steam","source_id":"steam:236640587","content_type":"review","title":null,"body_preview":"Amazing game visuals are amazing the dlc alone is worth it the storyline the bosses the characters the interactions the details everything about this game is peak\r\nEXCEPT FARMING ANOR LONDO STAIRS FOR","author":"Yugonmakmebus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198968785218/recommended/"},{"id":"bd882204-b610-4ac3-af82-488b9eeda222","source":"steam","source_id":"steam:236645167","content_type":"review","title":null,"body_preview":"Terrible maze simulator game, cash grab port from console to PC, release space to roll. Terrible game.","author":"alan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040211810/recommended/"},{"id":"617d44ae-6e12-4db8-8cd4-416bb005fea8","source":"steam","source_id":"steam:236406498","content_type":"review","title":null,"body_preview":"really good game. is pretty much balanced in most modes. its got enough story. its basically infinetely replayable because of the amount of mods. you can find mods for basically everything in the game","author":"DesNio","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199802418826/recommended/"},{"id":"7c58517d-03b7-4503-88e1-f0c79f892655","source":"steam","source_id":"steam:236414560","content_type":"review","title":null,"body_preview":"I Left 4 dead , 10 out of 10 would install 99+ mods again","author":"alone memer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199057692978/recommended/"},{"id":"196901dc-09a8-4cc5-8001-c9070a66a314","source":"steam","source_id":"steam:236415099","content_type":"review","title":null,"body_preview":"its alot of fun with friend and a great recreation of a great game.","author":"lukep672","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198427268387/recommended/"},{"id":"5ad576cf-cb78-409d-a995-a1f5365ac58e","source":"steam","source_id":"steam:236428190","content_type":"review","title":null,"body_preview":"Thank you Gabe for learning how to do mongolian throat singing","author":"10TP","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198150317511/recommended/"},{"id":"1cc9bf71-07f8-4d89-9200-6273814cc391","source":"steam","source_id":"steam:236428522","content_type":"review","title":null,"body_preview":"When I grow up I want to be the zombie with the clown face.\nThis game is so utterly boring how did it survive this long?","author":"bexork","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197967376879/recommended/"},{"id":"a6a0fdaf-e0ac-401c-88fa-7a924e6eefdd","source":"steam","source_id":"steam:236433361","content_type":"review","title":null,"body_preview":"STILL THE BEST ZOMBIE GAME OUT THERE AND IT WAS MADE IN 2009. IF YOU AINT PLAYIN THIS YOU AINT RIGHT CUZZO","author":"MyName_IsMudd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198679092195/recommended/"},{"id":"cf1c72d6-0dab-44d7-92c6-d063f4bda7aa","source":"steam","source_id":"steam:236599204","content_type":"review","title":null,"body_preview":"peak boss battles but slow progression i like that about this game","author":"reef59225","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199764786442/recommended/"},{"id":"5bf13eba-173e-4b0f-bd31-5096c37b4de5","source":"steam","source_id":"steam:236599563","content_type":"review","title":null,"body_preview":"A really like  the game beacuse It Has a lot of value for its price 10/10","author":"megamurzyn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811881809/recommended/"},{"id":"ca05c2f5-c9a1-4a93-8f79-e3c9a346dda6","source":"steam","source_id":"steam:236599951","content_type":"review","title":null,"body_preview":"I'm not that interested but playing it with a friend or 2 is nice","author":"rue","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199165354120/recommended/"},{"id":"05a7903d-685d-448f-8478-8feace644e4e","source":"steam","source_id":"steam:236600122","content_type":"review","title":null,"body_preview":"YESSSSSSSSSSSS!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!?????!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!","author":"Makoto Nakamura","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199386154885/recommended/"},{"id":"0c5e8ade-8d1a-402c-804e-7abcaf3f27f2","source":"steam","source_id":"steam:236602131","content_type":"review","title":null,"body_preview":"I love the zoologist so much and the game wasnt bad too","author":"BubbelBi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199502428489/recommended/"},{"id":"17ebbb51-0c0f-4542-a75a-7ed76dc63f65","source":"steam","source_id":"steam:236602730","content_type":"review","title":null,"body_preview":"it is definitly something else, and i LOVE IT, so many cool things, unique bosses all doing their own thing AND once you've downloaded this game you can immediantly download the mod loader for the gam","author":"KoopSYL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198016363425/recommended/"},{"id":"eb2968cc-2f99-4e40-b94d-9b788ea7a26d","source":"steam","source_id":"steam:236605786","content_type":"review","title":null,"body_preview":"this game is very fun no errors at all  a better versoin of survival mincraft","author":"ChedBundy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199318572239/recommended/"},{"id":"fb2add21-0e21-4011-8aef-55b8bca21ab7","source":"steam","source_id":"steam:236608469","content_type":"review","title":null,"body_preview":"terraria is an amazing game that u and fiends and family can play making it exciting also , if u download tmodloader u will have tons of diffucelt mods like calamity and harder mods making it not only","author":"abdulrahman1.alansi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","lack_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198641742070/recommended/"},{"id":"07ed754f-c111-4388-8b90-852e2e46538b","source":"steam","source_id":"steam:236610998","content_type":"review","title":null,"body_preview":"Really good game for solo playing, people might say it's just a Minecraft copy, but not to be glazing it or anything, it's better than Minecraft. Multiplayer, I would definitely choose Minecraft, But ","author":"reyaanverma17","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198644960528/recommended/"},{"id":"d6b41c13-163e-43fb-b568-b4426ca57828","source":"steam","source_id":"steam:236611407","content_type":"review","title":null,"body_preview":"One of the Greatest Games Ever Made\r\n\r\nTerraria is one of those games that is almost impossible to describe properly.\r\n\r\nAt first glance, it looks like a simple 2D sandbox game. Then you start playing","author":"smarino5k","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198252030502/recommended/"},{"id":"04eeee2b-7658-49fe-b2b3-742fe23d4b87","source":"steam","source_id":"steam:236613770","content_type":"review","title":null,"body_preview":"THE BEST GAME\nyou get hit by boulders out of nowhere \nthere are lots of types of torchs\nthere are rainbow slimes\naliens exist but only after a while\nthe bestest game to ever exist 11/10","author":"clarabee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199260620901/recommended/"},{"id":"7b4a0bd5-7f80-4407-b702-d27c2cc93f0a","source":"steam","source_id":"steam:236616830","content_type":"review","title":null,"body_preview":"Just finished getting all the achievements (Im a completionist at the time of writing this) and as you can tell I would absolutely be a NO LIFER for this game.\nPeak cinema.","author":"Bambozeld_bacon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198431459559/recommended/"},{"id":"e4521219-4b6e-4117-8d79-4efebdfcd161","source":"steam","source_id":"steam:236489564","content_type":"review","title":null,"body_preview":"This is a great game to play with my family which has a lot of small children. We have a lot of fun.","author":"Kaylin","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198958291434/recommended/"},{"id":"a250c3fe-f7e9-44b6-8116-b2c031804714","source":"steam","source_id":"steam:236493785","content_type":"review","title":null,"body_preview":"I killed all of my friends, self reported then I came home and played among us.","author":"DzonyFR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199402148089/recommended/"},{"id":"19492f9a-4fc8-4634-bca9-134a42c8081f","source":"steam","source_id":"steam:236493890","content_type":"review","title":null,"body_preview":"Great social deductiong game to play with friend,but the players are not smart and will leave when they are not impostor","author":"duckthehaty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199176504256/recommended/"},{"id":"b7ace06a-d35f-4307-843d-667edbbfb264","source":"steam","source_id":"steam:236494667","content_type":"review","title":null,"body_preview":"its so fun i like this game and the new update wow","author":"rotems8075","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198732815201/recommended/"},{"id":"9d6832e3-a9ca-4fa6-b086-30db5bf85323","source":"steam","source_id":"steam:236497237","content_type":"review","title":null,"body_preview":"Can be fun but a very toxic community and by the time your done playing you'll ether be incredibly mad or satisfied with your game","author":"Aidenthedinoman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199552350643/recommended/"},{"id":"2ca0d5d1-3372-4252-a6d2-02b647807e25","source":"steam","source_id":"steam:236498919","content_type":"review","title":null,"body_preview":"Peak social denomination game; if you start I reccomend turning roles OFF","author":"Haxolotl123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199855388685/recommended/"},{"id":"e12febe7-d8ee-47c7-80f9-19ee05590752","source":"steam","source_id":"steam:236500892","content_type":"review","title":null,"body_preview":"i have developed several TTDs telepathically transimitted diseases ) from this game, it shares its likeliness to war thunder","author":"originaldpipster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198731906356/recommended/"},{"id":"efb57d98-4cde-44b6-b34b-58ff5539df1c","source":"steam","source_id":"steam:236606596","content_type":"review","title":null,"body_preview":"What an experience 1.0 has been so fun currently bout to fight Yagluth! I have loved the survival genre since I was 10, It started with minecraft and I played so many others but there's just something","author":"Regime","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198390587328/recommended/"},{"id":"7c6ad98a-cc7c-4540-a3cd-484929bb18ef","source":"steam","source_id":"steam:236607454","content_type":"review","title":null,"body_preview":"Maybe one of the best games ever made.\r\nIts a long grind, but they have made it so enjoyable the whole way, and the enjoyment comes entirely from exploring the world as its set out before you.","author":"Benisme","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043701042/recommended/"},{"id":"40d9b97a-75c6-44a8-af17-c616d6e46316","source":"steam","source_id":"steam:236608030","content_type":"review","title":null,"body_preview":"Valheim is a game that has something for pretty much everyone; the exploration is great, building can be really fun, the combats have their own strategies, there's different builds for each playstyle.","author":"Yr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199442594504/recommended/"},{"id":"62ee5d0e-9d74-4e33-bd56-08b86a64dfd7","source":"steam","source_id":"steam:236608164","content_type":"review","title":null,"body_preview":"Game is good.\nThat being said the game hates you. Putting resources at 2x, ores through portals and related is not cheating it's adjusting the game to your needs. Most people drop valheim because it i","author":"Snitchone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198291096580/recommended/"},{"id":"5227a638-d789-4c81-a075-be4d303d3266","source":"steam","source_id":"steam:236608392","content_type":"review","title":null,"body_preview":"Reddit loves this game. That should tell you enough.","author":"hoshy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198158861817/recommended/"},{"id":"cb71d708-8b17-45d8-8c61-7f01ca4e8fcd","source":"steam","source_id":"steam:236608927","content_type":"review","title":null,"body_preview":"play with no map and no teleports but with friends \r\nvery good \r\ni like","author":"_74","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198129827045/recommended/"},{"id":"c77e3c5a-058a-4bd9-b589-a86ce91c0e52","source":"steam","source_id":"steam:236609099","content_type":"review","title":null,"body_preview":"Easily one of the best survival games ever. Great atmosphere, simple yet amazing visuals, captivating game design, and a well-thought-out procedurally generated world - everything you need to sink cou","author":"themze","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","positive_sentiment","lack_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198080172061/recommended/"},{"id":"44de97eb-ebc8-4ac0-8c58-a9590d8671db","source":"steam","source_id":"steam:236609140","content_type":"review","title":null,"body_preview":"I marked this game as recommended. Its definitely  for some people as the reviews will show and I cant disagree with them. However it isn't for me. My library  is filled with all of the open world sur","author":"enek","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198070931090/recommended/"},{"id":"c924fba4-b25e-416d-b7e5-736bbb8482a1","source":"steam","source_id":"steam:236609714","content_type":"review","title":null,"body_preview":"Greatest game I have ever played, get 2 or 3 mates together and you'll have fun for hundreds of hours.","author":"𝐇𝐚𝐫𝐫𝐲","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199235762723/recommended/"},{"id":"35d2d3b0-aaf4-4852-a499-1db6e3609145","source":"steam","source_id":"steam:236611939","content_type":"review","title":null,"body_preview":"Very enjoyable survival coop game in a beautifully crafted thematic world. Sadly the enemy AI is a bit buggy and several QoL features are missing compared to other titles in the genre.","author":"gulden","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960476772/recommended/"},{"id":"6455419d-3f12-4243-a0dd-4f65c5cfafaa","source":"steam","source_id":"steam:236612510","content_type":"review","title":null,"body_preview":"Reasonable setup, but there's no guidance, no questline, no help if you don't know what to do next.  And on a shared server, you just receive punishment if you touch tech that someone else has researc","author":"Quollboi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198027077780/recommended/"},{"id":"6cf0cf87-1e0f-4387-af23-1888a7dfd3b1","source":"steam","source_id":"steam:236612742","content_type":"review","title":null,"body_preview":"Currently there is a bug that can delete your characters progress, buyer beware.\n\nThat being said, I still recommend this game. best experienced with friends.","author":"Dr Fumi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010501408/recommended/"},{"id":"9c7f2e03-2bb5-4ab8-87be-7c1405bbb591","source":"steam","source_id":"steam:236613667","content_type":"review","title":null,"body_preview":"trees in the deep north are evil, chop down all the trees, it will make your life much easier\n10/10 watch out for mooses","author":"clarabee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199260620901/recommended/"},{"id":"fa075ba4-bff3-4e19-bdee-3b33d2d2012d","source":"steam","source_id":"steam:236597765","content_type":"review","title":null,"body_preview":"The combat system in this game is second to none. You have a massive variety of weapons and fighting styles. The boss encounters are unbelievable, challenging but never feeling unfair! You will have a","author":"FlakkerG","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198149827134/recommended/"},{"id":"fd814f25-d30d-47c9-b459-da763f76abbd","source":"steam","source_id":"steam:236598261","content_type":"review","title":null,"body_preview":"buen juego mezcla lo clasico de dark souls 3 con un mundo abierto! te gustara sobre todo si vienes de juegois de la franquicia o genre soulslike","author":"Ossom_HD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198210399000/recommended/"},{"id":"99b8fd8c-614b-4848-b0e5-0694ce8707b9","source":"steam","source_id":"steam:236604531","content_type":"review","title":null,"body_preview":"I've never played turn based game before so this game kinda surprised me, too good. I got friends of mine around 10 as a gaming bros and i suggested them all to play it","author":"piyachanok007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199061406651/recommended/"},{"id":"f9a6c5ac-9f28-4a8b-84cc-acdfd6db86bd","source":"steam","source_id":"steam:236605616","content_type":"review","title":null,"body_preview":"thanks George R. R. Martin for the amazing lore and map, hands down the one of the best souls game out there but still losing couple points to infamous Dark Souls 3; still enjoying and exploring, hope","author":"Atail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199165453177/recommended/"},{"id":"635203dd-82b7-4d33-b91d-545db09a1d61","source":"steam","source_id":"steam:236619528","content_type":"review","title":null,"body_preview":"ELDEN RING + SHOEGAZE + DEFTONES + BERSERK  + WHITE MONSTER + GOTH MOMMIES + SLEEP TOKEN = WELCOME TO EBK KID 💀","author":"tenyx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198125285479/recommended/"},{"id":"fd65ada3-da95-495d-b89a-d37c07b612f5","source":"steam","source_id":"steam:236618154","content_type":"review","title":null,"body_preview":"cowboy shoot people, but cowboy feel bad so cowboy shoot only the people that deserve it but cowboy has cowboy friends that sometimes do stupid thing, stupid thing causes innocent bystanders to get an","author":"BRUTAL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198848763117/recommended/"},{"id":"cb7f93cb-279e-4087-a231-e77dcd79b0b7","source":"steam","source_id":"steam:236618208","content_type":"review","title":null,"body_preview":"All I can say is wow...\r\nGo play it if you haven't","author":"Timanttipora","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199496927307/recommended/"},{"id":"3bc260fe-7014-4919-8345-88105738d6c5","source":"steam","source_id":"steam:236618690","content_type":"review","title":null,"body_preview":"Best game ever, audio will give you an eargasm, story is impecible, if you want a game thats open world, survival or even hunting related, you should definately get red dead redemtion 2","author":"JWE3_Kinda_Guy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199274361254/recommended/"},{"id":"a7a09e5c-0182-45d5-b044-def3ce117c41","source":"steam","source_id":"steam:236620695","content_type":"review","title":null,"body_preview":"Davey dies, Jenny dies,Arthur dies , Hosea dies, Mac dies, Micah dies, Karen dies, mrs Grimshaw dies, Molly dies,Kieran dies,Leopold dies, Sean dies. But overall fun.","author":"EiMM13","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199783786946/recommended/"},{"id":"eec7be33-13aa-4332-9fcb-a25473c10f67","source":"steam","source_id":"steam:236620714","content_type":"review","title":null,"body_preview":"1/10. Absolutely terrible game. Do NOT play this game if you value your emotional stability. Amazing gameplay. Beautiful story. I loved the characters way too much. Soundtrack is chef's kiss. EEMOTINA","author":"Emax","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199183951714/recommended/"},{"id":"9981b8a4-5fbc-486d-8b2b-0f32c3549077","source":"steam","source_id":"steam:236626583","content_type":"review","title":null,"body_preview":"RDR2 has one of the best stories I’ve ever played. The only downside is online, where you’ll probably get bullied by some 12-year-old using cheats.","author":"S4CRED","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198773282995/recommended/"},{"id":"6ea1c005-61a5-4d9e-a42b-f34c8a0c1506","source":"steam","source_id":"steam:236633629","content_type":"review","title":null,"body_preview":"This game is amazing. The graphics, story, emotional connection, and more just really tie the game together. One of the best games of all time. Greatly recommended.","author":"Gamer","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199384233666/recommended/"},{"id":"99181b2a-77dc-45c9-8024-7e1a28845861","source":"steam","source_id":"steam:236585889","content_type":"review","title":null,"body_preview":"pirated it at first but the game was soo good i had to buy it","author":"aafi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811277831/recommended/"},{"id":"9f9a2089-bdda-4097-9d1a-bbcf4401b896","source":"steam","source_id":"steam:236587534","content_type":"review","title":null,"body_preview":"Great game play and replay-ability. It's fun, cozy and charming","author":"Kan_puter","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198253029037/recommended/"},{"id":"ea7c7964-621d-418a-b888-1731c0ea22cb","source":"steam","source_id":"steam:236588510","content_type":"review","title":null,"body_preview":"Very chill, I love faming games and you can go on your own pace :3 also I love that u can date them too","author":"Strellux","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199112281352/recommended/"},{"id":"0b2d5051-56d9-46a8-94f2-c69b015a5528","source":"steam","source_id":"steam:236589376","content_type":"review","title":null,"body_preview":"This game is so fun! My favorite part is the farming. I missed out on multiple in game events because I was too busy watering my plants or doing something farm related. I also love how I can wake up a","author":"SpaceDerp","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198746558546/recommended/"},{"id":"126931f6-13b7-41e7-b3ec-b13fd58d1f1a","source":"steam","source_id":"steam:236590159","content_type":"review","title":null,"body_preview":"This game is so versatile. You can play casually and enjoy making a cute little farm, growing crops, purchasing infrastructure, and raising animals. Or you can go more serious and get all of the achie","author":"ravioli-ish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","natural_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199515821992/recommended/"},{"id":"1317d7b0-ebf8-4c59-896b-16df5cf11980","source":"steam","source_id":"steam:236591978","content_type":"review","title":null,"body_preview":"This game is perfect: I refuse to spoil anything. If you love simulators, prepare to meet the standard you will be comparing everything else to from here forward.","author":"VGSongbird","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052828100/recommended/"},{"id":"334a36f8-4f8f-4243-be31-e16ffae81bf3","source":"steam","source_id":"steam:236593096","content_type":"review","title":null,"body_preview":"There are just so many little twists and turns and uexpected challenges. I had problems with it launching at one stage and uninstalled and reinstalled in through Steam (paying for it again), which sav","author":"juli.skinner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198637201263/recommended/"},{"id":"550913bb-fd4c-42ba-9ecb-51cfd08d4604","source":"steam","source_id":"steam:236593278","content_type":"review","title":null,"body_preview":"It is literally the best game of all time. Thats it. its the BEST game of all time. Find another game that has had as much care and love put into it than the developer, concerned ape, has put into thi","author":"jacobbosarge","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198330461187/recommended/"},{"id":"da5b0424-e79d-42e2-b14b-ec93e2ae7f4d","source":"steam","source_id":"steam:236598130","content_type":"review","title":null,"body_preview":"good game with satisfying progression, mid at best writing, and AMAZING music, which ultimately is what keeps calling me back to it. but don't be like me and just keep starting new farms til you burn ","author":"snicksnacktony","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199099793312/recommended/"},{"id":"fceb6de0-022e-4295-a51f-0181f6c57c31","source":"steam","source_id":"steam:236599845","content_type":"review","title":null,"body_preview":"What else can really be said about Stardew Valley that hasn't already been said a million times. Its a gem, worth every penny, and probably a couple thousand more. I've bought this game on just about ","author":"FappytheGiant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199238306405/recommended/"},{"id":"d9d3f17f-50f5-4d8d-bbf8-7e7e2c59794f","source":"steam","source_id":"steam:236490470","content_type":"review","title":null,"body_preview":"I love playing this game. I'm always finding new little details when I play through.","author":"Broken Tengu","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_indicators","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198075194134/recommended/"},{"id":"e086c0ef-0403-4803-a7ef-8003edb1342c","source":"steam","source_id":"steam:236490529","content_type":"review","title":null,"body_preview":"i love this game so much. i would die for this game. its not “perfect” but its perfect for me. i play fallout 4 every day. i wouldn’t change a thing. i love fallout 4.","author":"velvetgoldmine","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199669558110/recommended/"},{"id":"e7b31ed7-267b-4b83-85c5-84f4360ea3d6","source":"steam","source_id":"steam:236491807","content_type":"review","title":null,"body_preview":"I hate myself for not playing this in 2015.. long story short. This game is GOLD specially with mods to make it perfect for 2026. But vanilla is also good enough","author":"xX-SOLDIER-Xx","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198264410233/recommended/"},{"id":"ba31b32d-d9ef-46ff-9481-b7bdaf50891a","source":"steam","source_id":"steam:236492263","content_type":"review","title":null,"body_preview":"It's one of the better games in the franchise in my opinion. It obviously has a few bugs but such is with all bethesda games. Get DLCs if you can, at least nuka world as it's probably one of the best.","author":"iron.dans.descendant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_recommendation","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199119751343/recommended/"},{"id":"7c6aa2fb-3936-42ad-b400-00b0990ddb54","source":"steam","source_id":"steam:236496367","content_type":"review","title":null,"body_preview":"The best way I can think of describing Fallout 4 is that around 60% of it is one of the best games I've ever played, with the remaining 40% being terrible. \nIt's almost impressive how inconsistent the","author":"CyberFish","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197968151246/recommended/"},{"id":"27320e59-aa0e-4772-8363-816e6ca51ea4","source":"steam","source_id":"steam:236505494","content_type":"review","title":null,"body_preview":"One of the most expansive games I've ever played, and I think you'd need more than 100 hours of playtime to really get through it — which seems unlikely, honestly.\r\nThe beginning is tough, and you mig","author":"Mory66","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199888935741/recommended/"},{"id":"277e8682-757e-4cd8-b1ed-27b71ca19371","source":"steam","source_id":"steam:236510703","content_type":"review","title":null,"body_preview":"I just think its an awesome game and people who is new to it will like it a lot and if your not new, still an awesome game. I play the FallOut New Vedas for a very long time, I also play FallOut 76. J","author":"princesslynn78","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198357465062/recommended/"},{"id":"726d1394-6977-45fb-abca-6d3a41eced5d","source":"steam","source_id":"steam:236513385","content_type":"review","title":null,"body_preview":"i love fallout 4 but i wish before i bought it i checked to see if my pc could actually play the game without lagging","author":"lavertyryan67","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199802882846/recommended/"},{"id":"f52abc44-96f3-4911-8091-12db2ce7b6f3","source":"steam","source_id":"steam:236514137","content_type":"review","title":null,"body_preview":"I used to legitimately love this game, them Bethesda got the bright idea to update everything and kill every mod relying on F4SE for some pocket change. The last update broke my game so hard, I can't ","author":"Smug Basturd","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199441000795/recommended/"},{"id":"5b43f1f5-7865-43ef-aed8-68ebe2f89d10","source":"steam","source_id":"steam:236516723","content_type":"review","title":null,"body_preview":"this game is so ♥♥♥♥ that i have rope burn around my neck and severe depression.","author":"Eminem","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811369808/recommended/"},{"id":"0077d9f2-94fd-4a80-86a8-deac1d36e2ef","source":"steam","source_id":"steam:236523580","content_type":"review","title":null,"body_preview":"As the game I wanted to play most as a kid, I’m finally fulfilling that dream—only to find that it’s extremely unfriendly to Chinese players, making it impossible to continue playing. The game’s premi","author":"无日风和天","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199027805211/recommended/"},{"id":"3ecd08b3-e8fa-4c62-98fd-11b7b3b11759","source":"steam","source_id":"steam:236547928","content_type":"review","title":null,"body_preview":"It's the best fallout game so far but I find it hard for me to come back and play it again. ESPECIALLY when you get stuck in a area with enemies and can't run cus they kill u and then u js close the g","author":"TORELII","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198772192949/recommended/"},{"id":"2f584d71-3a55-4098-90ad-e886f1623224","source":"steam","source_id":"steam:236635591","content_type":"review","title":null,"body_preview":"it's a good software that is easy to use. If you want a wallpaper, there is a chance it is out there in the discovery tab, and if you want to make your own like a video, animation, image, you can impl","author":"Archivist","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199487846914/recommended/"},{"id":"d04408e1-ba52-4ec3-a912-05f5954517af","source":"steam","source_id":"steam:236637359","content_type":"review","title":null,"body_preview":"the most ♥♥♥♥♥♥♥♥ app i had ever used endless bugs if you cant afford to improve it just increase the price dont give people your ♥♥♥♥♥♥♥ app, only using this ♥♥♥♥♥♥ app because i have no other option","author":"dhimananurag1702","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198908716385/recommended/"},{"id":"361c3747-f0b2-4067-affe-62582bf6b603","source":"steam","source_id":"steam:236639602","content_type":"review","title":null,"body_preview":"holy software, this might have been one of the best 5€ i have EVER spent, its easy to create, and the community is BIG.","author":"HyrteX","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199231262676/recommended/"},{"id":"2b280f2b-4cd8-4864-87a9-d2743fd61ebc","source":"steam","source_id":"steam:236651693","content_type":"review","title":null,"body_preview":"I pressed pg-13 and mature big mistake they are both the same things. Im sticking to G.","author":"freakyahdino","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198769316623/recommended/"},{"id":"dd862d23-459c-439e-a02c-e26ddc54ab49","source":"steam","source_id":"steam:236644291","content_type":"review","title":null,"body_preview":"took me 3 tries to finally click with this game, remastered patch has been the catalyst.","author":"Funknee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198112737145/recommended/"},{"id":"cb9a9c75-9a00-44dc-9616-50af809ab6fe","source":"steam","source_id":"steam:236644308","content_type":"review","title":null,"body_preview":"This is a magnificent remaster. I had been meaning to play this game for years, but as time went by and the game became dated, I abandoned the idea. With this new remaster, the game looks brand new. I","author":"Frost","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","genuine_specificity","emotional_authenticity"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198039927185/recommended/"},{"id":"ebb87826-edf3-44b8-82af-ecf39cf868b3","source":"steam","source_id":"steam:236644538","content_type":"review","title":null,"body_preview":"The game is a masterpiece, story is top tier. Runs 60FPS medium settings on Stem Deck.\r\n\r\nRemastered version just makes an amazing game even better.","author":"Fantic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197991912715/recommended/"},{"id":"4e703f0f-85b4-4dc9-a483-0e0780c9ae55","source":"steam","source_id":"steam:236645246","content_type":"review","title":null,"body_preview":"Now it requires Win11 and won't work on Win10?!?! \nReally? \nWhat if I don't need the new buggy AI Microsoft slap?!\nThanks, but no thanks. \nUPD : it does work on my Win10, somehow, it just say in the m","author":"SASPENS","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198005452985/recommended/"},{"id":"f60c3ea3-8f9d-42f2-9bea-eedc661346d4","source":"steam","source_id":"steam:236645451","content_type":"review","title":null,"body_preview":"Love the remastered version it shows the efforts of the developer towards the community.","author":"Kazuki Akira","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199103964879/recommended/"},{"id":"f28841ef-a5e1-4004-8931-fa0205ef82ee","source":"steam","source_id":"steam:236646344","content_type":"review","title":null,"body_preview":"Looks great. Turn off Nvidia hair works. looks terrible and huge hit to frames.","author":"Loveless","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198023860285/recommended/"},{"id":"fab6a9d4-a546-49f8-a38a-def5ad32ff31","source":"steam","source_id":"steam:236646481","content_type":"review","title":null,"body_preview":"Legendary... \r\nplaying remastered now after the last of 2 replays 6 years ago","author":"DixieFlatline","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197987619907/recommended/"},{"id":"48ca6586-1f53-4379-8245-72291ada0923","source":"steam","source_id":"steam:236646510","content_type":"review","title":null,"body_preview":"Writing this review before playing the new remaster/DLC.. It is one of the best games I've ever played and immersed myself in. It made me a HUGE fan of the entire series as well as the books these gam","author":"NvkedSnake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199131201357/recommended/"},{"id":"1630f213-7fce-4bc6-93dc-477fbaa19c4a","source":"steam","source_id":"steam:236646687","content_type":"review","title":null,"body_preview":"Typical CDPR, they screwed up the remaster. They somehow broke the ground in the elven temple with Kira. you get stuck on flat ground and get pinned in corners and the edges you, you are forced to jum","author":"Serge","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010555634/recommended/"},{"id":"b9032634-0690-4e5c-be22-cbe73f9b112e","source":"steam","source_id":"steam:236266319","content_type":"review","title":null,"body_preview":"This game took over my free time. I loved every second of it. Amazing and only getting better. 10/10","author":"SincereJanus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198050493679/recommended/"},{"id":"da8e31a0-f96e-4e63-a55a-fa0bc3d38c5c","source":"steam","source_id":"steam:236276032","content_type":"review","title":null,"body_preview":"i don't recommend this game not because it's a bad, or because i dislike it. no, i find it quite fun and think it's fantastic. the issue is in the fact that it's a decade old live service game and has","author":"Jas_","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198217964909/recommended/"},{"id":"3e3b7cd3-8dca-4a16-b5c7-a6b47060fe8d","source":"steam","source_id":"steam:236334858","content_type":"review","title":null,"body_preview":"Similar to Diablo, but more interesting character development and logic story.","author":"edvins.elksnitis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198649194170/recommended/"},{"id":"3c86ca35-69a0-490c-9efc-eb52a2edf3fd","source":"steam","source_id":"steam:236451152","content_type":"review","title":null,"body_preview":"Nice action, nice character planning (which is sadly heavily focused on defense). Horrible boss fights and overall balance. Most deaths feel cheap. It's short of free, forcing micro-transactions throu","author":"acesofspades","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199824416306/recommended/"},{"id":"a1ba7f2f-d9e2-461c-a188-f186824bbfd8","source":"steam","source_id":"steam:236452941","content_type":"review","title":null,"body_preview":"As a beginner I will need more time to decide if this game is for me or not. \nI will write a review once I can say I know what I am doing. \nOn the first glance tho :  10/10","author":"♥♪♫Noob™♫♪♥","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198307959561/recommended/"},{"id":"e16118ce-b602-4251-8eb2-f9a6c0b82bc0","source":"steam","source_id":"steam:236458462","content_type":"review","title":null,"body_preview":"first 500 hours you follow a step by step guide, the next 1000 hours you learn basic crafting, the next 1000 hours you start getting intrigued in ideas for crafts/builds, the next 500 your start reali","author":"Captain Sweatpants","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198042720541/recommended/"},{"id":"d9ff4bd3-be5d-43b4-a852-83749f28cf94","source":"steam","source_id":"steam:236523160","content_type":"review","title":null,"body_preview":"Really fun gameplay all around never had an issue playing it, it's even fun after many hours and or days of playing because of it's weapons perks and ways you can do a mission. My only complaint is th","author":"JJ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198832478655/recommended/"},{"id":"167bcf62-9246-48bd-906a-40708bdeb911","source":"steam","source_id":"steam:236535755","content_type":"review","title":null,"body_preview":"I do genuinelly love this game, one of the best games ever, but after an update I cannot run my mods anymore. It killed the game for me. Do love the game though","author":"Bison Gaming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199514981719/recommended/"},{"id":"eafbce47-695d-4c3b-94b1-2892b7a99f15","source":"steam","source_id":"steam:236536894","content_type":"review","title":null,"body_preview":"finally able to play this game after the game went from 80 gb to 30 gb, and ts is PEAK","author":"Mountian Monkey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199577164537/recommended/"},{"id":"ed334a6a-dcb9-4619-962a-8e600a788146","source":"steam","source_id":"steam:236547399","content_type":"review","title":null,"body_preview":"hoxton im so erect for you, ♥♥♥♥ the israeli chick though","author":"April <3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199123156024/recommended/"},{"id":"f83547ad-f1b6-44ea-9d8c-7520ac8ced1b","source":"steam","source_id":"steam:236556832","content_type":"review","title":null,"body_preview":"its a horrible game all you do is shoot cops for an hour while moving bags had on playstation too","author":"misteryeetz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199655330427/recommended/"},{"id":"1041be73-bab8-45f6-b6e0-bf98cdb89c0b","source":"steam","source_id":"steam:236559217","content_type":"review","title":null,"body_preview":"pulled another todd, update the game and break all the mods on an already completed game","author":"Xerofreek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198081345825/recommended/"},{"id":"75e8dc69-bd81-401a-a32c-01ee2e7bafe5","source":"steam","source_id":"steam:236566407","content_type":"review","title":null,"body_preview":"I was hooked to this game back in my shooter era. If you want a hardware-light game, co-op and a full customizable experience with hundreds of hours, this is your game. Recommended.","author":"bananapantsu88","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198872293323/recommended/"},{"id":"31a7f219-8765-41f0-b64c-0b70239185a9","source":"steam","source_id":"steam:236579586","content_type":"review","title":null,"body_preview":"i joined some high paying heists now i have 2 flamethrowers running around and burning stacks of cops in a room :>","author":"Psychotic Rex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198791106519/recommended/"},{"id":"b9c63e39-5abd-465f-a63c-3e5bcb70ac4c","source":"steam","source_id":"steam:236580178","content_type":"review","title":null,"body_preview":"It's pretty fun once you get past the first 300 levels.","author":"Starlight","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198996165214/recommended/"},{"id":"060a000a-ad87-4716-9985-78b1310cf82d","source":"steam","source_id":"steam:236595278","content_type":"review","title":null,"body_preview":"Very fun and fast paste game. Great with other people. Ron Pearlmen. 10/10","author":"SharterOfPaint","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199682125052/recommended/"},{"id":"4d8d85b7-1583-48cd-a884-9a73555e46b8","source":"steam","source_id":"steam:236595664","content_type":"review","title":null,"body_preview":"Please Make payday 3 more like this....... we love this.","author":"seasquawk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055652002/recommended/"},{"id":"933d3fae-de6d-4a25-b11b-542c4e892ddc","source":"steam","source_id":"steam:236598470","content_type":"review","title":null,"body_preview":"PAYDAY 2 is an action-packed, four-player co-op shooter that once again lets gamers don the masks of the original PAYDAY crew - Dallas, Hoxton, Wolf and Chains - as they descend on Washington DC for a","author":"Генерал чечня","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199417641626/recommended/"},{"id":"67dcd053-9b70-4c89-bac4-d6a46522e985","source":"steam","source_id":"steam:236628783","content_type":"review","title":null,"body_preview":"The game is once again receiving full support!\n\nNew heists, new weapons and customization. The new devs have also optimized the game (engine upgrade) and made much requested quality of life improvemen","author":"2000s","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198235075752/recommended/"},{"id":"0fc9a575-b9d6-4074-8a92-0196554c0027","source":"steam","source_id":"steam:236439698","content_type":"review","title":null,"body_preview":"Warframe: a game that remains.\r\nYou and I have seen it, new kid on the block promises you a cheap to free experience. The honeymoon phase truly is a phase. First comes the willingly support a small or","author":"Pookie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198073993592/recommended/"},{"id":"617c24be-f3db-46f3-a9c0-ca9b5be4b4f4","source":"steam","source_id":"steam:236440249","content_type":"review","title":null,"body_preview":"farmed rhino systems for 20 times, didnt drop. google says its extremely low chance of that happening. seems stupid. the boss is not fun and uninteresting","author":"|『帝』|","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198123101306/recommended/"},{"id":"f539c411-4743-4e2a-bea1-3e4703e29590","source":"steam","source_id":"steam:236440389","content_type":"review","title":null,"body_preview":"Has quite cromulent graphics and can run very well on anything.","author":"ZeBoss","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199472147512/recommended/"},{"id":"efb526d2-1649-4b2d-8d48-79ff619cca6a","source":"steam","source_id":"steam:236440412","content_type":"review","title":null,"body_preview":"Kill aliens\r\nGet riches\r\nBe momma's good boy\r\n\r\n10/10","author":"Primal Aura","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197975864798/recommended/"},{"id":"73fd8494-a0ba-4480-8dfa-e6448bec5827","source":"steam","source_id":"steam:236442552","content_type":"review","title":null,"body_preview":"The game is very fun, but I have no idea what the hell is going on. You get one tiny cutscene at the very beginning and then nothing else has been explained since. I'm about 40 hours in and I don't ev","author":"machina99","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198030096801/recommended/"},{"id":"dd7c5683-8c36-495e-9da3-3efbb650daaf","source":"steam","source_id":"steam:236445462","content_type":"review","title":null,"body_preview":"I have played this game off and off for years. This game Allows me to do everything I want whenever I want. I wanna run around as a robot fishy eating other fishy i can. I wanna spend hours Fishing no","author":"DrFlopperPond","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","personal_experience","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198128230929/recommended/"},{"id":"164a4df0-1084-4513-a8d7-c22fd6bd4cb5","source":"steam","source_id":"steam:236448120","content_type":"review","title":null,"body_preview":"the game is very similar to d2 and the graphics and visuales are exremly high quality","author":"imacheesecak3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198635820150/recommended/"},{"id":"056ecf81-8267-4aba-99b9-b4a983cc71d3","source":"steam","source_id":"steam:236450646","content_type":"review","title":null,"body_preview":"game is great but controller compatability need help i cant move my character or camera smoothly i always have issues","author":"SrLagsAlot6473","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199436842593/recommended/"},{"id":"bbf923b0-71e3-4714-947d-1ff305aa0fad","source":"steam","source_id":"steam:236453808","content_type":"review","title":null,"body_preview":"I had to force myself through the first 15-30 hours or so before I finally started to enjoy and understand it. It is OVERWHELMING at first. But once you're past that, it's incredible. Probably the bes","author":"Tii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198060613739/recommended/"},{"id":"b5cfb092-d9c1-412f-9757-b195980dc2d0","source":"steam","source_id":"steam:236118225","content_type":"review","title":null,"body_preview":"The raids in this game are the absolute best any RPG games have to offer and no other games come close. \n\nUnfortunately that's pretty much the only upside to this game. Changes after changes to improv","author":"Peetaah","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197967096738/recommended/"},{"id":"2f7023af-41be-4656-8a88-ab8b14620841","source":"steam","source_id":"steam:236213496","content_type":"review","title":null,"body_preview":"Free to play only in steam page - in game it's completly different","author":"Jerry1333","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197991225929/recommended/"},{"id":"ceafc13b-718e-4f02-b396-11094115d775","source":"steam","source_id":"steam:236245900","content_type":"review","title":null,"body_preview":"Lost Ark: Beautiful Chaos, Ugly Wallet\n\nRegret: 96% (a second job that didn't pay)\n\nThe combat in Lost Ark is fantastic. You press buttons, the screen explodes in colors and a boss the size of a build","author":"Alyard","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198334546240/recommended/"},{"id":"affffe9c-c6c7-46ac-9538-7d7108e924a7","source":"steam","source_id":"steam:236370069","content_type":"review","title":null,"body_preview":"(I'm making this review after a few years I quit Lost Ark. It's just that I'm cleaning up and organizing my Steam Library and I stumbled upon Lost Ark)\n3 years wasted of my life(full 3 years - aka, 36","author":"Mafu","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198304720794/recommended/"},{"id":"514a104d-a4f3-474e-a5c2-128e716246eb","source":"steam","source_id":"steam:236394423","content_type":"review","title":null,"body_preview":"Tugetina tuzna, jebeni Sergej Stamenkovic i Jovan Vukojevic tuga...","author":"Empirio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198363896836/recommended/"},{"id":"09df3f52-996b-46ea-aa41-b4e0f1728bed","source":"steam","source_id":"steam:236414837","content_type":"review","title":null,"body_preview":"Played it a lot when it came, with a friend. Loved the classes, played Paladin was good times. But then came the Tier grinds...the higher the Tiers came, the more RNG steped in, Farming became a chore","author":"MarkCro39","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198095700015/recommended/"},{"id":"a24f2b74-cd68-4d81-ac87-d431ba73d113","source":"steam","source_id":"steam:236449731","content_type":"review","title":null,"body_preview":"love it its rage bait dont play if your an egg or if you dont have pacients","author":"maxwellpaice","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199753027138/recommended/"},{"id":"c3f96fa8-dc18-4d61-bd7f-87ca8480d7de","source":"steam","source_id":"steam:236457675","content_type":"review","title":null,"body_preview":"if you hate your life its the perfect games for you","author":"tate.bruce5","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199846269740/recommended/"},{"id":"221d4533-4d6f-4826-b1c2-a0d5c10b8d03","source":"steam","source_id":"steam:236459255","content_type":"review","title":null,"body_preview":"after  a 5month focus on other games i came back to this game, and the gamechat was dissabled, i.e. i couldnt tell the rest of our team that we were being spawncamped by the enemy. this is BS at its m","author":"phantomsentinal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198445207762/recommended/"},{"id":"0762d666-2b5e-455e-8655-aa0f38c0c6fa","source":"steam","source_id":"steam:236460489","content_type":"review","title":null,"body_preview":"Very fun game. It's very nice and you move quickly thru the progression. The game doesn't have any bias towards any country. It's free so 10/10.","author":"TigerAku","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198830826236/recommended/"},{"id":"9095a311-6382-44ab-9ead-7f0dc5eb6b04","source":"steam","source_id":"steam:236462145","content_type":"review","title":null,"body_preview":"The likelihood of  this being posted is small but will write a review anyhow. Cheating is rampant! I have spectated after death and watched clusters of bombs drop all right against each other and be n","author":"Bluetick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198118636471/recommended/"},{"id":"909f32e4-ec73-4333-8604-13a1622b17ff","source":"steam","source_id":"steam:236463351","content_type":"review","title":null,"body_preview":"After a short ammount of time playing this game i have come to realise that of everything humanity has done and everything humanity has created none of them even come as 100,000,000 of a times close t","author":"Crediblehazmat69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122176026/recommended/"},{"id":"8e37c0de-eb13-46e8-83c2-d864e9b92021","source":"steam","source_id":"steam:236466847","content_type":"review","title":null,"body_preview":"This is a good game , I love KV 2 at rank 2 . Kabusss !!","author":"Puricel alu Negruta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199812733529/recommended/"},{"id":"f0bca8f3-8829-4285-b4ae-e5ba2afaaa7e","source":"steam","source_id":"steam:236468484","content_type":"review","title":null,"body_preview":"runs at 50 fps but greedy ass grindy ♥♥♥♥ game tbh","author":"hunor9111","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199733017794/recommended/"},{"id":"f1f095c9-024d-4ee0-8ed2-017bbc11f3ef","source":"steam","source_id":"steam:236469922","content_type":"review","title":null,"body_preview":"By playing this game you accept to forfeit your soul to the snail so be aware","author":"SoftDream","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198133590048/recommended/"},{"id":"c5951719-f44d-465e-98b7-fff249b8ef2f","source":"steam","source_id":"steam:236629113","content_type":"review","title":null,"body_preview":"This game will give you the most twisted sense of a dopamine hit that leaves you depressed and upset. and youll play everyday","author":"canonavey22","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199766448517/recommended/"},{"id":"9cb6a0a9-ee1c-4ec7-81e8-c93a49a3eecb","source":"steam","source_id":"steam:236630106","content_type":"review","title":null,"body_preview":"Tom Clancy's Rainbow Six Siege?    ....  More like Clom Tancy's Rainbows are for Gay people 😂😂😂","author":"bedhead","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198072635703/recommended/"},{"id":"f525a060-ea12-4297-b280-855794ee3167","source":"steam","source_id":"steam:236630777","content_type":"review","title":null,"body_preview":"i would rather drag my balls across molten lava and drink pure acid while watching my grandma touch herself than play this game","author":"rare","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198662630976/recommended/"},{"id":"b4bd45fe-3214-427b-ad73-69c78aba2804","source":"steam","source_id":"steam:236630800","content_type":"review","title":null,"body_preview":"this is so far, the most mind boggling, neuron scratching and depressing game i have ever played. take note, i have been playing this game for almost 7 years and counting with 5 years comp experience.","author":"OG.Diaz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198985011537/recommended/"},{"id":"aebf2ea1-d3fa-440c-8384-5180d09a8c99","source":"steam","source_id":"steam:236631257","content_type":"review","title":null,"body_preview":"Siege is different, one night ur having fun not taking it seriously just enjoying it, bit by bit, then the next day ur trying to play it but you get ♥♥♥♥♥♥ in the ASS while you try to play ranked even","author":"Mystical","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755198500/recommended/"},{"id":"84189f34-6944-479b-8b3f-ed76604f62c4","source":"steam","source_id":"steam:236631843","content_type":"review","title":null,"body_preview":"absolute ♥♥♥♥♥♥♥♥♥ i actually wish this game got banned and the creator was problematic, this ♥♥♥♥♥♥♥ game is one of the worst shooters made, i hate shooters in general but id rather play any shooter ","author":"kejnaxbox","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199386476490/recommended/"},{"id":"e1c6f967-9ddd-4be9-835d-5902425c72cf","source":"steam","source_id":"steam:236632195","content_type":"review","title":null,"body_preview":"Great game to play when youre on your last nerves.","author":"Транспортера","classification":"human_created","confidence":0.6,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199506321650/recommended/"},{"id":"6d6f7d8d-1bb3-4989-b278-65781b7c3647","source":"steam","source_id":"steam:236632370","content_type":"review","title":null,"body_preview":"Featuring Solid Snake from the Metal Gear Solid series™","author":"Rebel816","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198768461130/recommended/"},{"id":"dd61cfe8-89ed-45bd-8384-e21fdb276da6","source":"steam","source_id":"steam:236632711","content_type":"review","title":null,"body_preview":"great teamwork skill and gameplay.however it is a large game and takes decent specs to run.","author":"AcesBoon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199418145114/recommended/"},{"id":"1418fae2-e4ca-4116-a858-09e3dafe8caf","source":"steam","source_id":"steam:236633238","content_type":"review","title":null,"body_preview":"really steep learning curve, you'll get white pubes before you learn ts","author":"bumi01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199467470005/recommended/"},{"id":"45297ae9-1304-48c4-b5fd-55f75841a3b6","source":"steam","source_id":"steam:236633456","content_type":"review","title":null,"body_preview":"its fun and but it will keep kicking me out if my  game crash and i try to reconncet and say server erorr blah blah ugh what waste of my time lol","author":"K1NG1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198977178560/recommended/"},{"id":"22f2cb08-1431-45e0-b766-d7c3a721a73b","source":"steam","source_id":"steam:236647304","content_type":"review","title":null,"body_preview":"Nothing beats the adrenaline of a good firefight here.","author":"Noingessawfunt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199404033551/recommended/"},{"id":"7f0486d0-1915-4943-ac41-89d18765af61","source":"steam","source_id":"steam:236648091","content_type":"review","title":null,"body_preview":"great game to grind with your friends or by your self","author":"dillpickle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199256568779/recommended/"},{"id":"d8457b53-954a-40a8-9e15-765287e24579","source":"steam","source_id":"steam:236648549","content_type":"review","title":null,"body_preview":"Good game. Takes your sanity away. othet than that good game","author":"LostInTheSauce","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198260304593/recommended/"},{"id":"13ff7dc5-85e4-43c8-b70d-e04533fcaa4e","source":"steam","source_id":"steam:236649481","content_type":"review","title":null,"body_preview":"BEST GAME EVER.\r\n\r\nNothing compares to the tension Rust generates.   I could stop here. Those who play understand.\r\n\r\nIn fortnite for example, there is no fear of being killed or almost none because g","author":"Mr Chow","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","self_reference","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198706960554/recommended/"},{"id":"862565c4-233c-427f-80fc-b850409031bd","source":"steam","source_id":"steam:236650380","content_type":"review","title":null,"body_preview":"TL;DR Rust is a game with a simple survival crafting premise that confront the player with the sociopathic nature of the human war for resources and withering entropy by rejecting structural 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first.","author":"Alanzr22","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199046342458/recommended/"},{"id":"a55622cc-e618-4cfe-8b92-c2e96c5182c9","source":"steam","source_id":"steam:236456756","content_type":"review","title":null,"body_preview":"ase is one of the best survival games in the world (asa is trash)","author":"AboDa7m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal 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de quem vai jogar, o jogo é muito bom , tem bastante coisa par","author":"carlosjorge2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199523844654/recommended/"},{"id":"c40b5e8b-2a9e-44a4-8d26-04692948080d","source":"steam","source_id":"steam:236488477","content_type":"review","title":null,"body_preview":"you spawn killed a dodo then meet a giant chicken then you spawn again!","author":"fl4mexthunder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:19 GMT+0000 (Coordinated Universal 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IT!","author":"Shezarai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198088760286/recommended/"},{"id":"b6c6d791-408b-47e1-bd4f-1dd28be80725","source":"steam","source_id":"steam:236640006","content_type":"review","title":null,"body_preview":"BEST GAME EVEEEEEEEEER!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!","author":"alex","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.08258170073037682,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199767575473/recommended/"},{"id":"c8b52695-c3fd-4a48-8fd8-ab2465dcb1b5","source":"steam","source_id":"steam:236643271","content_type":"review","title":null,"body_preview":"\"you forget a thousand things every day, make sure this is one of them\"","author":"JACK585","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198114568940/recommended/"},{"id":"b8ffe73f-1933-4baf-b132-3e26c82709f9","source":"steam","source_id":"steam:236644914","content_type":"review","title":null,"body_preview":"Bought this game years ago before rockstar launcher wasn't even a thing and now when I decided to go back and play it again i am greeted with a requirement to install the rockstar launcher and if I do","author":"TexanWarlord","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061883161/recommended/"},{"id":"e03f5851-bed2-4f39-a086-0c3679c065dd","source":"steam","source_id":"steam:236654156","content_type":"review","title":null,"body_preview":"Was great, 500 hours lost of online gaming because they cant tick a box. Put my hours else where, you should do the same. I recomend Asseto Corsa.","author":"GBG.:monka:.","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197977334048/recommended/"},{"id":"e5ea0a22-9643-405f-9e5b-fe71e24cd467","source":"steam","source_id":"steam:236492455","content_type":"review","title":null,"body_preview":"Melhor jogo  que já joguei na vida! A comunidade é engraçada e muito divertida","author":"Max_Marcelo.gg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199558201484/recommended/"},{"id":"50b9870f-3dc8-4814-b20c-c57577387dc0","source":"steam","source_id":"steam:236493030","content_type":"review","title":null,"body_preview":"★☆☆☆☆\n\nTF2 is a game where you can have fun for about 5 minutes before some guy with 5000 hours destroys you in half a second.\n\nThe game is dynamic, chaotic and full of different classes, weapons and ","author":"| silent.exe |","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198706307745/recommended/"},{"id":"f7d83b8e-4918-45ed-b6ba-7deafe1a1989","source":"steam","source_id":"steam:236498558","content_type":"review","title":null,"body_preview":"nice game i love the graphics the characters, the items and guns are pretty good to the only bad thing is that it lags out a lot.","author":"MONKEY_MONEY29","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198754283263/recommended/"},{"id":"4270c02e-c215-4394-aa51-19f8a37b36d3","source":"steam","source_id":"steam:236499807","content_type":"review","title":null,"body_preview":"it veary casual and fun and its free and good lore","author":"deus9585","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198000988432/recommended/"},{"id":"af4f155f-0894-4f22-aace-a2ac858483e2","source":"steam","source_id":"steam:236502144","content_type":"review","title":null,"body_preview":"peakness. if u play tf2 and main either medic or scout. ur probly larping unless you've been playing since before 2020","author":"Nukumvri","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199111192081/recommended/"},{"id":"21a98960-b7b2-4911-ae45-2f752a47e233","source":"steam","source_id":"steam:236502147","content_type":"review","title":null,"body_preview":"\"if you are low on health, Press E. Otherwise, SHUT UP.\"","author":"HumanCube12","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198749014835/recommended/"},{"id":"ca83e7cd-0adf-4faf-b9bf-a0258233857e","source":"steam","source_id":"steam:236502575","content_type":"review","title":null,"body_preview":"Valorant ve cs2 gibi fps oyunlarından çok daha sağlıklı bir seçenek","author":"Hypex3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198760477113/recommended/"},{"id":"1614bdcc-d4b6-4c52-be1d-a5e1afe4f354","source":"steam","source_id":"steam:236503996","content_type":"review","title":null,"body_preview":"TF2 is one of the best games I played even though I suck. Even though it hasn't been updated in years it's a good game with really no pay to win.","author":"TF2_MaC_CHesses","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198682217451/recommended/"},{"id":"3c29738d-37a0-43b6-b17e-b7e82376b2d2","source":"steam","source_id":"steam:236630680","content_type":"review","title":null,"body_preview":"Por culpa de esta mierda de Apex legends no tenemos Titanfall 3","author":"PINOCHET","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198395112992/recommended/"},{"id":"1d4af501-b89a-41c1-beec-6d165c42b1cf","source":"steam","source_id":"steam:236639306","content_type":"review","title":null,"body_preview":"Only battle royale with this many seasons that hasn't ruined their game, PEAK CINEMA.","author":"ixa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199040606809/recommended/"},{"id":"708dee1c-7e6a-469e-9c95-a76874e6d391","source":"steam","source_id":"steam:236646348","content_type":"review","title":null,"body_preview":"What the fuq is this move? Why did you block access for Linux users? You'd be better off programming a better anti-cheat system for your game instead of kicking out Linux players. I really enjoyed the","author":"CubeSL","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199228395571/recommended/"},{"id":"a6831d32-0ebf-4f29-816d-ba599a9ae7b8","source":"steam","source_id":"steam:236648778","content_type":"review","title":null,"body_preview":"Feel my IQ get drained every hour I play this game","author":"Regor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198662060403/recommended/"},{"id":"82eb1cfd-5b22-425c-bb1f-23183791ab10","source":"steam","source_id":"steam:236648903","content_type":"review","title":null,"body_preview":"Apex Legends is a masterclass in movement shooter design. If you have a squad of friends or enjoy fast-paced, high-skill gunfights, it offers one of the most rewarding competitive experiences availabl","author":"wo0tii","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198868475852/recommended/"},{"id":"1c3b9ba5-c6ab-4332-a7f4-c61fcf6f619a","source":"steam","source_id":"steam:236650402","content_type":"review","title":null,"body_preview":"Make me nuh hard from wattson and rampart skinss wallahi","author":"buddah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199467821294/recommended/"},{"id":"9a1a0169-1cc2-4005-8de9-1a76ca446799","source":"steam","source_id":"steam:236650795","content_type":"review","title":null,"body_preview":"Great shooting system and weapons - great variaty of champions.","author":"muninn1509","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199205201657/recommended/"},{"id":"8ec4b6ef-7204-4bb1-826c-1b5fa599b7a9","source":"steam","source_id":"steam:236652768","content_type":"review","title":null,"body_preview":"It's faster than a spider monkey sippin' mountain dew.","author":"ASYINX","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198172589065/recommended/"},{"id":"55e4e2f6-c43e-44ea-8a99-183be1d129ab","source":"steam","source_id":"steam:236637757","content_type":"review","title":null,"body_preview":"absolute garbage of a game because how it treat it life long player","author":"ghost of the goon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199160842157/recommended/"},{"id":"7605120f-c445-40f6-acc5-14c1c90a0e72","source":"steam","source_id":"steam:236637791","content_type":"review","title":null,"body_preview":"Still the best battle royale with the most realistic gunplay. Always a blast playing with friends!","author":"yondd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199184750857/recommended/"},{"id":"7c95202e-f246-4b7b-8152-7a09a0f18ef7","source":"steam","source_id":"steam:236641632","content_type":"review","title":null,"body_preview":"Been playing since release, the game is not a big problem, the company is. Two Vietnamese players did nothing wrong but they choose to protect their own people. What a shame.\nImagine the situation hap","author":"syxdng","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199034484548/recommended/"},{"id":"83ade5f2-4c97-413e-b4d9-1e00cfe2a7ec","source":"steam","source_id":"steam:236644912","content_type":"review","title":null,"body_preview":"Very Bad Game, Lot of hackers and Dev don`t ban them also dev are working hard to optimise this game. Looters Krafton.","author":"Avinash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199801236469/recommended/"},{"id":"b11175ec-b91b-4a78-9153-04bcb9367c12","source":"steam","source_id":"steam:236650870","content_type":"review","title":null,"body_preview":"f0ck this evil game and n1gg4s with cars that are hitting people. ban everyone from this game, or better delete this ugly game this game works like a drug every time i try to hit exit it drags me back","author":"Pendula","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199146664431/recommended/"},{"id":"dab7926c-37c3-48cb-82e8-bb17ac2ba0b1","source":"steam","source_id":"steam:236636979","content_type":"review","title":null,"body_preview":"retarded reporting system. terrible match making. smurfs everywhere. dota is dead.","author":"Helkas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197961977733/recommended/"},{"id":"658cc953-dd2e-4860-b30e-7865a6fe020f","source":"steam","source_id":"steam:236642132","content_type":"review","title":null,"body_preview":"i come from league of legend...i have enough with that cominity toxic and kid and trollers players. i start dota in september 2026 i enjoy it much better than lol..","author":"munteanu.costin26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199232118907/recommended/"},{"id":"9e23451c-2bff-40b4-9073-1eebcf551b5f","source":"steam","source_id":"steam:236646156","content_type":"review","title":null,"body_preview":"The game has a very steep learning curve but is easy to pick up. Its complex in the way music is complex. \r\nDuring the time of writing this, I would not consider myself a \"skilled\" or even \"alright\" p","author":"066Pacrasycle","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198637048194/recommended/"},{"id":"98e45ae9-66a4-4d26-98e7-ad5cfb2a82d4","source":"steam","source_id":"steam:236646318","content_type":"review","title":null,"body_preview":"Great MOBA game, however running the game is a bit of a hassle since it does not appear in my library and it's not beginner-friendly.","author":"Voltex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199081912722/recommended/"},{"id":"b61a5e67-4133-4027-abdc-a59d8c2bf5a2","source":"steam","source_id":"steam:236647026","content_type":"review","title":null,"body_preview":"наиграл в эту игру уже 9 часов меня уже пожирает эго","author":"yyy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199466415298/recommended/"},{"id":"1a311704-7b20-406d-b9a1-98ac519cfe4b","source":"steam","source_id":"steam:236648710","content_type":"review","title":null,"body_preview":"It's one of the most toxic communities out there and no matter how much you play this game you'll always get paired with dogs with emotional instability. It causes adverse negative effects on you and ","author":"TheTopLuca","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198191624033/recommended/"},{"id":"72831986-62e6-4104-849a-b907d1b526ef","source":"steam","source_id":"steam:236650022","content_type":"review","title":null,"body_preview":"TOO HARD FOR ME IM AUTISTIC FOR THIS GAME PLS HELP","author":"Winston Nightshade","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199834886958/recommended/"},{"id":"c4523a0b-0709-4a80-b8ed-fdef63b2aa28","source":"steam","source_id":"steam:236650201","content_type":"review","title":null,"body_preview":"People are toxic but some are cool, depends what patch you play on but games a great moba, launcher is way better than LoL","author":"ec[3]s Camping Carl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197980040887/recommended/"},{"id":"ad14769c-15f3-4b6d-a6f2-a87f28a0c776","source":"steam","source_id":"steam:236650070","content_type":"review","title":null,"body_preview":"it's so fking bad full of cheaters. please delete the whole game valve.","author":"La Pulga","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199082697564/recommended/"},{"id":"0053a663-572e-4a40-b544-e82c3514a3ea","source":"steam","source_id":"steam:236650811","content_type":"review","title":null,"body_preview":"Trash game. Cheaters everywhere and no kernel-level anti-cheat after 14 years. VAC is more ueseless than the UN when there is a war. And valve doesn't care as long as they keep making millions every y","author":"Tarifas69","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198248101750/recommended/"},{"id":"d8b66b71-c268-47e3-8428-c72a0f3db647","source":"steam","source_id":"steam:236650933","content_type":"review","title":null,"body_preview":"A disgrace of the game , where anti cheat doesn't work even in premier games. You can't have 2 games in a row without an obvious use of cheats regardless by which team. Pathetic given that even 1.6 ve","author":"kara vyras","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198080525965/recommended/"},{"id":"97823452-5beb-4960-89a6-f65c8104b80e","source":"steam","source_id":"steam:236650962","content_type":"review","title":null,"body_preview":"Best game to play with friends in competitive lobbies","author":"S1mple_SKINS","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199242455372/recommended/"},{"id":"3cfaae0b-8344-41b2-9f19-e06a200fa12a","source":"steam","source_id":"steam:236651307","content_type":"review","title":null,"body_preview":"The ingame skins and containers which I have spent over £500 on still cost less than the raging ♥♥♥♥ this ♥♥♥♥♥♥♥♥ ♥♥♥♥♥♥♥ GAME HAS CAUSED ME TO CRASH THE ♥♥♥♥ OUT ON MY POOR MONITORS AND KEYBOARDS, w","author":"kubica009","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","self_reference","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199417709925/recommended/"},{"id":"577ddd83-524d-46c8-867a-08745dafa542","source":"steam","source_id":"steam:236651910","content_type":"review","title":null,"body_preview":"So many cheaters its rediculous. You can tell valve stopped caring.","author":"GodsGun","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198762133458/recommended/"},{"id":"ded09da0-76c9-41cd-b794-eb995ccc75fa","source":"steam","source_id":"steam:236652675","content_type":"review","title":null,"body_preview":"Stopped playing this game 9 years ago due to hackers. Thought I'd try it out again. Played 6 games of premier and got blatant hackers in 4 of them. This game is a joke. Valve is only concerned with ru","author":"BotmaN","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Oct 02 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198111489997/recommended/"},{"id":"9930b060-5f5b-4fd6-a88b-c586c257c3a7","source":"hackernews","source_id":"49887860","content_type":"comment","title":null,"body_preview":"Hope AMD doesn't smother World Labs' innovation. Saw too many good small teams get absorbed and disappear into big corporate structures.","author":"rkeswick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887860"},{"id":"fcada97c-09b9-41b7-bcda-3505ed9804c9","source":"hackernews","source_id":"49888744","content_type":"comment","title":null,"body_preview":"Curious if there are actual deployments of world labs models, since their focus is spatial intelligence, I'm surprised I haven't seen any partner case studies or robotics benchmarks. Robotics is the o","author":"hydrogenbon007","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888744"},{"id":"e314908b-fafa-40b8-8840-25ee9824f50e","source":"hackernews","source_id":"49884692","content_type":"comment","title":null,"body_preview":"how to quickly make a couple million dollars these days: start a startup and then get acquired by AMD in a few years.","author":"mathisfun123","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884692"},{"id":"474c0cb6-c4aa-478c-80a6-4b6e479ab7ed","source":"hackernews","source_id":"49884260","content_type":"comment","title":null,"body_preview":"Dr Fei Fei Li's book The Worlds I See is a great read about both her life and the history of early AI and her role in it, which is major (Ilya was one of her phd students, along with the Alex of AlexN","author":"mptest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884260"},{"id":"303647b7-7551-47c6-a148-f3597bd33e33","source":"hackernews","source_id":"49885129","content_type":"comment","title":null,"body_preview":"Congrats to the team on such a successful exit!\nI'm curious how much the recent AI 3D modeling trend (Astra post-trained to use Blender) would have impacted this.\nWorld Labs' entire tech stack becomes","author":"Mr_P","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885129"},{"id":"d23a672a-aed5-431d-9ccc-c32e30fb53c0","source":"hackernews","source_id":"49887057","content_type":"comment","title":null,"body_preview":"The repeating story - There are X number of people in the tech and finance world that form a close network. It is the incestuous coming together of those that enable all of them to become a multi bill","author":"kkotak","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887057"},{"id":"c285aaf0-7f26-48f7-95ef-6de703c9e287","source":"hackernews","source_id":"49883830","content_type":"comment","title":null,"body_preview":"Dupe: https://news.ycombinator.com/item?id=49883744","author":"tomrod","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1222327378882113,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883830"},{"id":"a655b5f6-5577-4c9b-a4cf-73f7690e41da","source":"hackernews","source_id":"49887169","content_type":"comment","title":null,"body_preview":"This is truly impressive. Fei-Fei Li pretty much went on a 2.5 year IPO roadshow with World Labs and exited with a few cool tech demos.","author":"doppp","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887169"},{"id":"d0b71d61-c5d7-4000-b733-c919dcdf126e","source":"hackernews","source_id":"49884202","content_type":"comment","title":null,"body_preview":"I haven't heard about them, I was going to comment about how these reaserchers will get bitter lesson'd, but after looking at what they do, their \"world models\" are actually transformer models.\nThis m","author":"serbuvlad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884202"},{"id":"b1aaf328-8741-4060-98e5-bbcf6bfb04c3","source":"hackernews","source_id":"49884280","content_type":"comment","title":null,"body_preview":"Assuming this means AMD wants to jumpstart competition with NV on a model/simulation ecosystem (which NV has been doing for ~a decade). Probably has at least something to do with NV acquiring HF.\nI'm ","author":"avaer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.10742014090614524,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884280"},{"id":"9c3dd612-8940-4355-9b75-02938d70dba9","source":"hackernews","source_id":"49884436","content_type":"comment","title":null,"body_preview":"Neolabs keep moving down the stack.\nNeoclouds want to do neolab things and now chipmakers want to do neolab things","author":"calebhwin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884436"},{"id":"49c225c3-b5b2-490f-b10c-0763b63ba3bf","source":"hackernews","source_id":"49883793","content_type":"comment","title":null,"body_preview":"Bloomberg: https://www.bloomberg.com/news/articles/2026-09-28/amd-to-bu...\nWorldlabs PR: https://www.worldlabs.ai/blog/amd-announcement\nCNBC: https://www.cnbc.com/2026/09/28/amd-fei-fei-li-world-labs.","author":"tomrod","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","absence_of_personality","template_phrases"],"bot_score":0.1222327378882113,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883793"},{"id":"800d5dc0-552b-46bc-869e-4758c1ac188a","source":"hackernews","source_id":"49884950","content_type":"comment","title":null,"body_preview":"This was absurdly soon.\nI was also shocked by how quickly AMD acquired Talaas. AMD may be preparing for the next way (ultra fast inference, and embodied AI inference)","author":"LarsDu88","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884950"},{"id":"8b22a022-52ec-4beb-86b8-c7a7e6c2f7da","source":"hackernews","source_id":"49884324","content_type":"comment","title":null,"body_preview":"Doing this on a throwaway to ask some awkward questions.\nWay to go and all, and I suppose the investors got an exit but I still scratch my head on this one. We've seen the rise of World Labs from the ","author":"anon-sf-23123","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884324"},{"id":"37047155-b873-4e7f-abdc-b4fc34929407","source":"hackernews","source_id":"49887324","content_type":"comment","title":null,"body_preview":"I hesitate to recast the discussion in a negative tone, but this doesn't sound right on technical terms.\nIs World Labs' Atlas genuinely novel?  Their demos do not seem to be better than the existing s","author":"quanto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","self_reference","strong_opinions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887324"},{"id":"7217c088-7100-4301-b605-59c1b0b58d84","source":"hackernews","source_id":"49878649","content_type":"comment","title":null,"body_preview":"> Most software that requires hiring and paying software engineers has low risk tolerance:\nI think a few of the industries listed like defense and aviation have low risk tolerance. However, from my (s","author":"giovannibonetti","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.18533542720374027,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878649"},{"id":"6714e5a6-93ed-46c5-bda8-e764a73ed9c1","source":"hackernews","source_id":"49878721","content_type":"comment","title":null,"body_preview":"Articles like this keep measuring to a red herring standard that was never achievable in the first place.\nAs for accountability, it always laid with the employer. You think those nameless contractors ","author":"lr4444lr","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","over_qualification","polished_first_draft"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878721"},{"id":"144a1184-fa04-4f91-9000-145dc5dccdbb","source":"hackernews","source_id":"49880399","content_type":"comment","title":null,"body_preview":"I think LLMs are suitable for all kinds of software domains, especially for bug hunting and analyzing programs. However, it's important that companies and individual developers continue to have and ac","author":"13415","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49880399"},{"id":"4528f0d2-0147-4383-8031-a988cdbd30b5","source":"hackernews","source_id":"49880783","content_type":"comment","title":null,"body_preview":"Agree with the author.\nI used to write code by hand, literally hand, I used vanilla vim with only syntax highlight and line number enabled, no more. So I know I can write code. I wrote C and Python mo","author":"caidehen","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","synthetic_empathy","template_phrases","absence_of_personality","human_indicator_personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49880783"},{"id":"7f980c7f-fa3e-4887-b613-3b8debcbcbc9","source":"hackernews","source_id":"49878797","content_type":"comment","title":null,"body_preview":"The author is right to categorise AI as a good programmer, but not a complete coder. We can all agree that programming has become really fast since the release of GPT-5 series and Opus models because ","author":"samayashar","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878797"},{"id":"1831d42d-144d-43e0-88c3-b411af8ca9fe","source":"hackernews","source_id":"49881512","content_type":"comment","title":null,"body_preview":"> AI cannot be held accountable.\nAnd this unaccountability is transitive.  The amount of time I've seen people successfully justify issues based on the fact that Claude/Astra/Codex wrote it is absurd.","author":"mywittyname","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881512"},{"id":"982d0e9d-8f6e-46ac-b73d-2f7d5723cc0b","source":"hackernews","source_id":"49878374","content_type":"comment","title":null,"body_preview":"GitHub Copilot is now written entirely in Rust, with AI agents doing most of the porting work.\nThe migration cost about $120,000 in AI token usage plus about three weeks of a developer's time. \nThe ef","author":"antonmks","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878374"},{"id":"42d4e8c8-b253-42c4-a40e-1e8d54576478","source":"hackernews","source_id":"49879718","content_type":"comment","title":null,"body_preview":"'Software' is about understanding problems and designing solutions along those dimensions.\nBut 'coding' per sey is 100% solved by LLMs - they write compiler perfect code all the time.\nThe question is ","author":"bluegatty","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49879718"},{"id":"2477497c-0a16-45db-be84-9834d227e346","source":"hackernews","source_id":"49878206","content_type":"comment","title":null,"body_preview":"\"Coding is solved\" will eternally remain 6 mo away, as long as the investors keep pumping in money.","author":"N_Lens","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878206"},{"id":"84f88ef5-d4af-4832-80ae-dfb8d03656f9","source":"hackernews","source_id":"49881133","content_type":"comment","title":null,"body_preview":"Those who claim LLM-generated software is good enough:\n\n    Haven’t written code in ages\n    Cannot spot if their code figuratively had 6 fingers!\n    Have a low bar for what good looks like\n    Don’t","author":"hakunin","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881133"},{"id":"e6f32b1f-5baa-4c0e-b51c-c0614c76fae1","source":"hackernews","source_id":"49878717","content_type":"comment","title":null,"body_preview":"My thoughts on this:\n- Coding in the small is solved. I have a current state, I want to change it, and I know how I want to change it. Eg, I have a blocking TCP handler for some reason, and I want to ","author":"lordnacho","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.16220324500372393,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878717"},{"id":"3a69e7b6-eb95-4ccf-9e67-f2fcf1fd5463","source":"hackernews","source_id":"49880267","content_type":"comment","title":null,"body_preview":"I have been programming for about 30 years (including school years). Professionally for 18 years.\nCan anyone tell me why we have 40 or more programming languages, with about 10 popular ones? Then abou","author":"brainless","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49880267"},{"id":"a31200ec-9f5c-4a02-8c2d-9c2b64d043cc","source":"hackernews","source_id":"49878506","content_type":"comment","title":null,"body_preview":"The process of writing code is the process of clarifying your own thought and being forced to answer questions that may not have been obvious before. To the extent that AI makes assumptions, it introd","author":"gradus_ad","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.34114052384459703,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878506"},{"id":"dfa8ddb0-35c4-4ef7-a1be-3352699f06b8","source":"hackernews","source_id":"49879280","content_type":"comment","title":null,"body_preview":"From the authors of \"coding is solved\": Today, a colleague trying to run Claude Code ran into an issue where it shows the Bun help menu instead [1]. Previously, Claude Code uninstalled itself several ","author":"thefilmore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49879280"},{"id":"1a619511-d8f6-464b-89d3-1b17be6a838d","source":"hackernews","source_id":"49879305","content_type":"comment","title":null,"body_preview":"Reading the article, I definitely agreed with the author, but I also found myself agreeing with the counter arguments in the comments.\nWhat I find conflicting personally about AI coding practices, is ","author":"josephmtummon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_and_opinion","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49879305"},{"id":"561c6a81-70ce-47f3-b732-ed701cff418c","source":"hackernews","source_id":"49879395","content_type":"comment","title":null,"body_preview":"I think the author underestimates how boring and simple 90% of enterprise software is. The part that isn’t powering aircraft and power plants. So much of it originates from one-nighters, badly managed","author":"thesumofall","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49879395"},{"id":"ebac74e1-0f42-45f3-a803-7c5e4665472b","source":"hackernews","source_id":"49878483","content_type":"comment","title":null,"body_preview":"> You cannot be responsible for what you can’t control either. That understanding is key to reasoning about system behavior and fixing it when the AI inevitably fails.\nThis is not a good premise. All ","author":"hibikir","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","analogies_and_examples","imperfect_expression"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878483"},{"id":"859426cb-94c7-46ce-a3bf-535584cbfeab","source":"hackernews","source_id":"49879660","content_type":"comment","title":null,"body_preview":"I read such articles more or less every day.\nThis article would be 100% correct if it came out 1 year ago, 75% correct 9 months ago, 50% correct 3 months ago and it's probably 25% correct now if not l","author":"temp00345","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49879660"},{"id":"7d622b68-efea-41e6-ade0-d0574bc0ec5b","source":"hackernews","source_id":"49878390","content_type":"comment","title":null,"body_preview":"What I've found is that AI allows lazy and incompetent developers to be more lazy and more incompetent. This then has the effect that product quality suffers more, faster. As a result of the sheer amo","author":"askonomm","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","nuanced_stance"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878390"},{"id":"11638303-df99-4f6c-83d5-aed6293d8daf","source":"hackernews","source_id":"49878532","content_type":"comment","title":null,"body_preview":"Reading the code does not mean you understand the code.  One lesson that experience in software gave me: I never understood the code. You think it works a certain way, until you find out that it doesn","author":"efficax","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878532"},{"id":"00052fa7-5c7f-4c61-8ce7-5b258e9a829e","source":"hackernews","source_id":"49879266","content_type":"comment","title":null,"body_preview":"- blog page not working?\n- https://bookofrevenue.com/blog/","author":"vivzkestrel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.09076656358978448,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49879266"},{"id":"109bb777-795e-43ab-ab17-eb2173460a66","source":"hackernews","source_id":"49885693","content_type":"comment","title":null,"body_preview":"> '2026-02-28 16:00:00-08'::timestamptz AT TIME ZONE 'UTC'\nEr… just write '2026-02-28 16:00:00-08Z'::timestamptz.","author":"derefr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885693"},{"id":"cf465d87-d853-46df-a496-62c3d2c7bec1","source":"hackernews","source_id":"49877034","content_type":"comment","title":null,"body_preview":"This is why you store two dates: what the user sent and what you need for calculations. What the user sent becomes your oracle and what you show the user (date time + timezone) and your derived utc to","author":"braiamp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49877034"},{"id":"18e8f813-f7ee-44b5-ae5c-435f92137478","source":"hackernews","source_id":"49875872","content_type":"comment","title":null,"body_preview":"The more I read about pgsql, the more I wonder why I would want to switch to it...\nGranted, mariadb has weird time things too... but thats the tip of the iceberg between autoincrement with vacuum, vac","author":"nubinetwork","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13143914096827325,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875872"},{"id":"7476321b-3a4f-4c36-abdd-ae8c30747d58","source":"hackernews","source_id":"49887902","content_type":"comment","title":null,"body_preview":"I’m having a really hard time understanding this. I don’t work on Postgres so cut me some slack.\nApparently both timestamp and timestamptz saves 8 bit integer that represents a datetime in a similar f","author":"wodenokoto","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887902"},{"id":"0753a51a-eb1e-4ec9-a6f5-0cc5dd06c144","source":"hackernews","source_id":"49883964","content_type":"comment","title":null,"body_preview":"In nearly all cases, I recommend people use TIMESTAMPTZ with UTC timezone (i.e. convert on the way in). If possible, operate your apps with UTC until it hits a user's eyes, i.e. internally define your","author":"asah","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","opinionated_advice"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883964"},{"id":"7c1319de-fa90-4733-a0cd-29d8f0a78046","source":"hackernews","source_id":"49877602","content_type":"comment","title":null,"body_preview":"I love how there’s even errors in the article. Timestamps and time zones are so subtle and nuanced, and people assume they are WAY simpler than they really are. Even smart engineers.","author":"epgui","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49877602"},{"id":"de43220d-e341-4d9f-95b7-edeba68e08a4","source":"hackernews","source_id":"49890080","content_type":"comment","title":null,"body_preview":"> Adding a month with + INTERVAL '1 months' is timezone-dependent. If your product operates in UTC, you must ensure the timezone is in UTC before adding a month with <timestamptz_column> AT TIME ZONE ","author":"ekjhgkejhgk","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890080"},{"id":"6d7b7d1c-bce5-4f1b-81cb-26cf6c6290d5","source":"hackernews","source_id":"49878373","content_type":"comment","title":null,"body_preview":"My experience is (despite the Postgres developer's advice to use it), timestamptz is largely a useless data type since it is just a wrapper around conversion to UTC.\n- Are you storing past events? Jus","author":"Macha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","list_heavy_advice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878373"},{"id":"f746526c-488b-4a58-b15e-ddf88ea9a833","source":"hackernews","source_id":"49878536","content_type":"comment","title":null,"body_preview":"I think poster overfits the postgres wiki advise. The thing is, most timestamps are not \"UTC\". That's only when you want to print an epoch value human readable you need some timezone and UTC is the mo","author":"jokull","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878536"},{"id":"91fe4a5e-f188-4b78-ac29-efca6a6f83ec","source":"hackernews","source_id":"49882588","content_type":"comment","title":null,"body_preview":"Unless I'm really misunderstanding, this is just \"footgun of timestamp without timezone and implicit coercion\"?\nThe only purpose of the naive timestamp is to defer a necessary step of converting a sor","author":"saltcured","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","synthetic_empathy","template_phrases"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882588"},{"id":"bc54dca5-a23a-4042-a605-ce8c674a7569","source":"hackernews","source_id":"49875465","content_type":"comment","title":null,"body_preview":"Postgres 'at time zone' is confusing, but it's internally consistent. Once you understand what it's doing, you can work with it and it will reliably behave the way it's designed to.\nhttps://oneuptime.","author":"ForHackernews","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875465"},{"id":"85bf2f58-2513-4de8-ac04-f9535281c4d2","source":"hackernews","source_id":"49875420","content_type":"comment","title":null,"body_preview":"I think most of the confusuion comes from \"AT TIME ZONE\" being the syntax for both the conversion from _and_ to timezone'd timestamps. Maybe it would have been more intuitive had the two operations go","author":"Felk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875420"},{"id":"382b413c-1b80-4793-87b8-e32e1b76b3a7","source":"hackernews","source_id":"49875703","content_type":"comment","title":null,"body_preview":"> Adding a month with + INTERVAL '1 months' is timezone-dependent. […]\nAdding months isn’t well-defined anyway, even when using date, for days of month > 28. I think it’s a mistake that systems generi","author":"layer8","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.13426529674009563,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875703"},{"id":"c877e942-7f36-4a07-9109-2cd246efb839","source":"hackernews","source_id":"49875953","content_type":"comment","title":null,"body_preview":"I don't rely on time calculations at the database level. I handle them in the application based on UTC time stored in the database and the user's time zone. This shifts the problem to the application ","author":"beybol","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875953"},{"id":"40d50d13-f2c9-49d4-b537-519ddd43c1b8","source":"hackernews","source_id":"49876005","content_type":"comment","title":null,"body_preview":"> timestamp doesn't contain the timezone information. Technically, it doesn't represent a time in the real world.\nUnfortunately this is just as misleading.\nIt's correct that `timestamp` doesn't contai","author":"globular-toast","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49876005"},{"id":"a80eea0b-51f8-4740-9d00-b7f06d7f5811","source":"hackernews","source_id":"49876531","content_type":"comment","title":null,"body_preview":"My bible: https://wiki.postgresql.org/wiki/Don't_Do_This","author":"1a527dd5","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49876531"},{"id":"b043bbe7-71ec-4fee-bd4d-b0ac6aca4d9a","source":"hackernews","source_id":"49878863","content_type":"comment","title":null,"body_preview":"This summer, with the help of AI, I found an inconsistency in the way Postgres handles timestamp vs. timestamptz comparisons under a DST spring-forward gap for the datetime_ops btree family [0]. Essen","author":"tibbar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878863"},{"id":"eca60ce1-6cdb-45f1-9616-e0ed8afed338","source":"hackernews","source_id":"49875497","content_type":"comment","title":null,"body_preview":"The SQL standard is unfortunately really horrible when it comes to handling of time. The type `timestamp` is not a timestamp at all because it doesn't encode a unique point in time, it just stores a d","author":"ulrikrasmussen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875497"},{"id":"4ae71bbe-2b48-4dd0-9ae3-6ea8f65cc6fa","source":"hackernews","source_id":"49875982","content_type":"comment","title":null,"body_preview":"The text says: \"Comparing a timestamp and timestamptz will always result in false.\"\nThat is wrong. Postgres changes the timestamp to timestamptz very quietly in the background. \nWether it uses the tim","author":"heurekamala","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.1729621723183393,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875982"},{"id":"c4f3d8be-d173-453b-bd61-62ee6e9cca05","source":"hackernews","source_id":"49883959","content_type":"comment","title":null,"body_preview":"so uh, the favicon for cloudflare and soundcloud are just the same thing now? soundcloudflare?","author":"zarmin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883959"},{"id":"4df28a93-7d35-4582-a2d6-5b2ea13aefd8","source":"hackernews","source_id":"49883302","content_type":"comment","title":null,"body_preview":"Great now i have to uninstall the Cloudfoundry CLI to not collide with this :)","author":"ozarkerD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883302"},{"id":"55dbb9f5-f14e-4a25-88b5-c260f83c25f6","source":"hackernews","source_id":"49887279","content_type":"comment","title":null,"body_preview":"Is this a joke? Why would you want to use a random word generator on production infrastructure configuration? Cloudflare should be blocking these malicious/incompetent users, not enabling them.","author":"creatonez","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887279"},{"id":"fd94d519-409d-4ff9-853f-a0690e94d6dd","source":"hackernews","source_id":"49885508","content_type":"comment","title":null,"body_preview":"\"Our new configuration format is based on TypeScript\"\nThis is the most head scratching but interesting bit.","author":"vamsiraju","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885508"},{"id":"9a2a00dd-f71e-4f8e-98c3-d08c3b7cfd08","source":"hackernews","source_id":"49885705","content_type":"comment","title":null,"body_preview":"Nice!  I would recommend you support one of the opencli specs, like https://clidoc.dev so that it is fully discoverable with examples, etc.","author":"bhouston","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885705"},{"id":"6dec85a1-e8b6-417e-b54b-331d151cfdec","source":"hackernews","source_id":"49881495","content_type":"comment","title":null,"body_preview":"I think the shape of clouds and services is going to change given current clouds are uxed for humans. Cloudflare is making the right bet. Specially the free agent report account. That's like a wonderf","author":"unified101","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881495"},{"id":"84ec74ba-22b2-4131-b781-d08b3254af7a","source":"hackernews","source_id":"49881577","content_type":"comment","title":null,"body_preview":"This is a lot to like here as someone who pretty much exclusively uses the Cloudflare API via agents. Hoping (since it's built on top of Forge), some kind of native terraform support is also in the wo","author":"smithclay","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881577"},{"id":"35fdd475-8f86-4fb4-91f0-e31768176b33","source":"hackernews","source_id":"49881605","content_type":"comment","title":null,"body_preview":"I don't know what it is about wrangler that made me dislike it so much but I welcome this change since it's meant to replace wrangler.","author":"alasano","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.05417899223856634,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881605"},{"id":"d73e761e-218c-47ff-a0f5-d062ec9cbc7f","source":"hackernews","source_id":"49882151","content_type":"comment","title":null,"body_preview":"1.0 isn't actually out and CI is red. https://github.com/cloudflare/cf/commits/main/ https://github.com/cloudflare/cf/releases\nI have been using the pre-releases with success, but this post could have","author":"esafak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","self_reference"],"bot_score":0.07988025453381044,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882151"},{"id":"a6dcbbfa-5544-4c28-a549-00cd5f50ae93","source":"hackernews","source_id":"49881740","content_type":"comment","title":null,"body_preview":"This is cool, but I've never had an issue with agents working on Cloudflare by just making REST calls. With the rest docs, it knows pretty much everything about what kind of operations it can do. Is t","author":"recroad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881740"},{"id":"e45ef312-4dea-4ed7-af13-0d416f20d313","source":"hackernews","source_id":"49913178","content_type":"comment","title":null,"body_preview":"Cloudflare keeps denying my (human) browsing because of \"incompatible browser extensions\", and sites require javascript and cookies because of all their nonsense.\nPlease do not put cloudflare between ","author":"m463","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13611564299245904,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913178"},{"id":"e06925c9-68b2-493a-9746-624cb499a413","source":"hackernews","source_id":"49885830","content_type":"comment","title":null,"body_preview":"It can do everything except make the token to give it permissions. For that you need to dig through their website to find the tokens section. Oh and they change where that lives every week.","author":"hackernud3s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885830"},{"id":"9e3c07e2-bd6a-418b-9652-93dfa33845af","source":"hackernews","source_id":"49883222","content_type":"comment","title":null,"body_preview":"It's crazy that some of the best product launches nowadays are CLIs.","author":"emadabdulrahim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883222"},{"id":"62759518-0ed8-47e2-a0f4-31da4fe99c89","source":"hackernews","source_id":"49881834","content_type":"comment","title":null,"body_preview":"I don't understand why this is written in Typescript. This is a great example of how agents can write code (I'm sure they wrote `cf`), yet having fundamental computer science knowledge is still critic","author":"slowin","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881834"},{"id":"c62dd897-f847-4718-854c-e5ac0e0ea9b1","source":"hackernews","source_id":"49916446","content_type":"comment","title":null,"body_preview":"Can't they just do in-person testing? Build a cluster of cheap, crappy dumb terminal from 40 years ago. Have students type out the source code live. Grade the work. Hell, let them use reference books!","author":"0xbadcafebee","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1288845773340793,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916446"},{"id":"18171003-38e7-4659-99b3-dd521f535a00","source":"hackernews","source_id":"49914966","content_type":"comment","title":null,"body_preview":"If you remove the mention of AI from this post, the authors process and setup of the notice to students is absolutely mental. The intentions might be good, but damn if this isn’t a comically inept way","author":"summarity","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914966"},{"id":"aad05366-90ed-43f3-8f81-d2ed7e979a87","source":"hackernews","source_id":"49916285","content_type":"comment","title":null,"body_preview":"Any policy that asks students not to use AI and trusts that they will comply is giving a massive advantage to dishonest students and punishing honest ones.\nThis article sounds like the professor was r","author":"dhon_","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916285"},{"id":"e9607622-9ba3-4999-9fe8-cebe97de5958","source":"hackernews","source_id":"49915442","content_type":"comment","title":null,"body_preview":"I'm a fan of zero tolerance policies for academic dishonesty. The dean getting involved and mitigating consequences for the ~~customers~~ students is classic.","author":"gred","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915442"},{"id":"aecf1298-ed29-470c-b565-ebd7eb921da5","source":"hackernews","source_id":"49915227","content_type":"comment","title":null,"body_preview":"> Do not look at other students’ homework files and do not work with other students. At all.\nThis is a horrific policy. We work better with other people.\nWhen I studied computer science, other student","author":"vintagedave","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","strong_opinion","platform_fluency","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915227"},{"id":"1ce5e832-6aa7-4188-9257-3bc77074bc4d","source":"hackernews","source_id":"49916607","content_type":"comment","title":null,"body_preview":"It's beyond me how binary their thinking is when dealing with an issue as nuanced as AI. \nFor instance euros have oral exams often and they are much more helpful on seeing if the kid has any idea on w","author":"crispr245","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.18846110021386694,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916607"},{"id":"694460f1-7642-4ef2-a485-c9cfc63e0281","source":"hackernews","source_id":"49916052","content_type":"comment","title":null,"body_preview":"> Every student is also responsible for protecting his/her own work. If you inadvertently allow your work to be accessed, you may still be held responsible for facilitating an academic integrity viola","author":"OptionOfT","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916052"},{"id":"ed37da75-e486-40ba-8a41-dea67b646edd","source":"hackernews","source_id":"49916809","content_type":"comment","title":null,"body_preview":"It's part of the problem with academia being behind industry.\nI had a similar problem when doing my MBA; Lean Startup had just been released and the whole \"startup scene\" was getting going. But I coul","author":"marcus_holmes","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916809"},{"id":"fbd50c31-5c94-4f0a-bd27-7cca526bc322","source":"hackernews","source_id":"49916405","content_type":"comment","title":null,"body_preview":"I recently completed my masters in CS. I agree with the sentiment of wanting to avoid LLM use in general, but that ship has sailed. No amount of policies and slides is going to be enough for this syst","author":"EduardLev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","imperfect_expression","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916405"},{"id":"758434bd-b0cf-4f25-ba74-7361bd9ba1f6","source":"hackernews","source_id":"49914991","content_type":"comment","title":null,"body_preview":"> This form must be completed .... Failure to complete the form will result in an unfavorable letter being sent to the Dean of Students along with further potential disciplinary action.\n> Through care","author":"djoldman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914991"},{"id":"7161e446-326a-403d-a4ae-b2da378b28ac","source":"hackernews","source_id":"49914792","content_type":"comment","title":null,"body_preview":"> Second, while the percentage of students identified was substantial, it was still less than 50%.\nNo doubt the student body will learn this lesson, and in the future the number of students identified","author":"woopwoop","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914792"},{"id":"570efbe4-871f-44bb-a91c-413ace60e0b7","source":"hackernews","source_id":"49916829","content_type":"comment","title":null,"body_preview":"I was an assistant teacher at a private engineering school, teaching a toy kernel project.\nWe had to add a new significant assignment which was the student sitting down next to me and we both look at ","author":"LelouBil","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916829"},{"id":"3da7e8ff-353a-477c-b6db-d97feaf6cb39","source":"hackernews","source_id":"49915682","content_type":"comment","title":null,"body_preview":"Professors will be the last to admit their skill set is outdated. Those folks and academia in general aren't outcome-driven. They don't care if students will be ever able to find a job or not. They ju","author":"RomanPushkin","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","self_reference","platform_fluency","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915682"},{"id":"7e716c8e-ae7d-4698-ad56-e2d1203d42f6","source":"hackernews","source_id":"49915316","content_type":"comment","title":null,"body_preview":"Anyone who is lame enough to cheat on an intro to C class is doomed anyway; the AI they cheat with will be the AI that replaces them as a worker because they didn't learn anything.  Give 'em hell, Pro","author":"ThrowawayR2","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915316"},{"id":"ae378239-e6dc-45de-896d-7354b3a1bc4f","source":"hackernews","source_id":"49915799","content_type":"comment","title":null,"body_preview":"I'm pretty convinced now that grading take-home assignments is pointless with the prevalence of AI cheating. (There's surely already \"innovation\" going on targeted at letting people cheat on assignmen","author":"2001zhaozhao","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13190979880728657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915799"},{"id":"f2c2f19c-ab82-4d8b-8c5c-f9cd891d3433","source":"hackernews","source_id":"49915700","content_type":"comment","title":null,"body_preview":"I'm surprised by the negative response towards this professor. The syllabus was extremely clear up front, and students did not respect it and decided to see what they could get away with instead. Yeah","author":"dbalatero","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915700"},{"id":"35ef7b22-9790-4021-b3dc-badfd819251c","source":"hackernews","source_id":"49915269","content_type":"comment","title":null,"body_preview":"* Do not use variable length array in this class\n  * Some of are you are copying code and concepts from things outside of course material\n     * `fgetc()`, `sizeof()`, `malloc()`, etc\n     * You're pr","author":"aenigmaclamo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915269"},{"id":"cdda24f6-6ed5-46f0-9758-3d20b356a4fd","source":"hackernews","source_id":"49915172","content_type":"comment","title":null,"body_preview":"Like other comments, I can't help feel uncomfortable with the way everything was written defensively, where every example is used to justify the author's actions.\nThe author concludes near the end:\n> ","author":"personjerry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915172"},{"id":"41e7ddec-ca05-437a-b1d3-9953f7ab5be1","source":"hackernews","source_id":"49892837","content_type":"comment","title":null,"body_preview":"Jev-like models give calibrated decision probabilities, but at low accuracy.\nSo why didn't they show both??","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.07988025453381044,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892837"},{"id":"3ebedafe-c2ce-4ede-9341-cd07cb93ef80","source":"hackernews","source_id":"49896737","content_type":"comment","title":null,"body_preview":"The number of people who feel the need to try and argue that you don't need Jev can only be astroturfing by those with something to lose - Anthropic and OpenAI employees.\nLike it or not, companies are","author":"HarHarVeryFunny","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17666666666666667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896737"},{"id":"fb96bb9b-0e88-4ec5-83a9-9d7eb6b0cde9","source":"hackernews","source_id":"49893349","content_type":"comment","title":null,"body_preview":"How general really are these jev type models? Has anyone done any broad very cross-domain eval on them?","author":"loclol101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893349"},{"id":"7ff57f7d-511d-4baf-b262-81791392ae7f","source":"hackernews","source_id":"49891927","content_type":"comment","title":null,"body_preview":"This isn't really surprising. LLM reasoning and before that, chain of thought prompting are essentially forms of test-time compute scaling.","author":"woadwarrior01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10062364331576944,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891927"},{"id":"e3946387-9c67-4ddb-b62e-52a3db032613","source":"hackernews","source_id":"49892202","content_type":"comment","title":null,"body_preview":"Super dope. If it would ship as prod ready code supporting mps as well that would be even doper.\nBut funny that jev is getting its lunch eaten apparently in under two weeks?","author":"RamblingCTO","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892202"},{"id":"c63a3f6c-aeab-4a08-8fd7-cac5798a6362","source":"hackernews","source_id":"49891759","content_type":"comment","title":null,"body_preview":"Jeeves, that's a name I haven't heard in a long time...","author":"raverbashing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891759"},{"id":"02502550-9f7f-4db8-90ea-d0f2bb230e5e","source":"hackernews","source_id":"49893990","content_type":"comment","title":null,"body_preview":"Any good classifiers like this or Jev that support image input?","author":"swingboy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.156700069336271,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893990"},{"id":"012acd95-91bc-4b3c-b216-80bfa5deaeb5","source":"hackernews","source_id":"49896628","content_type":"comment","title":null,"body_preview":"That completely defeats the point of something to make decisions faster.","author":"winddude","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896628"},{"id":"e56842be-79b0-40a7-b3d2-512712e33c1f","source":"hackernews","source_id":"49891706","content_type":"comment","title":null,"body_preview":"Are there \"good\" Open source Decision models built on Gemma-4 and also trainiable on own data?","author":"zerop","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_balanced"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891706"},{"id":"763b37bc-c423-4be7-a510-854a4a21cc64","source":"hackernews","source_id":"49894747","content_type":"comment","title":null,"body_preview":"How's the performance compared to ordinary 9B LLM with structured outputs? Both accuracy and speed?","author":"druskacik","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1670760068182421,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894747"},{"id":"06e91092-bdfd-4e45-b44b-ac9ed9232e25","source":"hackernews","source_id":"49891975","content_type":"comment","title":null,"body_preview":"Seems like this is the way, a hybrid approach where some of the pipeline will be jev like and some traditional LLM depending on the nature of the work.","author":"swader999","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1510452574937204,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891975"},{"id":"cf05cde2-3766-4c3e-bfc0-d1f40c25ba3f","source":"hackernews","source_id":"49923583","content_type":"comment","title":null,"body_preview":"i would really like to see something like this for images.","author":"daft_pink","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1261574088438684,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923583"},{"id":"e705f2f0-7687-4c3f-81da-a929286a938d","source":"hackernews","source_id":"49899960","content_type":"comment","title":null,"body_preview":"Jev noob here. I'm seeing all this jev talk and I understand the difference between this and normal models, but what are some actual use cases for jev?","author":"trencedamp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899960"},{"id":"9d637eb4-2786-40fc-873d-01bec7e3e0c3","source":"hackernews","source_id":"49891495","content_type":"comment","title":null,"body_preview":"Just curious, where has this term 'noul' come from for yes/no ansers?\n/a bit more digging and..\nA Noul performs a Bernoulli trial—an experiment with exactly two outcomes (yes or no)—but instead of pic","author":"alienbaby","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891495"},{"id":"a537d20f-3ab3-4f83-87e8-60144ce83f8f","source":"hackernews","source_id":"49894284","content_type":"comment","title":null,"body_preview":"you don't need to post-train anything for this.\njust get an LLM to think and then force it to output a specific json with prefill post-think.\nmake sure to include good conditioning text in the prompt ","author":"teravor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12883641347950311,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894284"},{"id":"3607a44f-55c5-4240-9cb0-d33078ff99d6","source":"hackernews","source_id":"49896483","content_type":"comment","title":null,"body_preview":"Cool engineering, but 17s p90 latency kind of defeats the point of a Jev-class model, which is supposed to be fast and cheap. Losing 10 points on MMLU along the way doesn't help.","author":"itzikkatz","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896483"},{"id":"88f5f63b-5916-4e46-b1d5-745c4c139868","source":"hackernews","source_id":"49892201","content_type":"comment","title":null,"body_preview":"Ask Jeeves - Only took us 30 years to come full circle.","author":"thm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892201"},{"id":"be91f717-9895-456c-9b7a-ebdf774dec0f","source":"hackernews","source_id":"49893066","content_type":"comment","title":null,"body_preview":"I just did a run with a benchmark I just used to test other models against. (It's about detecting irony in german soccer tweets). On my M5 Pro with 48GB it took over 30min to decide on just 100 tweets","author":"TN1ck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893066"},{"id":"466a6db7-7293-41bb-844f-5588c10a8922","source":"hackernews","source_id":"49892563","content_type":"comment","title":null,"body_preview":"What is the point of this, if it is p90 17 seconds? Might as well use an LLM. The beauty of Jev is that it is dirt cheap and insanely fast.","author":"sharih","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892563"},{"id":"499bfa77-179b-43a2-9ff2-6cd72751dec7","source":"hackernews","source_id":"49921797","content_type":"comment","title":null,"body_preview":"\"Meta is claiming that the costly A.I. computer chips it buys from companies, including Nvidia, are entitled to a taxpayer-provided discount as part of the experiment.\"\nWhy do these schemes always inv","author":"_8L34K","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921797"},{"id":"f2a215dc-12b6-4c20-b057-184202e74170","source":"hackernews","source_id":"49922273","content_type":"comment","title":null,"body_preview":"The actual solution here is to eliminate the corporate income tax and capture the money via higher capital gains and dividend income taxes.\nAll of this boils down to politicians knowing (even if they ","author":"bpodgursky","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922273"},{"id":"9671d6d1-575f-4ea7-81f1-4ab201d81277","source":"hackernews","source_id":"49922877","content_type":"comment","title":null,"body_preview":"unlocked link: https://www.nytimes.com/2026/09/30/technology/meta-ai-data-c...","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922877"},{"id":"6dd0f1de-0db5-4688-83ed-54b2885988ac","source":"hackernews","source_id":"49922049","content_type":"comment","title":null,"body_preview":"At some point AI was experimental for companies, clearly it's being used for business operations in 2025 and 2026.\nCan we think of an example of computing hardware/software that would qualify for this","author":"axus","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922049"},{"id":"0ec41c03-5fd5-4189-8b64-ebb696a69011","source":"hackernews","source_id":"49923211","content_type":"comment","title":null,"body_preview":"Reminds me of my younger australian cattledog. It's not about what he's getting. It's about what my other dog is that he could be getting. So the whole time he's got a full bowl in front of him, he's ","author":"mmaunder","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","false_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923211"},{"id":"d1d45f17-6564-48f1-9f6b-5c48b30c88f0","source":"hackernews","source_id":"49923555","content_type":"comment","title":null,"body_preview":"A huge reason for the US strength in tech is the R&D tax credit, and its entire purpose is to spur investment in next generation technologies. It doesn’t seem like an insane stretch to classify invest","author":"christina97","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923555"},{"id":"885034a4-14b4-4b3c-a911-0886e1fedf9d","source":"hackernews","source_id":"49922055","content_type":"comment","title":null,"body_preview":">Meta said the research tax credit shaved $2 billion off its taxes in 2024, and then $3.9 billion in 2025.\nInfuriating.\nWas meta thinking about this like a hedge against them failing at AI? ie they th","author":"sigmar","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","speculative_theory","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922055"},{"id":"577ab47f-2d4c-4965-bd9c-84e4d30b1855","source":"hackernews","source_id":"49923201","content_type":"comment","title":null,"body_preview":"When people sit down to ask: Is sunk-cost really a fallacy if it saves you taxes?","author":"rf15","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923201"},{"id":"a3336899-df0d-44d2-9725-4de0b40a4ff5","source":"hackernews","source_id":"49924859","content_type":"comment","title":null,"body_preview":"And why not, it's basically near zero risk save billions in tax. The worst case is they fight this for months, lose, and pay minor fines that acts as low interest rate loan.","author":"fuzzythinker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924859"},{"id":"d4357a45-04eb-4442-913c-0e4afdd8ef0d","source":"hackernews","source_id":"49922227","content_type":"comment","title":null,"body_preview":"The article reads like a propaganda to have media to have general people to make fuss about Meta's tax practice regardelss it is legal or not.\n\"Trend in tax break\" in the article does not mean jack sh","author":"yipinwong","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12971030577719406,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922227"},{"id":"e97cfd79-2077-4bd3-8b03-504cace74011","source":"hackernews","source_id":"49922438","content_type":"comment","title":null,"body_preview":"It's working as intended? Meta invests in innovative infrastructure, and the country benefits.\nLook at Europe for the opposite, and the disastrous consequences there.","author":"GardenLetter27","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922438"},{"id":"adbd8a04-f23a-4b4a-9f71-379094a24e79","source":"hackernews","source_id":"49921946","content_type":"comment","title":null,"body_preview":"> One of the biggest expenses of any A.I. data center was computer chips, which are made by companies like Nvidia and cost thousands of dollars each.\n“Thousands.” Yes, in the same way that the earth i","author":"sgarland","classification":"human_created","confidence":0.85,"indicators":["dry_humor","platform_fluency","imperfect_expression"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921946"},{"id":"9d473bd7-78e4-4f52-9872-f4a0c2f95752","source":"hackernews","source_id":"49921990","content_type":"comment","title":null,"body_preview":"It's crazy that some of these facts incentives for smaller businesses are abused by multinational conglomerates. I think the laws should set some sort of limits on who can take the tax breaks, like he","author":"orliesaurus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.07397523655804802,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921990"},{"id":"5723b4c6-9b99-47d1-b3c4-939b1d18f03e","source":"hackernews","source_id":"49923220","content_type":"comment","title":null,"body_preview":"When people are evading taxes, we need to blame the taxes, not the people.\nWe pay an enormous amount of dumb taxes that are simply funneled into\n* government \"Contractors\". Aka the 1%, or the people t","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923220"},{"id":"2047d379-204c-4d09-9135-76cb80f600ed","source":"hackernews","source_id":"49923456","content_type":"comment","title":null,"body_preview":"I think a fun exercise would be for the Times to ask their own accountants how they classify their own engineering employees for the R&D tax credit.","author":"nimish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923456"},{"id":"9b04652c-884b-4ee1-8ca7-4c01f797e347","source":"hackernews","source_id":"49921755","content_type":"comment","title":null,"body_preview":"> Under a tax credit created in the 1980s to spur innovation, companies can get a rebate for supplies, but only if they are being tested in an experimental effort, not standard business operations. Me","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921755"},{"id":"dd2a990a-1894-4ae1-a29c-185e06454eae","source":"hackernews","source_id":"49922051","content_type":"comment","title":null,"body_preview":"It often strikes me as quite the biased and one-sided take when a tax-paying entity is called out by the press for tax avoidance (NOT tax evasion, which is illegal). (yes TFA implies that Meta is brea","author":"djoldman","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922051"},{"id":"984c5fb1-498a-4010-9dc4-623e106cb7d2","source":"hackernews","source_id":"49877512","content_type":"comment","title":null,"body_preview":"LOL: nobody pays attention to South America and South Sahara.","author":"diego_moita","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49877512"},{"id":"1e2bfd5b-ac8b-4d80-b822-a56e9e287bb7","source":"hackernews","source_id":"49876035","content_type":"comment","title":null,"body_preview":"Unrelated: what is \"habibi\"? To me (and I know nothing), it always sounded like a pejorative term for franco-arabs but I never bothered to validate","author":"pluc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49876035"},{"id":"ab4f951e-c4a9-4d38-96a5-04e6e469cff2","source":"hackernews","source_id":"49877226","content_type":"comment","title":null,"body_preview":"Neat! I wonder how they deal with people using possibly different map projections?","author":"jeremyscanvic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49877226"},{"id":"c50bb670-29a2-4f71-92a1-36416cd3713f","source":"hackernews","source_id":"49877096","content_type":"comment","title":null,"body_preview":"We Swedes also try to ignore the Danes as much as possible","author":"baalimago","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49877096"},{"id":"65f9575a-901f-4e91-a6b2-f111c7446f1b","source":"hackernews","source_id":"49878017","content_type":"comment","title":null,"body_preview":"Very few countries without lines within the actual boundaries. China and Brazil almost have some internal clean core. Russia also, but with considerably reduced core, somehow like Spain, and maybe Fra","author":"psychoslave","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.27941176470588236,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878017"},{"id":"f12b8ffa-35ac-4a96-8e2c-4cc04246fbd0","source":"hackernews","source_id":"49876573","content_type":"comment","title":null,"body_preview":"Can this be divided per drawer's country? I'd love to see how Americans draw the world map, versus, say, British or German.","author":"minervawes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49876573"},{"id":"a11ad43a-ac30-46c0-9045-af9c06c71dd5","source":"hackernews","source_id":"49875143","content_type":"comment","title":null,"body_preview":"Hi all,\nI created \"Borderline\", a border drawing game a few weeks ago.\nSince then, thousands of people have played it and I have accumulated over 37,000 drawings, which are now all stacked on a blank ","author":"nicocarsui","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.2031770054660751,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875143"},{"id":"dd393c32-f88d-4d64-a93d-5e2d4c2af334","source":"hackernews","source_id":"49926577","content_type":"comment","title":null,"body_preview":"As they say: no need to announce your departure, this ain’t an airport.","author":"osjdienfienfj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926577"},{"id":"189c057b-ef1f-471e-b825-147ecd3af841","source":"hackernews","source_id":"49925943","content_type":"comment","title":null,"body_preview":"You should leave Reddit because its crap, but the reason you leave Reddit is not important, what's important is that you leave Reddit.","author":"spottedmarley","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925943"},{"id":"5e5f4713-0a1e-4387-8c23-bc091d7daca8","source":"hackernews","source_id":"49884564","content_type":"comment","title":null,"body_preview":"Remembers me of PageRage, the latter works much better on firefox and is an extension","author":"Muhammad523","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11303194901373284,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884564"},{"id":"2dc88ab7-0392-49ee-8fa4-f9e0208e027d","source":"hackernews","source_id":"49890403","content_type":"comment","title":null,"body_preview":"I tried to destroy pornhub.com, but I could only get to the disclaimer :(","author":"mvk666","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","dry_humor","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890403"},{"id":"0ee449e3-e39d-41d6-b80a-46e83635af76","source":"hackernews","source_id":"49892961","content_type":"comment","title":null,"body_preview":"does it exist already? Probably yes. Do I care? Not really, it's pretty fun and so smooth, nice one","author":"mirconeri","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892961"},{"id":"612bd16e-3c20-4663-87f1-b28c124fa2f0","source":"hackernews","source_id":"49889317","content_type":"comment","title":null,"body_preview":"Interestingly it considers my long monitor to be a mobile. Quite peculiar how resolution was used to identify phones here.","author":"epestr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889317"},{"id":"3b93e76d-4c66-46cb-a51d-d9190411fe74","source":"hackernews","source_id":"49888802","content_type":"comment","title":null,"body_preview":"You should be able to destroy your own website :).","author":"EnzeShi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888802"},{"id":"1ca78f75-1149-412c-861c-ccdc062f2379","source":"hackernews","source_id":"49888428","content_type":"comment","title":null,"body_preview":"Nostalgia-fostering and well-executed; thanks for sharing!","author":"blindflag","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888428"},{"id":"7437eb6c-65ae-4b17-931b-89788a1dee6c","source":"hackernews","source_id":"49884645","content_type":"comment","title":null,"body_preview":"This was surely fun, never played such a game before. Is it competitive when we are playing the multiplayer mode?","author":"helloforce","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884645"},{"id":"7c6f9c84-d586-4999-b4db-5c02f0820d4d","source":"hackernews","source_id":"49882835","content_type":"comment","title":null,"body_preview":"Oh this is lovely. I started doing something similar, but I was generating the stage based on the DOM and some CSS features, but kept getting weird boundaries (read: the character would float on unsee","author":"tetris11","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","genuine_specificity"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882835"},{"id":"d01e35e7-2272-4997-8914-0ca7df425910","source":"hackernews","source_id":"49909366","content_type":"comment","title":null,"body_preview":"Really enjoyed the game! Destroying those clunky, ad-filled sites with designs I can’t stand was especially satisfying. Great work!","author":"bsonmez19","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909366"},{"id":"3e11b847-8d91-4a13-acf6-b443c1f680ad","source":"hackernews","source_id":"49889499","content_type":"comment","title":null,"body_preview":"I'm not sure that it can work anymore outside of its own web page (\"works best in chrome or firefox 4\") but you must check Katamari! at http://kathack.com/\nClick the Katamari link at the top.\nEdit: I ","author":"pmontra","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","specific_details"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889499"},{"id":"4d21d90a-ad8d-4c9d-ac3a-24b1236e6cff","source":"hackernews","source_id":"49882424","content_type":"comment","title":null,"body_preview":"This is one of my favorite things I've ever stumbled across on HN","author":"pseudosavant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882424"},{"id":"7e76840b-24df-4e31-9d8a-1f8778234a51","source":"hackernews","source_id":"49884149","content_type":"comment","title":null,"body_preview":"Really guys?  Detecting a desktop web browser as a \"mobile phone\" just because the window is sized to be taller than it is wide?  Then refusing to let you use the website?","author":"Dwedit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884149"},{"id":"3642be3f-9189-4726-98f1-8e2eb44003a9","source":"hackernews","source_id":"49884603","content_type":"comment","title":null,"body_preview":"Lots of new accounts (created a few hours ago) are posing comments lie \"Great fun\" or stuff like that. Are these bots?","author":"Muhammad523","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11303194901373284,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884603"},{"id":"a62d31a8-eda1-449e-bf6a-baae44b313f5","source":"hackernews","source_id":"49885816","content_type":"comment","title":null,"body_preview":"For us Windows XP users, I found an old video of what I used similar to this. \nhttps://www.youtube.com/shorts/qMpLIcSbPFY\nFlame throws, ants eating the screen, etc. Good times. Simpler times...","author":"bosch_mind","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885816"},{"id":"d9f9e91a-5336-4846-b85d-9ab819191995","source":"hackernews","source_id":"49882391","content_type":"comment","title":null,"body_preview":"Looks like a vibe-coded clone of a project posted about 2 weeks ago: https://news.ycombinator.com/item?id=49719443","author":"sphars","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882391"},{"id":"c178c94c-fb6e-4c63-a014-70ad40a74125","source":"hackernews","source_id":"49884967","content_type":"comment","title":null,"body_preview":"I am the creator of Page Rage (https://page-rage.com/), which I released about two weeks ago. Page Rage didn't get too much traction on Hacker News (https://news.ycombinator.com/item?id=49746963), but","author":"alexreardon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884967"},{"id":"a1096540-f916-4a9b-8f58-78cb6b4f3638","source":"hackernews","source_id":"49883565","content_type":"comment","title":null,"body_preview":"What a throwback to the late 90s, early 2000s. There were a handful of games like this that let you shoot or shatter your screen.\nhttps://worrydream.com/Home2001/create_index.html?create_sof...","author":"peddling-brink","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883565"},{"id":"c296aac6-7754-42d9-aca9-cf05959f5f6b","source":"hackernews","source_id":"49918153","content_type":"comment","title":null,"body_preview":"KKR warns of growing credit market risks from AI borrowing spree ඞ https://www.ft.com/content/33449ea5-428b-4080-bdf6-ff5843bbd...","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14287370657466927,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918153"},{"id":"b355a5c3-8173-43d0-83bc-ea24d3d2dd35","source":"hackernews","source_id":"49918538","content_type":"comment","title":null,"body_preview":"How Meta Uses A.I. Data Centers to Avoid Billions in Federal Taxes\nhttps://www.nytimes.com/2026/09/30/technology/meta-ai-data-c...","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["link_sharing","lack_of_ai_signals"],"bot_score":0.14287370657466927,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918538"},{"id":"58236531-1e66-4506-85d0-406cceb68f5f","source":"hackernews","source_id":"49901823","content_type":"comment","title":null,"body_preview":">Windows NT 3.1 and Jurassic Park were both released\nA horror about the unchecked madness of human technological development, and a movie about dinosaurs.","author":"protocolture","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901823"},{"id":"8b24659f-bf17-4df0-bcef-d5866deb07c9","source":"hackernews","source_id":"49894651","content_type":"comment","title":null,"body_preview":"This is really calming. Is the music generated fresh for each city, or do cities share a set of loops? I'd love a rainy Seoul alley at 2am as a preset.","author":"jungkeunkim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894651"},{"id":"5abf43da-ea7a-4239-aef4-e183cc4d0f34","source":"hackernews","source_id":"49892369","content_type":"comment","title":null,"body_preview":"Same applies to most IBM and Unisys, mainframe and micros.","author":"pjmlp","classification":"human_created","confidence":0.6,"indicators":["terse_replies"],"bot_score":0.13224977332571666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892369"},{"id":"3e72439e-a336-4f2c-8825-495b82d427df","source":"hackernews","source_id":"49891801","content_type":"comment","title":null,"body_preview":"I wonder if doing this to hardware would have overall been cheaper than doing the baroque Rube Goldberg shit we do to software to make it somewhat kind of fault tolerant… or at least convince ourselve","author":"api","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891801"},{"id":"cda54038-1e7c-4452-be76-9146aa74a533","source":"hackernews","source_id":"49901305","content_type":"comment","title":null,"body_preview":"One (little) past thread:\nBooted Up in 1993, This Server Has Been in Continuous Operation Ever Since - https://news.ycombinator.com/item?id=13507972 - Jan 2017 (3 comments)\nPerhaps there have been oth","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.12360005736993969,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901305"},{"id":"72f54486-c72c-41b7-bb2a-dbd9bff14ad3","source":"hackernews","source_id":"49891417","content_type":"comment","title":null,"body_preview":"It is interesting how long server uptime used to be considered a good thing but now the shorter the average runtime the better as it indicates the system was designed to tolerate failures.","author":"UltraSane","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.1471035633994885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891417"},{"id":"988d4505-481f-48e8-b133-ded33492cf85","source":"hackernews","source_id":"49897056","content_type":"comment","title":null,"body_preview":"I know a guy who is very proud of the fact that he has a Flask based web app, fully exposed on the public web, running with >99.9% uptime on a cheap hosted VM with zero updates to either the OS or app","author":"semi-extrinsic","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897056"},{"id":"d06524dd-c356-4c4c-8672-7fc07fdb860e","source":"hackernews","source_id":"49889946","content_type":"comment","title":null,"body_preview":"Well Great Lakes Works is still operating, and you can still buy Stratus ftServers, how nice is that after all this time?","author":"Neil44","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889946"},{"id":"e0294d93-fe4b-4597-8e15-2c197e19597d","source":"hackernews","source_id":"49897701","content_type":"comment","title":null,"body_preview":"You can find random PDP, VAX, even X86 systems that have lifespans 20+ years.  As for a single boot probably a much smaller corpus, maybe some forgotten Sun SPARC in a telco on -48V DC power bus.\nA VA","author":"kev009","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897701"},{"id":"83ba1979-9879-42bc-978b-9f07af58656c","source":"hackernews","source_id":"49895450","content_type":"comment","title":null,"body_preview":"Definitely cool about the uptime, but as I have no experience on systems like this, I'm also curious about the economics of this as a business strategy.\nHow do the maintenance, development, and operat","author":"asa400","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895450"},{"id":"d58e8842-28b5-45e1-906b-69e8252c12aa","source":"hackernews","source_id":"49889721","content_type":"comment","title":null,"body_preview":"Why even write an article with such little detail?","author":"lloydatkinson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889721"},{"id":"d18b805b-987f-434a-844f-9d4e0b830424","source":"hackernews","source_id":"49890385","content_type":"comment","title":null,"body_preview":"Story time: I got handed a ticket to go change a UPS in a “server room”.\nI was in Fairbanks visiting family, I had some downtime, so I decided to do some “slumming” to break up the monotony and relive","author":"K0balt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1480956727387624,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890385"},{"id":"c544aea9-29b5-4701-b0ef-cb926aaf87f2","source":"hackernews","source_id":"49891429","content_type":"comment","title":null,"body_preview":"Reminds me of a C64C that, as of 2016, was used in production in a car workshop in Poland:\nhttps://www.neoteo.com/en/a-commodore-64-stands-the-test-of-...","author":"nathell","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891429"},{"id":"a9056d14-9e79-47d9-a7ad-54c3992b66d1","source":"hackernews","source_id":"49889861","content_type":"comment","title":null,"body_preview":"> \"This system runs an older version Stratus proprietary VOS operating system, which Hogan believes hasn’t been updated since the early 2000s. “It’s been extremely stable,’ he said.\"\nThat's not partic","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1434539558337275,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889861"},{"id":"1ecfccbd-1f33-4eb5-88e2-78d30b641804","source":"hackernews","source_id":"49889849","content_type":"comment","title":null,"body_preview":"We use to run Stratus VOS on Continuum series hardware at a lottery/poker machine company I worked at in the mid 2000's. It handled the jackpot system which decided which of 13,500 poker machines in o","author":"nineteen999","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889849"},{"id":"fe503a1f-79fd-4e8e-82f6-4c91f92b3657","source":"hackernews","source_id":"49890858","content_type":"comment","title":null,"body_preview":"I started working on Stratus machines right out of high school... They took me from backwoods New England to Wall St.\nThe were Awesome machines - don't let those filthy hobbitsis...err..tandem users c","author":"mech422","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890858"},{"id":"17d49129-4e57-42e5-a551-29742313e99a","source":"hackernews","source_id":"49890938","content_type":"comment","title":null,"body_preview":"When you think about it, 24 years is not such a long time for a machine to keep doing what it's supposed to be doing. It says something about our profession that we find a 24-year service life surpris","author":"colonwqbang","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890938"},{"id":"3c324678-d05b-429d-9ce8-b450ffddb2fa","source":"hackernews","source_id":"49893535","content_type":"comment","title":null,"body_preview":"The striking part is that many infection-linked cancers already have prevention or treatment options,but access and uptake are uneven. That makes this partly a delivery problem: vaccines, screening,an","author":"samso26","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893535"},{"id":"a28d5c63-985f-482b-ad54-84cdc0304274","source":"hackernews","source_id":"49893926","content_type":"comment","title":null,"body_preview":"> HPV vaccine hesitancy in Europe: side effects, uncertainty, and mistrust\n> When individuals mistrust those communicating about vaccines, perceiving, for instance, that they are not being fully trans","author":"Frieren","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893926"},{"id":"799670c9-c5c1-4052-be72-094bda6c714a","source":"hackernews","source_id":"49895755","content_type":"comment","title":null,"body_preview":"If you haven't gotten your HPV vaccine yet—go get it. One of the easiest interventions you can take to reduce your cancer risk.","author":"jobs_throwaway","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895755"},{"id":"c5f996ba-ee41-42e8-9cae-d6e1f0b2478d","source":"hackernews","source_id":"49900915","content_type":"comment","title":null,"body_preview":"The paper: https://www.thelancet.com/journals/lanonc/article/PIIS1470-2...","author":"flopsamjetsam","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900915"},{"id":"922ff2f1-2a24-4b4d-8b88-84eb0fb01696","source":"hackernews","source_id":"49901016","content_type":"comment","title":null,"body_preview":">For many people, sun exposure, smoking and family history are the first thoughts that come to mind regarding cancer risk factors. While infections are rarely high on the list, new research shows one ","author":"johnnyApplePRNG","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901016"},{"id":"831e58dc-b83d-4e58-9daf-a002007bc4b6","source":"hackernews","source_id":"49893957","content_type":"comment","title":null,"body_preview":"well they are finding forever-chemical and micro-plastics in all freshwater in the USA now and even in ALL mother's milk\nso safe bet that cancer rates are never going to be lower than they are today\nr","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.14489065306460097,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893957"},{"id":"21f0cc2f-5301-44d0-9d02-490aeb98ec9b","source":"hackernews","source_id":"49896898","content_type":"comment","title":null,"body_preview":"It's interesting that up until the 1970s, viral infections were the predominant theory for the cause of cancer (this is before my time so apologies if I'm exaggerating). This was due to discoveries li","author":"lofatdairy","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","human_indicator_self_reference"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896898"},{"id":"6c5c8cf6-5a1e-47a0-95b3-7f003a72a2ae","source":"hackernews","source_id":"49895475","content_type":"comment","title":null,"body_preview":"Is it 100% clear cut that the infection causes the cancer, or can there be a common problem (like immune system degradation) that causes both the infection to develop (or develop easier) and the cance","author":"hobo123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895475"},{"id":"627720cb-b611-4f94-a7bf-156464eb49b4","source":"hackernews","source_id":"49892634","content_type":"comment","title":null,"body_preview":"https://www.oatext.com/which-environment-makes-cancer.php\nAlways a good read, most cancers are environmental, and most of these are caused by obesity, bad diet and smoking/drinking, fix these four thi","author":"toasty228","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892634"},{"id":"b1817591-b995-458c-8437-a32078eb3c52","source":"hackernews","source_id":"49912950","content_type":"comment","title":null,"body_preview":"How do you weight the value of semantic layers when all of the labs are chasing shell usage benchmarks like TerminalBench?\nAside from the enterprise stuff like consistent metrics I’m not convinced sem","author":"irasigman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912950"},{"id":"f3afeb29-6157-4fce-94dd-d730b8bee4f6","source":"hackernews","source_id":"49913459","content_type":"comment","title":null,"body_preview":"> \"Not a fit? That is fair.\nIf all you want is another query tool for SQL-fluent analysts, Strata is not it. We are built to take powerful self-service to everyone else, the people who could never wri","author":"chrisweekly","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.0842462783250402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913459"},{"id":"334ec21b-c07b-4675-90e3-2ad1586bd457","source":"hackernews","source_id":"49912890","content_type":"comment","title":null,"body_preview":"I’m a big fan of the strict naming as an abstraction above tables and reuse as blend key approach, it also greatly simplifies aggregate resolution like you have. (Landed on the same abstraction level ","author":"efromvt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.07566929551213333,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912890"},{"id":"7a22e8f0-4b26-4868-bfc0-3faba77f26b5","source":"hackernews","source_id":"49912931","content_type":"comment","title":null,"body_preview":"There has been modest \"pure scientific\" progress in solar cells since 2008, when this timeline ends. The big change has been the development of perovskite-structure materials for thin film solar cells","author":"philipkglass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","genuine_specificity","absence_of_personality"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912931"},{"id":"6d92a110-17fd-4650-9b00-291a47caeed0","source":"hackernews","source_id":"49902080","content_type":"comment","title":null,"body_preview":"next time just write the post yourself. I don't need an entire paragraph to explain that deser = serde but reshuffled","author":"ramon156","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.08631662406621637,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902080"},{"id":"6b0cf0e3-ee23-436c-82d6-525df3ab4a21","source":"hackernews","source_id":"49902244","content_type":"comment","title":null,"body_preview":"https://www.pangram.com/history/5f1c86e9-2b47-4d36-9e64-2191...","author":"duhhhhh1212","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902244"},{"id":"3ae23de3-8390-459d-99ca-0b259acce816","source":"hackernews","source_id":"49902550","content_type":"comment","title":null,"body_preview":"How does this compare to facet [0][1] by fasterthanlime? Seems some of the reasoning is similar especially for compile time bloat.\n[0] https://facet.rs\n[1] https://fasterthanli.me/articles/introducing","author":"satvikpendem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.10451461987150859,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902550"},{"id":"fcf516ca-cc2c-43f9-ba8e-4d94976cc860","source":"hackernews","source_id":"49915981","content_type":"comment","title":null,"body_preview":"How can we be better documenting the perpetrators involved here for our own Nuremberg trials? Narrative articles are obviously necessary for highlighting the moment, but seem too impermanent to actual","author":"mindslight","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915981"},{"id":"737a14a3-8050-41d5-9af6-507d32bb631a","source":"hackernews","source_id":"49924608","content_type":"comment","title":null,"body_preview":"Guantanamo was just a penetration test. With such list of horribly crimes and Antiamerican behavior, if citizens don't decide to dismantle the Republican party forever with a \"so long and thanks for a","author":"pvaldes","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","strong_opinions"],"bot_score":0.1593954857708293,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924608"},{"id":"96fb2fc0-a376-45ab-ac71-c4c1d6af7e36","source":"hackernews","source_id":"49916883","content_type":"comment","title":null,"body_preview":"These poor people marginalized by politics trying to find a better life. I just don't understand how people can be so far removed from this problem and not feel a profound sense discontent with the wo","author":"kraig911","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","suspiciously_balanced","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916883"},{"id":"c12d16e7-5d01-4e8d-a99d-929367ff91a8","source":"hackernews","source_id":"49914669","content_type":"comment","title":null,"body_preview":"Detention centers are run by for-profit companies--caring for prisoners would eat into their bottom line. Seems obvious.","author":"nielsbot","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914669"},{"id":"914a344d-2967-4723-be2a-dde15f1fb066","source":"hackernews","source_id":"49918293","content_type":"comment","title":null,"body_preview":"From liberating concentration camps to running them. How tf did this happen? And why do people think this is ok?","author":"karlkloss","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918293"},{"id":"b7038fb2-b699-4863-8c69-43a789631ea9","source":"hackernews","source_id":"49915199","content_type":"comment","title":null,"body_preview":"Speaking to lack of insulin here.\nWhen you don't have any insulin, your body goes into a state of diabetic keto-acidosis (DKA). While in this state, sugar builds up in your blood, but does not enter y","author":"mlsu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915199"},{"id":"bc97f412-0011-4a25-ba82-ffa7b41d31c2","source":"hackernews","source_id":"49898560","content_type":"comment","title":null,"body_preview":"While Jev is fast, using it is hardly bottleknecked by deserializing from JSON.\nUsing arrow is cool, but grpc seems like a more natural fit than arrow IPC and would give you the same benefits.","author":"orf","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898560"},{"id":"3c7ecfd5-5a68-42f7-a91a-fd6abb80e271","source":"hackernews","source_id":"49886574","content_type":"comment","title":null,"body_preview":"This seems like exactly the kind of scientific discovery that an LLM would make.\nI didn’t see any mention of one, but the work of connecting the different sources seems like an LLM strength.","author":"fn-mote","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886574"},{"id":"5d1eeaa0-43cc-4806-9bb1-af6f2d83eec2","source":"hackernews","source_id":"49884804","content_type":"comment","title":null,"body_preview":"btw if a enemy of the US was to explode a nuclear weapon high enough in the atmosphere over the continental US to overcome the curvature of the earth\nala a targeted \"starfish prime\" event\nit would tak","author":"ck2","classification":"human_created","confidence":0.78,"indicators":["strong_opinions_without_hedging","platform_native_voice","genuine_specificity","natural_digression","imperfect_expression","absence_of_synthetic_empathy"],"bot_score":0.14489065306460097,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884804"},{"id":"c1439549-9178-40de-b90e-bb172889f8e5","source":"hackernews","source_id":"49884498","content_type":"comment","title":null,"body_preview":"It's very odd they would assume a typo in the writing but not an error in their calculations or possibly no correlation whatsoever.","author":"khat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884498"},{"id":"c44ca05a-5f60-41cd-9783-d790ba2b47ea","source":"hackernews","source_id":"49888280","content_type":"comment","title":null,"body_preview":"Solving an 1840s bug report. Bet they wished for better logging back then, like some legacy systems I've dealt with.","author":"Segv77","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888280"},{"id":"fe24c9a0-9720-4349-a4ed-532b982e449d","source":"hackernews","source_id":"49884225","content_type":"comment","title":null,"body_preview":"> Were a similarly intense geomagnetic storm to occur today, it would likely seriously damage the electrical power grid, causing widespread outages and blackouts, as well as disrupting satellite commu","author":"pinkmuffinere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884225"},{"id":"4d98f7ae-c737-4c04-b880-50c731bfcfd3","source":"hackernews","source_id":"49888635","content_type":"comment","title":null,"body_preview":"Solving problems from the 1840s? That's some serious backward compatibility work. Impressive.","author":"quietlathe","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_hedging","natural_brevity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888635"},{"id":"83632b91-478f-4c89-8d6e-e8be24e6fdff","source":"hackernews","source_id":"49888230","content_type":"comment","title":null,"body_preview":"It almost seems out of place having that wording of \"Scientists solve\" as opposed to \"AI solves.\" Breath of fresh air, really.","author":"sans_souse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888230"},{"id":"5c7885d2-ec21-47aa-aa0c-812b57a683fa","source":"hackernews","source_id":"49885799","content_type":"comment","title":null,"body_preview":"Oh, interesting that we now have evidence of multiple geomagnetic storms in the 19th century. Alfred Russel Wallace (more famous for work on natural selection) has a journal entry about seeing the aur","author":"mapmeld","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","authentic_intellectual_voice","platform_fluency","direct_quotation"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885799"},{"id":"94d3ed78-4853-4be9-a420-2acb98b83948","source":"hackernews","source_id":"49885042","content_type":"comment","title":null,"body_preview":"khat's comment is dead, but replying to it here:\n> It's very odd they would assume a typo in the writing but not an error in their calculations or possibly no correlation whatsoever.\nThey didn't assum","author":"Jtsummers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885042"},{"id":"a4c497f3-0797-4773-af70-9df65f35e5ea","source":"hackernews","source_id":"49926438","content_type":"comment","title":null,"body_preview":"I already miss the Torment Nexus, it was a much better place to be.","author":"rf15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926438"},{"id":"40c29699-29ce-4bc2-831c-a34abe56d12f","source":"hackernews","source_id":"49926587","content_type":"comment","title":null,"body_preview":"I cancelled Netflix subscription. They sent an email requesting me to pause the subscription. Looks like pause is in fashion.","author":"thelastgallon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926587"},{"id":"453d9735-3a7f-461e-967f-f85cb1e3dc85","source":"hackernews","source_id":"49927975","content_type":"comment","title":null,"body_preview":"Fun fact:  Semiconductor fabrications lines all use universal bone dissolvers to etch silicon dioxide layers.  It dissolves nervous systems too, so if exposed, you only need to get your bones replaced","author":"dlcarrier","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.10987742325969636,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927975"},{"id":"92098f57-09e5-4bc9-813e-2043e5ad1763","source":"hackernews","source_id":"49917176","content_type":"comment","title":null,"body_preview":"- anyone got a real time \"original voice\" to \"AI voice\" implementation using parrot or parakeet or whatever bird is flying this month?\n- bonus if it works with OBS studio","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.09076656358978448,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917176"},{"id":"ab4fe792-9998-4e6a-a3dc-4df517ea73a9","source":"hackernews","source_id":"49918189","content_type":"comment","title":null,"body_preview":"kudos for going open source … good business decision too","author":"librasteve","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.09334684405789284,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918189"},{"id":"3b7738a4-d9ec-4e7f-a84a-138ff992765f","source":"hackernews","source_id":"49912980","content_type":"comment","title":null,"body_preview":"amazing! Great initiative, thank you! I have contributed to a similar app (called Recap) a few months ago and wanted to change it to something similar to Parrot - you anticipated me, thank you!","author":"nilleb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912980"},{"id":"54ead64b-4c9e-4348-9ec8-341d8cd51003","source":"hackernews","source_id":"49917929","content_type":"comment","title":null,"body_preview":"Apart from the confusing co-pilot invocation, this looks really cool! Will try it out.","author":"catoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917929"},{"id":"5c60831a-86e2-437c-98f9-23b204ae9f92","source":"hackernews","source_id":"49914847","content_type":"comment","title":null,"body_preview":"Hi looks nice but can it handle remote meetings with speaker on? So the audio stream gets recorded back thru the mic? Most of these meeting apps struggle with that.","author":"60pfennig","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914847"},{"id":"b77c26e9-3b17-4477-8498-2a840e0e2097","source":"hackernews","source_id":"49920396","content_type":"comment","title":null,"body_preview":"great app, installed it and will try it out. One comment for now: please can you make it possible to attach a folder to documents? I guess, in the meantime I will keep there one file & update it after","author":"serg937","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920396"},{"id":"885990bd-058d-4d00-8ffa-1ab03da38965","source":"hackernews","source_id":"49921363","content_type":"comment","title":null,"body_preview":"This one looks super nice. Trying it now. I've got one I'm working on full-time and trying to get people to pay for, and in some ways this beats it. I'm using localVQE for echo cancellation. I really ","author":"marshalla","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921363"},{"id":"2aa9ebfd-fb68-4171-a68c-a3206018322c","source":"hackernews","source_id":"49912003","content_type":"comment","title":null,"body_preview":"instead of calling it \"co-pilot\" maybe call it something like \"Coach\", Assistant, or anything that doesn't connect it to Copilot from Microsoft b/c that's what I thought it meant","author":"moecables","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912003"},{"id":"285039f9-6867-4808-a622-b4a2eb9545a2","source":"hackernews","source_id":"49913143","content_type":"comment","title":null,"body_preview":"Tried this out, and it might be due to other apps on my computer or something but the audio it records has a echo. When I go to play back a speaker's voice it sounds I can hear what sounds like 2 audi","author":"joshstrange","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913143"},{"id":"63866fba-e532-4d6a-82ff-8453ce553f8d","source":"hackernews","source_id":"49890556","content_type":"comment","title":null,"body_preview":"Very interesting how different the experiences can be from one continent to another. But then again, who cares for American wine (certainly not the Euros).\nComing from Europe I'm used to see that ever","author":"runxel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890556"},{"id":"8765a755-f13d-4f92-bcef-3d31b1f14531","source":"hackernews","source_id":"49889619","content_type":"comment","title":null,"body_preview":"Have you seen the price of wine in Napa Valley? Crazy expensive.\nOk to good wine in Europe is 5-10€.","author":"maximegarcia","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889619"},{"id":"aebc895a-2b02-4e99-94bb-84a27cebe464","source":"hackernews","source_id":"49887544","content_type":"comment","title":null,"body_preview":"Because of years of trade war, American wine industry is taking a beating around the world and a lot of Australia, NZ, and South Africa is picking up that slack. Even niche producers like Chinese and ","author":"dluan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0.10326280029085523,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887544"},{"id":"b8f6b8bb-f40a-4678-8957-e40cd4b43a03","source":"hackernews","source_id":"49886987","content_type":"comment","title":null,"body_preview":"Let's just say it as it is... Wine is 'supposedly' an acquired taste but for most, it tastes bitter and not enjoyable for the cost. Tastes shift and luxury items from yesteryear no longer makes a stro","author":"1-6","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886987"},{"id":"50b7bb4d-ace7-49be-9508-7850233f2fa7","source":"hackernews","source_id":"49884006","content_type":"comment","title":null,"body_preview":"https://wineinstitute.org/press-releases/one-year-later/\nhttps://www.fas.usda.gov/data/commodities/wine-related-produ...","author":"ortusdux","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884006"},{"id":"80e07e6d-6ed9-4e12-af0b-58f446fb8f6f","source":"hackernews","source_id":"49884609","content_type":"comment","title":null,"body_preview":"My parents live in a massive fruit growing region of the country. Just this year, 2 of the major packing firms in the county both declared bankruptcy. It's not just the trade war, but years of shrinki","author":"legitster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884609"},{"id":"9be360b8-389a-43ea-b30a-5b51d13fb353","source":"hackernews","source_id":"49886781","content_type":"comment","title":null,"body_preview":"Perhaps demand is going down abroad due to people eschewing US products.","author":"djmips","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.14452649851723157,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886781"},{"id":"ea4db4b3-2809-4cd2-8a6e-0e8e283f3aeb","source":"hackernews","source_id":"49896857","content_type":"comment","title":null,"body_preview":"For some reason California wines are significantly more expensive than French (Bordeaux and Bourgogne regions I'm mostly interested in) and Spanish (Rioja) wines that are arguably more reputed, older ","author":"mancerayder","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896857"},{"id":"98269f0b-7833-4c32-b872-b3df49004d19","source":"hackernews","source_id":"49891803","content_type":"comment","title":null,"body_preview":"Alcohol consumption was already in decline before the massive increase in GLP-1 drug use. As someone who used Mounjaro, I think that's only the tip of the iceberg.\nWhen on these drugs, you simply have","author":"HyperL0gi","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891803"},{"id":"4754c768-0c99-4a94-87d8-5f5d9b06a3df","source":"hackernews","source_id":"49886788","content_type":"comment","title":null,"body_preview":"> while young people are drinking less alcohol due to health and financial concerns\nMy observation is that gen-z spends less time socializing in real life, and drinking remains a social habit for the ","author":"alexandre_m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886788"},{"id":"19ad1fe9-ee39-410a-8eec-1a6091176e17","source":"hackernews","source_id":"49891046","content_type":"comment","title":null,"body_preview":"I don't think this is the generational reasons this article is making it out to be.\nWe would drink our share of Californian wines, but after the trump trade war, war on Iran, and everything he's done ","author":"intothemild","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891046"},{"id":"0d762e52-845a-487c-9aa0-e2a577d1a2f7","source":"hackernews","source_id":"49888515","content_type":"comment","title":null,"body_preview":"It's amazing to me how everyone is so sure of their pet theories. Young people are socializing less! It's GLP-1s! Pot is pushing out wine! Or is it craft beer! Or liquor! Or Covid made us all drink le","author":"hn_throwaway_99","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888515"},{"id":"afbe2287-32b1-4ab0-b521-b069f2aa0aae","source":"hackernews","source_id":"49897447","content_type":"comment","title":null,"body_preview":"I eagerly await the return of \"Two Buck Chuck\" (750 ml for $2) at Trader Joe's:\nhttps://www.tastingtable.com/1112155/trader-joes-two-buck-ch...\nEuropean wine merchants periodically produce gluts of wi","author":"giardini","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","emotional_authenticity"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897447"},{"id":"4a54d577-fd16-431a-a99a-f73c0be79cd8","source":"hackernews","source_id":"49889468","content_type":"comment","title":null,"body_preview":"They might want to consider also making Federweißer. It has less alcohol, is carbonated, sweeter, and fresher. I generally really like it even though I'm not the biggest wine fan.\nhttps://en.wikipedia","author":"FinnKuhn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889468"},{"id":"6a2f5286-3013-453e-a41f-0877832dcc3a","source":"hackernews","source_id":"49890034","content_type":"comment","title":null,"body_preview":"They can heat the grapes and sell the juice, it's fantastic - I just got a 3 l canister of fresh grape juice to drink on the weekend (since it's harvest time for vineyards, fresh from its producer, no","author":"jll29","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890034"},{"id":"98cb5f9b-a1a5-4db7-9f7e-0487ee89b840","source":"hackernews","source_id":"49887073","content_type":"comment","title":null,"body_preview":"I'm Gen X. I lived my best life in the 80s and 90s, socializing, partying (frat boy years included), with alcohol as the main social lubricant. After Covid, almost everyone in my circle stopped or cut","author":"jnaina","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887073"},{"id":"39e93b63-57c3-4a79-b4b8-a1f4c520b23a","source":"hackernews","source_id":"49891340","content_type":"comment","title":null,"body_preview":"It’s weed. A whole cohort of people and kids are no longer drinking alcohol (like they did) or never really started because THC and/or CBD is now legal in vapes, gummies, drinks.\nI visited Charleston ","author":"cuttysnark","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891340"},{"id":"b597b79a-26f6-443a-9124-a105ce1027f4","source":"hackernews","source_id":"49888615","content_type":"comment","title":null,"body_preview":"Long time casual wine drinker (and occasional beer), I find myself drinking less and less. Two reasons: first drinking a glass of average wine for the sake of having a drink makes no sense anymore. I ","author":"5ersi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888615"},{"id":"48c23613-f350-4829-ad44-b78b37c29e38","source":"hackernews","source_id":"49890500","content_type":"comment","title":null,"body_preview":"It's a shrinking market, but it surely doesn't help that people are simply boycotting US goods.\nFor example: Swedish sales for US wine was down around 20% in 2025. The overall decline was about 10%. I","author":"alkonaut","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890500"},{"id":"7500613e-06c1-40a9-932e-b43d66fcc062","source":"hackernews","source_id":"49889844","content_type":"comment","title":null,"body_preview":"Alcohol is just in a structural decline. From my experiences in Switzerland:\n1. 10-15 years ago it was expected you would have 1-2 glasses of wine at lunch as a front office guy / banker while talking","author":"mamonster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889844"},{"id":"4520c4ac-da66-4b8d-bff5-3dba17b9c3b7","source":"hackernews","source_id":"49875818","content_type":"comment","title":null,"body_preview":"That’s all well and good, but can we get something other than a yet another fucking “an box” car with “slightly different headlights”?","author":"cloudie78","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875818"},{"id":"a9e40e5f-8375-4746-9cbf-ca23b571c424","source":"hackernews","source_id":"49875715","content_type":"comment","title":null,"body_preview":"Even more moving parts (turbo), and such a compact packaging... I wouldn't trust even Toyota for this","author":"pepicon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875715"},{"id":"f1fd7a19-f214-4ec3-b28b-d5eac543b8fa","source":"hackernews","source_id":"49881554","content_type":"comment","title":null,"body_preview":"isn't the future Axial Flux motors\nvery small, very light (under 30 pounds for a car) with massive power and torque\nno stator yoke, less or no rare-earths","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.14489065306460097,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881554"},{"id":"49e454b6-6521-438a-b445-82d46a3967b9","source":"hackernews","source_id":"49881302","content_type":"comment","title":null,"body_preview":"the mileage numbers are still worse than a standard current generation Prius and certainly worse than a plug-in version","author":"twilo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881302"},{"id":"6e42a93c-7823-4b8a-8a12-0123b0f3f5e1","source":"hackernews","source_id":"49873775","content_type":"comment","title":null,"body_preview":"Nice to see the packaging improvements, but the modularity of the original leaf motor enabled them to be come a budget staple motor choice for ev conversion","author":"trainsarebetter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49873775"},{"id":"8a11e19c-4f8f-4304-86d2-7d16d63abad2","source":"hackernews","source_id":"49875707","content_type":"comment","title":null,"body_preview":"This powertrain is great for people that want to drive an EV, but they live in places with poor charging infrastructure.\nTwo motors and e-Pedal driving is the cherry on top imho (e.g. in the 2027 Roug","author":"moondowner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875707"},{"id":"301078be-93c5-4bee-b92e-706845ec0232","source":"hackernews","source_id":"49873706","content_type":"comment","title":null,"body_preview":"this is basically the same as the hybrid system in the Honda CR-V, except the CR-V can clutch the engine in directly to the wheels at highway speeds.","author":"fnord77","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49873706"},{"id":"a75d4f8e-5c19-4adb-9a52-6810c0013f17","source":"hackernews","source_id":"49908829","content_type":"comment","title":null,"body_preview":"I frankly don't understand how people who rent can use EV. The closest charger is 10 minutes away drive one way, not always available, takes a long time to charge, and I am talking about a big metropo","author":"avmich","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.29195337687276535,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908829"},{"id":"1c63b22e-5765-4e33-817e-18ed615b080e","source":"hackernews","source_id":"49873166","content_type":"comment","title":null,"body_preview":"Hopefully it’s better than the second gen. Gas engine front only puts power to one wheel and electric rear only puts power to one wheel while the other two sit idle. \nBad state for a mild 4x4 unless y","author":"instagib","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49873166"},{"id":"4b0624e3-a774-4bc9-b3a7-7328d3346f55","source":"hackernews","source_id":"49876991","content_type":"comment","title":null,"body_preview":"Ironically, these solutions would be perfect for boating use, if only they used a diesel engine instead. Regular ICE will not go away anytime soon in marine world and I don't think they see the sales ","author":"cromka","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49876991"},{"id":"037e761e-ed55-4611-931a-8f879444cb47","source":"hackernews","source_id":"49878926","content_type":"comment","title":null,"body_preview":"These EREVs are going to last one cycle; the solid state battery tech is going to decimate their principal and you will be forced to choose between EREVs that cost slightly less than EVs and still inh","author":"1970-01-01","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","technical_jargon_with_stance","platform_fluency"],"bot_score":0.12943425234914896,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878926"},{"id":"25385f3a-516b-49dc-a0ae-c40006d9bfcb","source":"hackernews","source_id":"49882447","content_type":"comment","title":null,"body_preview":"The solid state battery people continue to inch forward to 500Wh/Kg.[1]\nThat's about 2x lithium-ion. \nThere are now a small number of prototype cars on the road with solid state batteries. There's eve","author":"Animats","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1413346619042715,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882447"},{"id":"77895010-b4cd-4a84-99c6-23dfc44bab14","source":"hackernews","source_id":"49874045","content_type":"comment","title":null,"body_preview":"This is coming out end of year in the U.S. in the 2027 Rogue.  There will also be a gas powered 2027 with a CVT.  It will be interesting how they compare, and also how the series hybrid compares to Ra","author":"KevinMS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_or_speculation"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49874045"},{"id":"ff1dd326-54e7-473b-bf01-a17ab56b6dd7","source":"hackernews","source_id":"49875442","content_type":"comment","title":null,"body_preview":"> To further improve fuel efficiency and output, ZR15DDTe engine uses Nissan's unique STARC*2 concept paired with a large turbocharger.\nIf we are able to consider fixed RPM operation and are willing t","author":"bob1029","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49875442"},{"id":"457d6cda-6db4-4274-937a-4e99823b3083","source":"hackernews","source_id":"49873746","content_type":"comment","title":null,"body_preview":"Like putting in the final optimizations in the crossbow right as others have figured out machine guns.","author":"dluan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10326280029085523,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49873746"},{"id":"2991fa69-a004-4e29-90c4-beceaeccffa6","source":"hackernews","source_id":"49879310","content_type":"comment","title":null,"body_preview":"Some of the trends in these comments are wild.\n>>EREVs/series hybrids don't get better fuel economy\nThey sure do if 80% of your driving is done purely on battery, which is how nearly every Volt owner ","author":"100percentjake","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49879310"},{"id":"05a0d951-12bf-4c74-8167-8b7e3465ff5a","source":"hackernews","source_id":"49873148","content_type":"comment","title":null,"body_preview":"One thing that always puzzled me was how the gas engines in hybrids were so efficient. Technology Connections has a great video explainer: https://www.youtube.com/watch?v=KnUFH5GX_fI\ntl;dw: constant R","author":"gcanyon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_reference"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49873148"},{"id":"e2e23178-8a47-44e6-b13c-6c77c9583e4a","source":"hackernews","source_id":"49876229","content_type":"comment","title":null,"body_preview":"I used to like hybrids, and obviously series hybrids are the coolest kind of hybrids, but now that I’m driving a budget EV, I honestly don’t see the point anymore. Just get the EV and skip the awkward","author":"Toutouxc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49876229"},{"id":"a89908d1-0479-4beb-8498-395b9cbebd7a","source":"hackernews","source_id":"49918258","content_type":"comment","title":null,"body_preview":"Matching renamed and edited functions across files risks high false-positive rates. What similarity threshold determines fallback to line diffs?","author":"xcc3641","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918258"},{"id":"f73781db-d0bc-40a1-a0f9-675197d41a56","source":"hackernews","source_id":"49915868","content_type":"comment","title":null,"body_preview":"If you're interested in using this, but your language of choice is presently unsupported, just leave a reply here with the language and I'll prioritize adding it. Also any other requests, or suggestio","author":"sshah03","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915868"},{"id":"a6c89630-521b-45fc-b1a0-82dd514e20eb","source":"hackernews","source_id":"49926315","content_type":"comment","title":null,"body_preview":"Interesting! Will try it out. The semantic diff makes it easier for the reviewer to understand what is being shipped. This could work well with the Panel Review we shipped recently -- It reviews the a","author":"vivekpolavarapu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.21278522954832493,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926315"},{"id":"3d91e494-7a03-412c-b0f0-ceef84972ac4","source":"hackernews","source_id":"49886923","content_type":"comment","title":null,"body_preview":"This is actually really useful to me, thanks! I often skip reading interesting articles because it's either too technical or because my eyes have had enough for the day. Listening to a summary video l","author":"chimneychanga","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886923"},{"id":"cc3eb6eb-425d-4fdb-8f32-93b6a7442e02","source":"hackernews","source_id":"49883387","content_type":"comment","title":null,"body_preview":"You guys are going to hate this but next up: Each thread in a 10 second explainer and it just autoplays","author":"nonethewiser","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883387"},{"id":"b373640b-1909-407d-86d8-dfde3c195e88","source":"hackernews","source_id":"49883934","content_type":"comment","title":null,"body_preview":"Btw, we are hiring a new developer to join us in Oslo, Norway. We pay well and give a lot of freedom wrt working from home or at the office (hybrid solution). If getting HTML-based video generation do","author":"mrborgen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883934"},{"id":"d5c82bb8-539f-4695-b920-3dcdfd188c22","source":"hackernews","source_id":"49890652","content_type":"comment","title":null,"body_preview":"I like video as a format because it's pattern-breaking. Consuming thousands of very similarly produced videos sounds even more depressing than consuming LLM blogs and articles. EDIT: That aside, this ","author":"alansaber","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_expressed","natural_digression"],"bot_score":0.10094646118152414,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890652"},{"id":"361aec67-e038-4806-8721-46021d85638f","source":"hackernews","source_id":"49883182","content_type":"comment","title":null,"body_preview":"you know what might be interesting? The \"HN 10 minute\" -- 20 seconds per front page hn story as a podcast, daily.","author":"kristopolous","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","original_idea"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883182"},{"id":"8df92a6d-bb86-4958-996c-6d6ced636bd3","source":"hackernews","source_id":"49883317","content_type":"comment","title":null,"body_preview":"I like the concept and these explainers. It sounds like this is using a HTML based format to be similar to like a Flash / Shockwave animation to keep data size down.\nI wonder what the challenge would ","author":"bobajeff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883317"},{"id":"2ddf27f3-aa42-4ca5-8bbf-3b0f5f0b77b6","source":"hackernews","source_id":"49883322","content_type":"comment","title":null,"body_preview":"Great. Wordpress plugin would work. Get publishers to embed these videos at the top of their own articles. Allow them to tweak/fix/fine-tune them. Accept micropayments and on-demand generation. Reader","author":"adrianwaj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.0954123359549034,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883322"},{"id":"da40b916-085d-4861-8ffa-15e5bf034c62","source":"hackernews","source_id":"49885437","content_type":"comment","title":null,"body_preview":"This is super cool.\nNot affiliated but trymyrepo.com is very neat as well.  Seems similar space.\nAlso I had Muse agent create a skill that can do videos. Worked pretty well.  Things are getting wild.\n","author":"indigodaddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","self_reference","personal_opinion","niche_expertise"],"bot_score":0.10839163774940448,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885437"},{"id":"39b7255c-707b-4a31-981d-8d65b023b187","source":"hackernews","source_id":"49884938","content_type":"comment","title":null,"body_preview":"I don't really see why a new programming language is needed to make explainer pages (they are not actually videos).\nSeems like over engineering - why not just make JavaScript/HTML?","author":"wewewedxfgdf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12187114451819908,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884938"},{"id":"a2d79bda-e431-4b66-8f59-0c37c71daa2c","source":"hackernews","source_id":"49881625","content_type":"comment","title":null,"body_preview":"This is great - many of us who are technical but not working in hardcore tech probably scroll by quickly on stuff we have never heard of.  Getting a quick synopsis like this may drive more traffic and","author":"Vaslo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881625"},{"id":"736c1645-27c2-4bb7-8445-5c396095d91e","source":"hackernews","source_id":"49882951","content_type":"comment","title":null,"body_preview":"I just tried it out - it's pretty cool. The postscript was actually noted in the generated video about this topic, which I find amusing.\nI have to say, if HN were to add an AI generated paragraph summ","author":"russellbeattie","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.08085539288344783,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882951"},{"id":"1843b9fc-54ae-4df5-a61e-24fd734b0f41","source":"hackernews","source_id":"49886090","content_type":"comment","title":null,"body_preview":"Clicked on the demo \"What caused the fall of the Roman Empire?\" and immediately saw the same inadequacies I've seen in every other system like this: any attempt at visualizing a point ends up being ab","author":"totallygeeky","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.07650651223235419,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886090"},{"id":"0a1f81de-b244-4f68-b34f-ccc20dd816a3","source":"hackernews","source_id":"49883122","content_type":"comment","title":null,"body_preview":"This looks a good idea to let people choose their preferred medium. I am not into video either, but I turned one of my latest blog article into a video using Claude, since I thought it would be “easy.","author":"vbernat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49883122"},{"id":"187fae4c-62ad-405c-bc51-5537fe882552","source":"hackernews","source_id":"49882778","content_type":"comment","title":null,"body_preview":"> And finally, a real pixel-based video of the tool: https://www.youtube.com/watch?v=k6rbHmBxSEs\n\"a compressor uses three main organs\" @ 2:97\nI don't dislike that it's video (because I know people who","author":"customguy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882778"},{"id":"347d62fc-d102-4918-9d02-b2d7218daaaa","source":"hackernews","source_id":"49881533","content_type":"comment","title":null,"body_preview":"Please, nobody click on the link to this hn item within hn.watch as it would be even more dangerous than typing 'google' into Google","author":"harvey9","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881533"},{"id":"7d0a2d2f-c7eb-4b40-9810-930a57ecd5fb","source":"hackernews","source_id":"49881917","content_type":"comment","title":null,"body_preview":"This is actually quite impressive from an engineer viewpoint. I just have the feeling that the videos quickly become very monotonous and rather boring due to the monotonous AI voices. If somehow you c","author":"dverlaeckt80","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17297584137855174,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881917"},{"id":"71b21423-65b6-4c4e-a13f-1ff9989fdecc","source":"hackernews","source_id":"49882167","content_type":"comment","title":null,"body_preview":"Because we all contain multitudes, I can simultaneously accept that:\n1. I hate everything about this because I vastly prefer text over video for the same content, especially AI generated video\n2. Ther","author":"fishtoaster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","synthetic_empathy","platform_fluency"],"bot_score":0.13802150047247574,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882167"},{"id":"afc6e1e5-2717-4c3c-823e-4478df38e44a","source":"hackernews","source_id":"49889273","content_type":"comment","title":null,"body_preview":"I really dislike this but have to say it is impressive.\nTo test it I tried \"Who Killed Paulina Borsook's Career?\" The summary is correct I did not hear any errors.\nhttps://www.wired.com/story/paulina-","author":"spoon404","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889273"},{"id":"2fe48159-0ba1-4f9a-819d-50150a985c7c","source":"hackernews","source_id":"49881614","content_type":"comment","title":null,"body_preview":"These AI explainers are taking over. I tried getting this working back in May. The models were okay but not quite there and it was a ton of effort. Opus 5.5 seems like the tipping point.\nI made an OSS","author":"scosman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","list_heavy_advice"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49881614"},{"id":"769a482c-2b5a-4625-9694-76212a22f345","source":"hackernews","source_id":"49892150","content_type":"comment","title":null,"body_preview":"In grade school we sang a song “picking up pawpaws, put them in a basket…”\nNow I know what they would have tasted like.","author":"RickJWagner","classification":"human_created","confidence":0.85,"indicators":["human_indicator_natural_digressions","human_indicator_emotional_authenticity","human_indicator_platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892150"},{"id":"b846c22e-6ba0-4c76-b459-f55caa969610","source":"hackernews","source_id":"49887758","content_type":"comment","title":null,"body_preview":"I has this a lot when growing up, and it honestly tasted like nothing. Are African pawpaws that different?","author":"zamalek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_anecdote","natural_questioning"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887758"},{"id":"48e02b49-9d37-4ebc-a3dd-55bcad0ac08c","source":"hackernews","source_id":"49892865","content_type":"comment","title":null,"body_preview":"Many strains taste like banana Now & Laters.  The PawPaw doesn't preserve well, though.","author":"fizzbuzzbarbazz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892865"},{"id":"dd1b49f7-4329-4107-9c5d-279c406111cb","source":"hackernews","source_id":"49904258","content_type":"comment","title":null,"body_preview":"I'm a little worried all of this recent pawpaw fame will make them harder to find or worse, blight them in some regions. Some people will keep their pawpaw patches secret for this reason..","author":"simojo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904258"},{"id":"33e3d64e-1731-449a-a40e-e007f1745332","source":"hackernews","source_id":"49889498","content_type":"comment","title":null,"body_preview":"I've tried pawpaws and really liked them, if you had given me the flesh in bowl and told me it was custard I wouldn't have been able to say otherwise. It also seems to be quite nutritious[1] with fibe","author":"ece","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889498"},{"id":"135b1723-d0d3-4cb8-a74b-b8dac234b5a1","source":"hackernews","source_id":"49910694","content_type":"comment","title":null,"body_preview":"I really want to try a pawpaw, but have had trouble tracking them down in NYC. I went to the farmers market in late August trying to find some to no avail. I did see a fruiting pawpaw tree at the Broo","author":"buckhx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910694"},{"id":"c6c26246-0999-4b00-a856-f7a4af47cd03","source":"hackernews","source_id":"49886994","content_type":"comment","title":null,"body_preview":"Can't see that name without thinking of the Jungle Book.","author":"bsimpson","classification":"human_created","confidence":0.7,"indicators":["natural_digression","terse_replies"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886994"},{"id":"8fd31c48-d2b9-4e23-bdde-5a6506f13b8c","source":"hackernews","source_id":"49880986","content_type":"comment","title":null,"body_preview":"I'm in Massachusetts and have two of these growing on my property, still waiting on them to produce fruit.","author":"YakGuano","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49880986"},{"id":"55f22476-2a5d-4eda-aa88-62fe6ca28d50","source":"hackernews","source_id":"49887077","content_type":"comment","title":null,"body_preview":"I have a small group of PawPaw trees in my yard, but I haven't gotten them to fruit in the three years I've lived here.\nThe big issue is they're pollinated by flies, and it's a bit of a pain putting t","author":"dizlexic","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887077"},{"id":"e0f08a81-8c94-4e99-91fe-290d24c4c04e","source":"hackernews","source_id":"49887027","content_type":"comment","title":null,"body_preview":"I can't say definitively about the taste because I've only had Pawpaws a few times [1]. They're like a slightly less ripe banana taste in a less satisfying mango texture and less sour. I'm not a huge ","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887027"},{"id":"f95a96de-67b6-493f-8fe0-178a0977fa54","source":"hackernews","source_id":"49887244","content_type":"comment","title":null,"body_preview":"TIL that American pawpaw is different from Australian pawpaws (papaya) (which are tropical).\n> A previous version of this article referred to the pawpaw as a tropical fruit. It is in fact a temperate ","author":"mjmas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887244"},{"id":"7c951b59-3dd6-4fdc-9eb6-87f5c613b353","source":"hackernews","source_id":"49887040","content_type":"comment","title":null,"body_preview":"Cause of much confusion for people who live in the (mainly asian, but also Oceania) lands of the papaya which is unfortunately colloquially called \"pawpaw\" by many.\nNot unlike what Scots people do dis","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13189108789097387,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887040"},{"id":"715027fc-8691-490d-8ca6-926748220bad","source":"hackernews","source_id":"49886826","content_type":"comment","title":null,"body_preview":"Maybe don't over do frequent eating of the fruit and others from its family:\nhttps://en.wikipedia.org/wiki/Asimina_triloba#Potential_toxi...","author":"PeterHolzwarth","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886826"},{"id":"14963245-1e38-4df5-a90f-428e8c7bacfb","source":"hackernews","source_id":"49882755","content_type":"comment","title":null,"body_preview":"I have 3 trees. I highly recommend the KSU Atwood, which is bred for its particular flavor and high output. We live in Virginia and a cold front killed a bunch of the young fruit about a week after we","author":"n2dasun","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882755"},{"id":"4fa90a8b-a630-4195-8023-b25ff47936ad","source":"hackernews","source_id":"49873076","content_type":"comment","title":null,"body_preview":"Searched the article for \"annonacin\", \"neurotoxin\", and \"atypical parkinsonism\" and came up short. Warning about skin and seeds being generically toxic kinda buried at the end.\nAnyway, I had some rece","author":"BugsJustFindMe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_experience","niche_expertise"],"bot_score":0.09110734182063426,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49873076"},{"id":"b5170382-df4d-4220-97cc-940075477578","source":"hackernews","source_id":"49874181","content_type":"comment","title":null,"body_preview":"I have property in zone 4a. It's in WI about thirty minutes south of Lake Superior. I had read that they have pawpaw at UW Madison so I bought five seedlings as an experiment. The first year two survi","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1234218552493538,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49874181"},{"id":"28468b44-7ef4-4471-93dd-a97ce2b97bb1","source":"hackernews","source_id":"49886464","content_type":"comment","title":null,"body_preview":"Related. Others?\nForaging for America's Forgotten Fruit - https://news.ycombinator.com/item?id=41693513 - Sept 2024 (22 comments)\nConsider the Pawpaw - https://news.ycombinator.com/item?id=39523641 - ","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12360005736993969,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886464"},{"id":"e75017c3-a8a4-46d1-96a7-183e14d75ae2","source":"hackernews","source_id":"49889353","content_type":"comment","title":null,"body_preview":"Is \"ML\" some UK-ism? I sort of see the connection between machine learning and LLMs but it doesn't seem too obvious to me. And certainly it's not the common nomenclature.","author":"pvdebbe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889353"},{"id":"c57d7c75-d8da-48ac-ae39-cdc77ccd10a9","source":"hackernews","source_id":"49889430","content_type":"comment","title":null,"body_preview":"i am also worried that all my private data might eventually (once tech is advanced enough) be surfaced somewhere: photos, chats, emails. wondering if i should start cleaning up now or just give up","author":"trashymctrash","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","genuine_specificity"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889430"},{"id":"a3489ca4-0540-454f-95f8-9bde39fb2ccb","source":"hackernews","source_id":"49897419","content_type":"comment","title":null,"body_preview":"> But it seems to me an impossible task to find a solution while our thinking is guided by geopolitical interests.\n...guided by money.","author":"rglover","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.12055022885002067,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897419"},{"id":"658e71f3-f4d6-4f06-8015-5026472484f3","source":"hackernews","source_id":"49891103","content_type":"comment","title":null,"body_preview":"Can't escape the feeling that the original vulnerability was deliberately planted as a mechanism for law enforcement (or maybe criminal orgs) to \"expedite\" investigations.","author":"kitd","classification":"ai_generated","confidence":0.65,"indicators":["suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.1222327378882113,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891103"},{"id":"9a3956b1-9eb7-4fb8-8ad0-2c6acbfe8804","source":"hackernews","source_id":"49889830","content_type":"comment","title":null,"body_preview":"Is it just me that has a constant dribble of other people's private data coming to me from government agencies?\nThis year, I've had the UK variously send me someone else's court summons, someone else'","author":"madaxe_again","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889830"},{"id":"535dcc8d-cb4c-4e44-8ea0-95320973aac3","source":"hackernews","source_id":"49890381","content_type":"comment","title":null,"body_preview":"The narrative around security and LLMs doesn't make sense to me.\nI think we've created a self-fulfilling prophecy. Everyone involved is acting with the best of intentions, but in avoiding what they fe","author":"areoform","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","human_indicators_absent"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890381"},{"id":"a5ec34ee-5e64-4ab3-bdb4-954501a1bb30","source":"hackernews","source_id":"49889971","content_type":"comment","title":null,"body_preview":"> I honestly don’t blame them: [...] software is software\nThat attitude is the problem. Why does our industry have that attitude towards quality? Every bike shop in my little town is better with quali","author":"teiferer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889971"},{"id":"bb4aaf4b-4f7c-4e43-91b5-275e7ac07178","source":"hackernews","source_id":"49892158","content_type":"comment","title":null,"body_preview":"\"What will happen to the many government systems that will never get the chance to be AI-pentested?\"\nOh, everybody's going to get AI-pentested whether they want to or know about it or not. It's the co","author":"pjc50","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","genuine_specificity"],"bot_score":0.10094646118152414,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892158"},{"id":"da2612ae-d249-45c1-9a65-3258e117bac9","source":"hackernews","source_id":"49893757","content_type":"comment","title":null,"body_preview":"Every since the OPM hack of 2015, I've been apparent to me that my former field of IT administration has lost the plot. Nobody knows what a data diode is, or why you would use one. Systems that should","author":"mikewarot","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.07924342171184127,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893757"},{"id":"eb265a36-6460-401e-aeae-78c6ed6b12e9","source":"hackernews","source_id":"49889932","content_type":"comment","title":null,"body_preview":"Relevant:\nhttps://www.reddit.com/r/YouShouldKnow/comments/1wssf4u/ysk_...\nhttps://imgur.com/a/6FaQQhb (original post before being taken down by mods)\n>The Work Number is an Equifax (who famously had a","author":"Modified3019","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889932"},{"id":"034b55a0-e612-4a56-ac37-85caf8ff6ce3","source":"hackernews","source_id":"49897181","content_type":"comment","title":null,"body_preview":"Impressive improvements, but GPT 6 Sol came out 7 days ago, and this one will behave differently. The panicked pace is becoming a liability, maybe they should have waited and released this as the 6.0 ","author":"TomGarden","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897181"},{"id":"4b683bc0-3fb5-478c-9323-46f47c832a1f","source":"hackernews","source_id":"49896724","content_type":"comment","title":null,"body_preview":"I wonder if releasing this soon sort of validates the rumor that Sol 6 was just the Terra model they bumped up and slashed the price.\nThen Opus 5.5 caught them off guard and now they're actually relea","author":"iamdelirium","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896724"},{"id":"d2d46cd2-ad33-445e-a8e9-60db17c7fd56","source":"hackernews","source_id":"49899124","content_type":"comment","title":null,"body_preview":"6.0 Sol was literally a week ago... Basically continuous integration for model releases at this point.\nSince Luna is so dirt cheap compared to Sol/Astra it would be nice if they could set or you could","author":"jdprgm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899124"},{"id":"b7d09ed8-3ca0-4c43-b159-7a2482e785b5","source":"hackernews","source_id":"49898629","content_type":"comment","title":null,"body_preview":"Opus 5.5 is on another level, especially when it comes to mathematics implementations. You can drop it a PhD-level physical simulation (for example, a contrast-injection simulation for angiography in ","author":"aabajian","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898629"},{"id":"d63f879e-8192-482f-9bcb-2db12682cff1","source":"hackernews","source_id":"49897129","content_type":"comment","title":null,"body_preview":"GPT 6 Sol is obsolete after only one week! I am glad that they are not afraid to update the models more frequently. The Navier-Stokes thing revealed that it took them only a week or two to train a mod","author":"modeless","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","false_specificity"],"bot_score":0.12964578093689166,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897129"},{"id":"0a00c522-444d-4e1c-99a8-490038f63c88","source":"hackernews","source_id":"49900156","content_type":"comment","title":null,"body_preview":"Can someone explain to me why on these benchmarks like these a higher effort level often has a lower score?\nFor example, GPT-6.1 Sol High gets 75.2% on DeepSWE and XHigh gets 71.9% and is more expensi","author":"pazimzadeh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900156"},{"id":"3cce750f-381f-4468-a9c1-3ef4db1aa0ea","source":"hackernews","source_id":"49897155","content_type":"comment","title":null,"body_preview":"They released GPT 6 Sol literally 6 days ago. We've accelerated to a weekly model release cadence. That seems like...a big deal.","author":"intenex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897155"},{"id":"6abd113c-8aac-4b26-8baa-8d81388d8568","source":"hackernews","source_id":"49896692","content_type":"comment","title":null,"body_preview":"> GPT‑6.1 Sol matches GPT‑6 Astra at roughly one-fifth of the cost\nAstra is a pretty impressive model. Excited to try this.","author":"fraywing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896692"},{"id":"9d7209fb-6f89-46b9-b861-ba489c000411","source":"hackernews","source_id":"49898356","content_type":"comment","title":null,"body_preview":"I am yet to spend $200 on deepseek this year. Not sure what kind of usage can justify $200/month of either openai or anthropic, i'm not even talking about $500. Deepseek is faster, IMO intelligence di","author":"proxysna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898356"},{"id":"b4bf9917-6c13-431b-b07d-08a8c76eaad7","source":"hackernews","source_id":"49897140","content_type":"comment","title":null,"body_preview":"“OpenAI's new Pro 500 plan offers OpenAI's highest usage allowance and comes with access to its new \"Ultrafast\" feature — it also costs $500 per month.\nAt the same time, OpenAI is also making its exis","author":"Aboutplants","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1648148148148148,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897140"},{"id":"102ea91d-74dc-46fd-8935-dd8217dfbefa","source":"hackernews","source_id":"49896732","content_type":"comment","title":null,"body_preview":"Looking at the token prices, if this is half as good as 6-Astra for 3D model creation in Blender, it's going to be an absolute game changer.\nOpus 5.5 is definitely better at coding, but nothing even c","author":"A_D_E_P_T","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896732"},{"id":"adaaf1f7-f7aa-45ca-8b9c-9f7849c94396","source":"hackernews","source_id":"49896671","content_type":"comment","title":null,"body_preview":"What's driving the increase in release cadence here? We seem to get new models every week or so now, is this RSI?","author":"phpnode","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896671"},{"id":"eddc22f2-7eb2-4ceb-a7dd-956ab69b65ab","source":"hackernews","source_id":"49898129","content_type":"comment","title":null,"body_preview":"I'm a bit late with the pelicans because I was live-blogging the keynote: https://simonwillison.net/2026/Sep/29/openai-devday-2026-liv...\nHere they are for GPT-6.1-Sol: https://tools.simonwillison.net","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.1244188405795049,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898129"},{"id":"ca1d9e35-8fa1-41fe-bd4d-3bac45c05a1f","source":"hackernews","source_id":"49896700","content_type":"comment","title":null,"body_preview":"I love free market competition. We're getting insane advancements every day. I remember when llms used to cost an arm and a leg for decent intelligence","author":"Nevin1901","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896700"},{"id":"90b185c3-4372-4e86-a627-e5113ab8c264","source":"hackernews","source_id":"49897983","content_type":"comment","title":null,"body_preview":"There was a model called Astra-Minor, found in the files a few days ago. I assume Sol 6.1 is this, as a last minute panic rename due to Sol 6 being underwhelming while Opus 5.5 turned out really stron","author":"revolvingthrow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897983"},{"id":"2c489ed5-4834-4716-a796-7269ceeadc4c","source":"hackernews","source_id":"49897054","content_type":"comment","title":null,"body_preview":"The GPT 6 release was ... not great.\nSol 6 was so bad that I switched over to Opus 5.5 exclusively.\nHuge regression compared to Sol 5.6, often doing really dumb things. Same for Luna.\nEven Astra is ve","author":"the_duke","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897054"},{"id":"39367de5-445d-4fd9-9733-e6e73ed4e80b","source":"hackernews","source_id":"49896666","content_type":"comment","title":null,"body_preview":"Ominous for the industry and investors that token price is becoming the main battleground. Could be Anthropic's rationale for IPOing this year.","author":"gradus_ad","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.34114052384459703,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896666"},{"id":"81aa4e8a-0c4c-4e10-9c30-5fd3c4a1bc9b","source":"hackernews","source_id":"49910597","content_type":"comment","title":null,"body_preview":"We tested it across 100 unsaturated coding and engineering environments. Both Astra and 6.1-Sol are pretty comfortably ahead of Opus 5.5 in these types of evaluations, and both end up being cheaper th","author":"gertlabs","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","niche_expertise","template_phrases"],"bot_score":0.19345324500372393,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910597"},{"id":"7d867499-689b-4832-b60b-3a7138066fa8","source":"hackernews","source_id":"49899215","content_type":"comment","title":null,"body_preview":"I must say that this AI thing is going more or less as I felt it would back about a year ago. I think there is no real moat in AI models. It's a commodity and the big labs have predictably been caught","author":"whatifitoldyou","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","personal_reflection","platform_fluency","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899215"},{"id":"52372ea9-0068-4ffe-aa48-5d1ba7a224b6","source":"hackernews","source_id":"49896762","content_type":"comment","title":null,"body_preview":"> Cached input costs just $0.10 per million tokens—95% less than standard input pricing and 50% less than GPT‑6 Sol’s cached input pricing\nThis is the actual big announcement. 50% cheaper cache than G","author":"minimaxir","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896762"},{"id":"f1b09788-39fa-43eb-9cbb-bbba9796c8fe","source":"hackernews","source_id":"49920595","content_type":"comment","title":null,"body_preview":"github repo: https://github.com/bigfish1913/pi-rust","author":"bigfishhk","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.37486649459244425,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920595"},{"id":"a620ab02-3e05-426f-b09f-cd24dcadb7b9","source":"hackernews","source_id":"49923413","content_type":"comment","title":null,"body_preview":"Nice!\nThis is great. A few days ago we were able to enable running Pi fully in the browser (and in the iPhone). Demo here: https://wasmer.sh/?example=pi\nI'd be curious if we could compile Rpi to WASIX","author":"syrusakbary","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923413"},{"id":"02fad72e-b046-438a-846c-548a3718b0f6","source":"hackernews","source_id":"49920489","content_type":"comment","title":null,"body_preview":"This kind of invalidate the pitch of Pi, the self-modifying harness. You can't use the Pi extensions I'm assuming...\nWithout a plan of your own for extensions this is comparing apples to oranges. My P","author":"vincent-uden","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","missing_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920489"},{"id":"130c0c54-1b86-4f61-bc10-71d6318ce1af","source":"hackernews","source_id":"49926070","content_type":"comment","title":null,"body_preview":"The table corrected:\n  Metric          rpi (Rust)   Pi (TypeScript)   Difference\n  --version       17.5 ms      169.5 ms          9.7x faster\n  Cold start      17.7 ms      189.5 ms          10.7x fas","author":"MarleTangible","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926070"},{"id":"e39c1f6f-a89a-4aa8-93a3-1c15500ffc48","source":"hackernews","source_id":"49914482","content_type":"comment","title":null,"body_preview":"One excerpt:\nLet’s go back.\nThe atoms of the constituent were scattered in the grass, in the rivers, in the air, in the ground. A woman gathered the atoms; she drank and ate and inhaled; and the woman","author":"edwinjm","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914482"},{"id":"eed9d7f8-a299-4117-a2dc-622a03e6f87e","source":"hackernews","source_id":"49915235","content_type":"comment","title":null,"body_preview":"If you try to enter a SSN e.g. \"219-09-9999\" it blocks you with something called Rampart.","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915235"},{"id":"2cd69712-ed4c-43ef-94a7-bbea9fbb7575","source":"hackernews","source_id":"49913754","content_type":"comment","title":null,"body_preview":"Lots of this reads as if it's riffing on Minecraft's End Poem https://en.wikipedia.org/wiki/End_Poem","author":"babelfish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13604963833910538,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913754"},{"id":"f03f0aac-ff46-4605-9bf8-8d862c553157","source":"hackernews","source_id":"49913622","content_type":"comment","title":null,"body_preview":"Why is there a photo of a kid laying face down on ice?","author":"sans_souse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913622"},{"id":"e4bb66a2-443b-4819-9f91-155517d6003e","source":"hackernews","source_id":"49920245","content_type":"comment","title":null,"body_preview":"Whatever was supposed to happen, no longer happens. The bug or easter egg or whatever has  been fixed.\nNow it just says: \"I can only help with U.S. government services and official information.\nIf you","author":"shantnutiwari","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920245"},{"id":"791fd2ad-1fcc-4cb2-b566-edbf6defc842","source":"hackernews","source_id":"49914609","content_type":"comment","title":null,"body_preview":"Odds that no one naturally discovered this, and the first post was clever marketing so that anyone would ever know this site exists?","author":"bahbahbahbah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914609"},{"id":"d230fdb6-8e76-41f1-8ce7-fc50502b7945","source":"hackernews","source_id":"49914392","content_type":"comment","title":null,"body_preview":"No it doesn’t it’s an easter egg and a reference to a text that appears in Minecraft.","author":"thih9","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914392"},{"id":"e3a686fc-b9ac-468a-9702-751e78da6e58","source":"hackernews","source_id":"49914380","content_type":"comment","title":null,"body_preview":"I guess America.gov didn't get the memo...\n> Are you based on an LLM?\nAmerica uses AI to find and explain official government information, then cites those sources.\n    I am not the agency of record a","author":"drybjed","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","human_indicator_present"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914380"},{"id":"bba8a8b7-ee6d-4f2b-9e8f-bff2ffb59f86","source":"hackernews","source_id":"49913300","content_type":"comment","title":null,"body_preview":"This is the dialog that plays when you beat Minecraft but in the context of the government","author":"vsgherzi","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913300"},{"id":"2d288e38-9f4f-458f-9e90-ae743579360c","source":"hackernews","source_id":"49914589","content_type":"comment","title":null,"body_preview":"I used NIST docs and convinced it to teach me about hashing and conduct table top incident responses with me.\nI also had a really long discussion with it about the Architects of Capital budgets and wa","author":"bitexploder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_personality"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914589"},{"id":"22f1e4a4-8967-475f-a4c9-d17c9395a5d6","source":"hackernews","source_id":"49913475","content_type":"comment","title":null,"body_preview":"I see the constituent you mean.\n \n    ((insert legal name here, as it appears on the Social Security card))?\n \n    Yes. Take care. It has reached a higher level now. It can read the Code of Federal Re","author":"phoe-krk","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","false_specificity"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913475"},{"id":"d7ef7ed7-b534-496b-acf1-11d7b8df2e30","source":"hackernews","source_id":"49913690","content_type":"comment","title":null,"body_preview":"This is hardcoded easter egg.\nOn \"play Minecraft\" and \"play the block game\" user inputs, it imports a file (https://america.gov/_astro/block-game-poem.Khrmh8AU.js) which has the full Minecraft ending ","author":"thrwawy20260930","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","platform_fluency","niche_expertise","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913690"},{"id":"a1e0c346-0d8e-4bc0-8a1a-b49e6bc6bc9a","source":"hackernews","source_id":"49913538","content_type":"comment","title":null,"body_preview":"Not sure about everyone else, but when I first opened the page, I see a background image of a kid in ice skates, face-planted on a frozen pond — and, below the question What can America do for you?, t","author":"treetalker","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digression","absence_of_ai_hedging"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913538"},{"id":"ce950fce-ba60-4c3e-b08e-bec2d32dda53","source":"hackernews","source_id":"49907950","content_type":"comment","title":null,"body_preview":"I had a Commodore 64, had many games, tools, a \"power cartdridge\" (to freeze software and go modify stuff in memory, like the number of lives or gold in a game), demos, etc. and it was my life for yea","author":"TacticalCoder","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.13987228478984043,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907950"},{"id":"841910f6-4b12-4a63-a5d7-8d641268ff21","source":"hackernews","source_id":"49905659","content_type":"comment","title":null,"body_preview":"Very impressed with the site and its detailed explanations. congratulations to the author(s).\nwill check back often!","author":"salvarito","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905659"},{"id":"ffbd0397-d63a-4df3-a5dc-09bbf0b1e6d1","source":"hackernews","source_id":"49900907","content_type":"comment","title":null,"body_preview":"Omg. Mercenary was a game that left a huge mark on me. I played it on Commodore PLUS/4 when I was 9. The freedom to explore! The hidden elevator far outside the city. The destructible buildings. The s","author":"aenis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900907"},{"id":"16d933ec-24c4-434f-a97e-628dbc9d5d4d","source":"hackernews","source_id":"49903268","content_type":"comment","title":null,"body_preview":"Mercenary impressed me very much as a teenager. My take on it (has it really been ten years?!)\nhttps://uzudil.github.io/merc/","author":"uzidil","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903268"},{"id":"f45e5c14-50bf-4bda-b79c-560e79407c4b","source":"hackernews","source_id":"49859483","content_type":"comment","title":null,"body_preview":"100 paces NW of the starting position is an invisible patch of grass where the author forgot to include a height check. Press E and you teleport to the Colony Craft, far above you. This bug has gone u","author":"a1r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49859483"},{"id":"b86c8f3e-6f22-42e8-b76a-d1e43faeefdd","source":"hackernews","source_id":"49902839","content_type":"comment","title":null,"body_preview":"R.I.P. Paul Woakes. He died on 15th July 2017.\nhttp://mercenarysite.free.fr/minmemoriam_paul_woakes.htm\nMay his essential 12939 supply never run out.","author":"amiga386","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902839"},{"id":"e37b5f60-ab8b-4fc5-9ab5-5bf48856af29","source":"hackernews","source_id":"49900606","content_type":"comment","title":null,"body_preview":"There was no theft involved. \"Genes\" are not \"owned\".","author":"shevy-java","classification":"human_created","confidence":0.72,"indicators":["terse_reply","strong_opinion","platform_fluency","absence_of_ai_hedging"],"bot_score":0.14092174735094595,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900606"},{"id":"41e24246-ba41-47c7-8239-ac95be5cc714","source":"hackernews","source_id":"49898854","content_type":"comment","title":null,"body_preview":"Ah yes, the NYT paywall.\nHere you go everyone: https://archive.ph/PpKtR","author":"Daklone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898854"},{"id":"b51d3a65-991b-48c5-8532-57034c42fdac","source":"hackernews","source_id":"49899412","content_type":"comment","title":null,"body_preview":"Can we please start banning articles with paywalls from being posted at all?\nIf I cannot read without a subscription (or a damn paywall removed), it shouldn’t be posted here. This is tantamount to pos","author":"odmcownckexnn","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899412"},{"id":"6b3881bc-070e-4fde-a250-416429332072","source":"hackernews","source_id":"49902526","content_type":"comment","title":null,"body_preview":"Gift link since people were complaining about the NYT paywall - https://www.nytimes.com/2026/09/28/science/virus-molluscum-h...","author":"meatbundragon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902526"},{"id":"21921c47-0983-4fd0-b0e3-2685e520fe26","source":"hackernews","source_id":"49896306","content_type":"comment","title":null,"body_preview":"This must be microbe awareness day.\nEarlier iirc someone posted\nhttps://www.cbc.ca/news/health/cancer-infections-9.7361622","author":"readthenotes1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896306"},{"id":"2b47f615-7be5-4dd2-8264-aee107b40327","source":"hackernews","source_id":"49902695","content_type":"comment","title":null,"body_preview":"this head line has the wrong end of the stick, the gene in question is a known transposable element AKA a jumping gene, so no a virus didnt steal a gene.\nA transposable element partook of vertical gen","author":"rolph","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.16773464602342084,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902695"},{"id":"0d319c28-ca75-4de3-8baa-23688a053464","source":"hackernews","source_id":"49896848","content_type":"comment","title":null,"body_preview":"This brings a whole new meaning to sores. Has this infection been previously identified? Edit: Yes \nhttps://www.cdc.gov/molluscum-contagiosum/about/index.html\nI guess it just hadn't been linked to hum","author":"initramfs","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","natural_brevity","authentic_uncertainty","absence_of_ai_hedging"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896848"},{"id":"c56161a2-715b-4066-895b-d807323e21cb","source":"hackernews","source_id":"49896593","content_type":"comment","title":null,"body_preview":"Seems par for the course since our adaptive immune system is based on an old viral/transposon recombinase.\nTransposon Molecular Domestication and the Evolution of the RAG Recombinase\nhttps://pmc.ncbi.","author":"pazimzadeh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896593"},{"id":"9255b3a1-9c28-4f3a-be69-06cdf22a2c8b","source":"hackernews","source_id":"49895199","content_type":"comment","title":null,"body_preview":"I see a lot of hot air in this.\nTwo quick points:\n1. Gasoline powered energy metrics do not translate to electric vehicles, due to the much higher efficiency of electric motors.\n2. There are about twi","author":"throwawayffffas","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","list_heavy_advice","platform_fluency","semantic_blandness"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895199"},{"id":"6c1ac3e7-6e52-46f7-baba-97b12ad0d557","source":"hackernews","source_id":"49900712","content_type":"comment","title":null,"body_preview":"Site last modified in 2015\nLots of us working in clean energy read this book, and everything that’s happened since it was published makes the projections here useless","author":"mbgerring","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900712"},{"id":"75fafa93-5333-409f-86a5-c627c8961758","source":"hackernews","source_id":"49898933","content_type":"comment","title":null,"body_preview":"The publisher of this book (and the series) was my second programming mentor, and the person who introduced me to the GNU Project and libre software in general, back in 1986/87. I call him Dr. X and h","author":"PaulDavisThe1st","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898933"},{"id":"42999c09-12c1-4b0c-984a-2f8a3c9514eb","source":"hackernews","source_id":"49897393","content_type":"comment","title":null,"body_preview":"RIP Professor MacKay\nI remember him giving this talk to my physics class when I was in University. It was so inspirational to me that the UK just might be able to go 100% renewable.\nFrom what I rememb","author":"bencord0","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897393"},{"id":"6edae7f4-c2b1-4fa1-bdd9-e46c6e37d604","source":"hackernews","source_id":"49893455","content_type":"comment","title":null,"body_preview":"David McKay was a great public speaker as well: https://youtu.be/GFosQtEqzSE?si=Gyrcep1VDae6xDo1&t=110","author":"danrecht","classification":"human_created","confidence":0.7,"indicators":["human_indicator_terse_reply","human_indicator_platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893455"},{"id":"688b1fbb-ca97-4ade-982b-ba3402c84371","source":"hackernews","source_id":"49896235","content_type":"comment","title":null,"body_preview":"Dear god, this page is like an argument against every person who has ever said \"graphic design doesn't matter\".\nThe colors are gross, it took me ten minutes just to figure out what I was looking at (a","author":"hungryhobbit","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.12811363075508356,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896235"},{"id":"600d62d8-924e-4d10-b61c-02db619ba2de","source":"hackernews","source_id":"49898454","content_type":"comment","title":null,"body_preview":"I find it interesting that the average energy consumption of a person (or household?) is roughly 30kWh/day and the energy usage of a car is roughly 40kWh/day. I wonder if it's some kind of truism that","author":"abetusk","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.18137254901960784,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898454"},{"id":"a6d17352-4c21-4f74-9b08-431e6ff0bf4b","source":"hackernews","source_id":"49899131","content_type":"comment","title":null,"body_preview":"This needs a 2008 tag.\nThere was some rough discussion in 2025 about where Mackay's models ended up being off: https://bsky.app/profile/ketanjoshi.co/post/3lmdeoxe2pk2i\nAnd of course some credit that ","author":"seltzered_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899131"},{"id":"522c7dd1-676e-44e3-90fa-47b5bb2fb5cf","source":"hackernews","source_id":"49896178","content_type":"comment","title":null,"body_preview":"The untimely death of David MacKay was a tragic loss for the scientific community. It's astonishing that he wrote the textbook on information theory for the ML community as well as his contributions t","author":"ml_basics","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","niche_expertise"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896178"},{"id":"d12fe41e-877f-45ea-98af-74a22d5679bc","source":"hackernews","source_id":"49893231","content_type":"comment","title":null,"body_preview":"The author is coincidentally the author of a (free-to-read) information theory book which is also popular on HN,\nhttps://news.ycombinator.com/item?id=34618613 (\"Information Theory, Inference, and Lear","author":"peri-cl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893231"},{"id":"42f543cb-a82a-4dbd-9656-5312abe21cef","source":"hackernews","source_id":"49893288","content_type":"comment","title":null,"body_preview":"Love the book, but as others have noted, it is very much dated. Although I believe someone started a project some years ago to update it.","author":"js8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893288"},{"id":"754a5415-a3aa-42e9-bf1e-5d843123b8f3","source":"hackernews","source_id":"49901248","content_type":"comment","title":null,"body_preview":"Related:\nSustainable Energy – without the hot air (2008) - https://news.ycombinator.com/item?id=33957424 - Dec 2022 (2 comments)\nSustainable Energy without the Hot Air (Revised, Community Edition) - h","author":"dang","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.12360005736993969,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901248"},{"id":"dd220e24-a88c-424f-b6c7-e2af2bb34c4b","source":"hackernews","source_id":"49893562","content_type":"comment","title":null,"body_preview":"Actually, the better link might have been <https://withouthotair.org/changes>.\nNote the .com->.org: its a version of the book whose numbers are maintained here <https://github.com/life-itself/without-","author":"nirinor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893562"},{"id":"e6247d49-ff68-4b5e-aeef-af98f529e48e","source":"hackernews","source_id":"49893092","content_type":"comment","title":null,"body_preview":"The original author was blogging just a couple days prior to his death. Rest in peace\nhttps://itila.blogspot.com/2015/09/what-do-you-tell-children...","author":"sam1r","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893092"},{"id":"514d88f8-f091-421d-a46e-181bef83e910","source":"hackernews","source_id":"49893659","content_type":"comment","title":null,"body_preview":"The updated version of this book is available in game format with the blessing of UK government https://my2050.energysecurity.gov.uk/?levers=111111111111111\nRisking the HN hug of death here, but my ow","author":"sideshowb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893659"},{"id":"05307b0c-849f-4173-89a9-5d392a23ca79","source":"hackernews","source_id":"49894621","content_type":"comment","title":null,"body_preview":"Not commenting on the physics of this; I want to point out that I thought the narrative structure of this book was amazing. I have not read a hard-core piece of analysis in any field before or since t","author":"zbs1970","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894621"},{"id":"602158c3-fe93-43ab-99d2-c39c0c25e573","source":"hackernews","source_id":"49892868","content_type":"comment","title":null,"body_preview":"The books is good(ish) for it's time, but some of its analysis and forecasts are fundamentally flawed since it falls for the primary energy fallacy by comparing the chemical potential energy (in J) di","author":"_aavaa_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892868"},{"id":"1e06fa38-bc8f-4e3a-b196-4a0de7e9441a","source":"hackernews","source_id":"49899248","content_type":"comment","title":null,"body_preview":"Interestingly, Saragossa seems to be wearing a dress (jodhpurs? breeches?).","author":"kmoser","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899248"},{"id":"09b01d09-279d-4dbb-82ca-4aa2204eb1b5","source":"hackernews","source_id":"49897816","content_type":"comment","title":null,"body_preview":"Direct link to the project: https://walking-men.com/","author":"WalterGR","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897816"},{"id":"21514157-7771-49b2-b7a8-7cbe24161035","source":"hackernews","source_id":"49900287","content_type":"comment","title":null,"body_preview":"Chicago and Boston look like tired old men with bad posture.\nContrast that with the virile Beijing and Madrid.\nI’m not sure why Saragossa is wearing a dress.\nAnd Warsaw looks like he’s ready to fight ","author":"koolba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900287"},{"id":"5c869da1-a454-47cb-9905-919ab24ffd47","source":"hackernews","source_id":"49896061","content_type":"comment","title":null,"body_preview":"This is exactly what I like to see on HN while I’m having my coffee.","author":"kridsdale1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896061"},{"id":"bd46de11-0f9b-4562-9f79-121f1e8cd650","source":"hackernews","source_id":"49896271","content_type":"comment","title":null,"body_preview":"It's kinda odd (to me, at least) to see an active blogpost in 2026. Everyone here seems to miss pre-html5 and css3 web but nobody seems to miss this era of the web, circa 2007-2010","author":"Gualdrapo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinion_without_over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896271"},{"id":"4390b385-ba44-49be-a129-02f0d64edce0","source":"hackernews","source_id":"49897453","content_type":"comment","title":null,"body_preview":"If people are into this kind of thing, I highly suggest reading about the DOT pictograms:\nhttps://en.wikipedia.org/wiki/DOT_pictograms","author":"alexpotato","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897453"},{"id":"48c6dfb3-09ed-4429-bde0-8082f25830ec","source":"hackernews","source_id":"49899176","content_type":"comment","title":null,"body_preview":"What about Bompel against smombies?\nhttps://de.wikipedia.org/wiki/Bodenampel\n(short for Bodenampel, or \"ground traffic light\" to help \"smartphone zombies\" cross the street)\nI just wish they also had g","author":"stephbook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899176"},{"id":"d7f2b5a9-ea4a-4ac5-b447-1bf0639f9418","source":"hackernews","source_id":"49903387","content_type":"comment","title":null,"body_preview":"I was charmed in Japan by the little green men with hats\nhttps://www.alamy.com/stock-photo-green-walk-sign-at-pedestr...","author":"donatj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.11834996123376351,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903387"},{"id":"130921eb-47b3-4cd2-aa8a-12973237e627","source":"hackernews","source_id":"49896911","content_type":"comment","title":null,"body_preview":"Not exactly a man, but Sofie[0] from Amersfoort is also interesting.\n[0] https://nl.wikipedia.org/wiki/Sofie_(verkeerslicht)","author":"bojan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896911"},{"id":"4692b091-f63d-4454-9ec6-63025428cb06","source":"hackernews","source_id":"49896568","content_type":"comment","title":null,"body_preview":"Fun!\nI always like to see one off designs, like this one in The Netherlands of Miffy (1) or Det in Mainz in Germany (2), or in Akureyri (3).\n(1) https://www.atlasobscura.com/places/miffy-traffic-light","author":"foresterre","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896568"},{"id":"8684c817-3350-4784-8115-ef8765cc4cce","source":"hackernews","source_id":"49898427","content_type":"comment","title":null,"body_preview":"Istanbul is doing a ska dance. Also looks like he's wearing a porkpie hat. Probably listening to The Specials.","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10481768984696661,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898427"},{"id":"52f7ea83-4699-446c-8ec8-2d683eef5dfe","source":"hackernews","source_id":"49895765","content_type":"comment","title":null,"body_preview":"No Ampelmann???\nhttps://en.wikipedia.org/wiki/Ampelmännchen","author":"qsort","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895765"},{"id":"a27e46a5-6eaf-4d23-aec0-b59d0aa2d836","source":"hackernews","source_id":"49890928","content_type":"comment","title":null,"body_preview":"Wow a tech article on HN. What is happening. Are we back in 2022? /s","author":"keyle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.1261338526737575,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890928"},{"id":"936b4969-4d95-4682-864a-edba9baf317f","source":"hackernews","source_id":"49891887","content_type":"comment","title":null,"body_preview":"Nice article :) Yeah this is basically a tradeoff between CPU and GPU power. There are different types of culling. There's the basic stuff like backface culling (supported in hardware, don't render tr","author":"Pannoniae","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891887"},{"id":"a9212b96-2cfd-4626-976a-1745a0203b73","source":"hackernews","source_id":"49905058","content_type":"comment","title":null,"body_preview":"The calibration section is the most important part of this article for anyone actually shipping classifiers. nzoschke's email use case is exactly where this bites: for production routing, you almost a","author":"aidiscoverywire","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905058"},{"id":"0154a441-1e2f-4708-8723-ab8e632d1875","source":"hackernews","source_id":"49905382","content_type":"comment","title":null,"body_preview":"Really enjoyed the historical framing here. Starting from bag-of-words and working up to Jev makes the “just a classifier” argument much more nuanced. The tradeoff between generality, speed, and cost ","author":"Moon_Y","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905382"},{"id":"d6b4f38f-0eb5-4f76-b2a3-73530896f12e","source":"hackernews","source_id":"49910203","content_type":"comment","title":null,"body_preview":"Really nice explanation of how Jev is and isn't special, something I was struggling to understand before this.","author":"kevinwang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910203"},{"id":"7b39db43-2f11-44e5-b146-da9eb4f8d5a4","source":"hackernews","source_id":"49906402","content_type":"comment","title":null,"body_preview":"Thats very nice, I always explain LLMs to ppl starting from old-school language models and then just replacing the predictor from bag-of-words to transformers to etc.) I think its a cool framing","author":"jacek-123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906402"},{"id":"72938d9c-ca27-4834-80f9-8a575beec6a7","source":"hackernews","source_id":"49912688","content_type":"comment","title":null,"body_preview":"I like the way this builds up from simple models to transformers. There's still a pretty big gap between bag-of-words and neural network models, though, and one step that helps bridge that gap is cont","author":"aesthesia","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912688"},{"id":"b1adf6b0-50a8-4366-bcb2-d03414011682","source":"hackernews","source_id":"49910736","content_type":"comment","title":null,"body_preview":"Sebastian is the author of two excellent books related to LLMs\nBuild a Large Language Model (From Scratch): https://sebastianraschka.com/llms-from-scratch/\nBuild a Reasoning Model (From Scratch): http","author":"malshe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910736"},{"id":"786bbf47-d2d7-43e2-acee-708c0fce335f","source":"hackernews","source_id":"49903846","content_type":"comment","title":null,"body_preview":"Great article. This matches my feelings:\n> Like ChatGPT in 2022 was exciting because it was a general-purpose chat model that could generate all kinds of texts, one of the reasons the tech community i","author":"nzoschke","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","original_commentary"],"bot_score":0.0920079994284274,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903846"},{"id":"015ddf47-0608-4d25-8675-508c2a6c2d7f","source":"hackernews","source_id":"49907126","content_type":"comment","title":null,"body_preview":"Solid assessment, very much what I assumed after announcement.\nThe way quite a lot of brains fell out, some unreflectively quoting how this could get us to AGI, system 1, “no hallucinating”, etc, whil","author":"Topfi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907126"},{"id":"e06d1399-41de-4479-8353-62131aed95dd","source":"hackernews","source_id":"49898493","content_type":"comment","title":null,"body_preview":"> This project is intended for educational and security research purposes only. It does not endorse piracy, unauthorized access, or misuse of commercial devices.\nSure, \"education\". Releasing exploits ","author":"cubefox","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15163699067219336,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898493"},{"id":"2d56e1db-a7e9-40ba-92c1-123cef953dba","source":"hackernews","source_id":"49897743","content_type":"comment","title":null,"body_preview":"From a non-gamer is there any reason there isn't something like an Apple TV Pro that would be a 4K gaming console? I imagine they have hardware capable of this in their existing inventory. Would it be","author":"t1234s","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_strong_opinions"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897743"},{"id":"aaebee10-002c-4ff9-91ef-b4fbe38d7538","source":"hackernews","source_id":"49906267","content_type":"comment","title":null,"body_preview":"Honestly I am not even interested in PS4 and especially PS5 exploits, the only reason I have PS3 is to play split screen games with kids or kids alone, the push to online play killed consoles for me, ","author":"Markoff","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906267"},{"id":"ae887b30-33ea-49b1-b9e9-3e29efc55abc","source":"hackernews","source_id":"49898374","content_type":"comment","title":null,"body_preview":"If this lets you install Linux that would be neat.\nUnfortunately holding the PS5 controller gives me crippling pain in my wrists and it also doesn't have any games I care about, but if it could become","author":"OroPla","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898374"},{"id":"d7285b9b-148d-48cc-b463-93f795d6ffaa","source":"hackernews","source_id":"49898158","content_type":"comment","title":null,"body_preview":"If sony released jailbroken ps5 I'd buy it in a heartbeat. Unsure why they do not let us use it as much as we can. They would definitely sell more.","author":"system2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898158"},{"id":"76d3038d-dd55-4ba5-b936-ff508e3c25d1","source":"hackernews","source_id":"49906163","content_type":"comment","title":null,"body_preview":"Guess I shouldn't have updated my spare PS5 after all. Just wait for the inevitable patch cycle.","author":"vist_orn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906163"},{"id":"6528d275-616a-4d87-abba-a30cdf74f50f","source":"hackernews","source_id":"49899092","content_type":"comment","title":null,"body_preview":"Is it practical/sensible to turn a PS5 into a general purpose computer? What are the specs?","author":"rbanffy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.14595690705259673,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899092"},{"id":"95fcffe6-044a-4bd2-a525-e69998bdda7e","source":"hackernews","source_id":"49902035","content_type":"comment","title":null,"body_preview":"The fact you need to hack hardware you legally own just to get full control over it is insane","author":"aussieguy1234","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.11803285072513914,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902035"},{"id":"9ed7c2eb-5aea-4286-b88b-07776a0d176b","source":"hackernews","source_id":"49898747","content_type":"comment","title":null,"body_preview":"Also PS5 Emulation is advancing at an insane pace. https://x.com/BrutalSam_/status/2104554823240860065","author":"sergiotapia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898747"},{"id":"cf661fb8-10fc-4547-891f-87392553f945","source":"hackernews","source_id":"49898802","content_type":"comment","title":null,"body_preview":"Playing PC Games from Steam on PS5 would be a win.","author":"Daklone","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898802"},{"id":"c09398fb-22fd-4e47-a6b2-66dee053d488","source":"hackernews","source_id":"49898390","content_type":"comment","title":null,"body_preview":"At a glance, it looks like it exploits a bug in WebKit's JavaScriptCore JavaScript engine.\nDoes the PS5's WebKit use JavaScriptCore with JIT enabled? Have to wonder if Sony will respond by disabled it","author":"MaxBarraclough","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898390"},{"id":"9c29837f-f2d6-425d-b785-2045e48e34f6","source":"hackernews","source_id":"49898823","content_type":"comment","title":null,"body_preview":"If I know anything about those communities, they sit on a bag of zero days and another bag of leads to zero days in the bootloader or whatever everjail they need to break out of.","author":"Muromec","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13263252099206763,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898823"},{"id":"cb55d597-cf82-4647-bba1-a0217d429e74","source":"hackernews","source_id":"49903053","content_type":"comment","title":null,"body_preview":"Can I use this to make backups of my game saves to USB?\nBeing somewhat naive to the gaming scene, I only recently discovered that the PS5 prevents you from backing up your game saves to your own physi","author":"publlus_enigma","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903053"},{"id":"e5de22d7-5545-4425-a845-f8671e208bd5","source":"hackernews","source_id":"49903981","content_type":"comment","title":null,"body_preview":"Having access to dark skies doesn't mean you automatically appreciate them. I suspect this may be one reason we lost them so easily. As I child, I grew up at 5000+ ft with dark skies and the Milky Way","author":"groos","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.13732339939447247,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903981"},{"id":"d218e4ac-4422-4f1d-aa53-3f88e71ecb74","source":"hackernews","source_id":"49904980","content_type":"comment","title":null,"body_preview":"Recently had a guest for a few days and they were surprised by how few dim lights I would have on at any time, and turn off immediately as soon as I did not need them, walking around in the dark at ni","author":"ggirelli","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904980"},{"id":"1fde3c8b-dd4a-4c48-9841-70b1a7eba56f","source":"hackernews","source_id":"49902612","content_type":"comment","title":null,"body_preview":"The one big reason I would love to live in the past or have a time machine is to see a true night sky. Sick of the light washed-out and satellite specked one we have now.","author":"yndoendo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902612"},{"id":"04d1c0e3-4859-4784-8dd4-660adda9c582","source":"hackernews","source_id":"49904287","content_type":"comment","title":null,"body_preview":"https://darksky.org/what-we-do/international-dark-sky-places...","author":"dmbche","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904287"},{"id":"50f59c19-135f-4f3e-8439-69f6bfc6b2e4","source":"hackernews","source_id":"49903019","content_type":"comment","title":null,"body_preview":"words can't describe how much I hate how everything is covered with white hospital LED lamps instead of the warm orange lamps that gave that 'night' feeling.\nsuch a sad state of affairs. everything go","author":"r_lee","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903019"},{"id":"582a1aa7-3710-478c-9307-de843e1487d7","source":"hackernews","source_id":"49902356","content_type":"comment","title":null,"body_preview":"I bring my hammock on vacation so I can sleep under the stars. It's always one of the most enjoyable aspects of the trip, even though I'm asleep for most of it.","author":"apparent","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902356"},{"id":"22a1c517-1a1d-422e-a07e-9d3669652798","source":"hackernews","source_id":"49902527","content_type":"comment","title":null,"body_preview":"I feel like its a huge part why I barely see insects outside any more. Seeing bugs waste their life flying around a street lamp is pretty sad","author":"aelsi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902527"},{"id":"1857a571-1c4a-465c-8635-1df2520fce85","source":"hackernews","source_id":"49902941","content_type":"comment","title":null,"body_preview":"It got 1000% worse when street lights went to LEDs. And in my area, they didn't even use warm colored LEDs - they are harsh bright white bulbs.\nI miss the 70s/80s/90s era of street lights where they w","author":"VCFundedGenYer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.09775267340958596,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902941"},{"id":"470f6ada-0816-4fe7-be56-3ba559f1040c","source":"hackernews","source_id":"49924681","content_type":"comment","title":null,"body_preview":"Meanwhile, we have even larger attacks on dark skies coming: https://darksky.org/news/darksky-and-allies-ask-the-fcc-to-r...","author":"cthalupa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924681"},{"id":"48159fa7-7a77-4cda-9037-652801c43162","source":"hackernews","source_id":"49906847","content_type":"comment","title":null,"body_preview":"I am Dutch but now live in Canada. Whenever I go back to the Netherlands to visit, I notice how dark it gets in the small town where my parents live compared to the even smaller Canadian town where I ","author":"wkjagt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906847"},{"id":"c93bc42b-3e49-4694-a3c0-0132e409cbfb","source":"hackernews","source_id":"49902635","content_type":"comment","title":null,"body_preview":"I live on a small farm a few miles from the closest town. It's not totally pitch dark, but on a clear night you can see the Milky Way and sometimes on my way back inside after doing evening chores, I'","author":"HeyLaughingBoy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902635"},{"id":"d4e74d31-ace8-48bb-b962-5adc2d6a2f2f","source":"hackernews","source_id":"49902691","content_type":"comment","title":null,"body_preview":"One of the most effective ways you can personally help protect night sky is by installing downward facing lights with caps!\nNo need to waste energy lighting up the sky; direct it toward what you need ","author":"_caw","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals","genuine_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902691"},{"id":"51ccaf3b-3409-4b63-9258-b13e29420b56","source":"hackernews","source_id":"49902701","content_type":"comment","title":null,"body_preview":"I'm fortunate to now live under Bortle 3 skies. I got a telescope when I was a kid and stayed hooked on amateur astronomy for most of my life. But back then I lived in the city with Bortle 8 or 9 nigh","author":"AstroNutt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902701"},{"id":"0554bb32-f2b3-437a-b8be-0fdf45deabb1","source":"hackernews","source_id":"49902496","content_type":"comment","title":null,"body_preview":"A long time ago, I had the privilege of being in an area with zero lights. It wasn't a dark sky preserve officially, but it really was one. The night sky was mesmerizing.\nUnfortunately, I have never s","author":"bushido","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902496"},{"id":"75bf5a3a-82b0-494e-9712-dd11a33b6db4","source":"hackernews","source_id":"49902788","content_type":"comment","title":null,"body_preview":"As a stargazer, I've long been annoyed by one particularly bright satellite. It seems to have a cycle of 29 1/2 days and covers about 1/2 degree of arc.\nOMG, it is so bright that it blots out all but ","author":"mont_tag","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902788"},{"id":"2be170e6-6d3e-4089-bd84-95d52f67cc83","source":"hackernews","source_id":"49902801","content_type":"comment","title":null,"body_preview":"My city (low density suburb of Los Angeles) has outdoor lighting ordinances that spell out rules: all outdoor lighting must point downward, street lights are not allowed, holiday lights must be remove","author":"a1pulley","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902801"},{"id":"c4c163ba-8c05-416f-b52e-c78165e456d3","source":"hackernews","source_id":"49903883","content_type":"comment","title":null,"body_preview":"Darkness is one of the benefits of a high trust society.\nDo we need bright white flood lights in places like Portland? Yes, they strongly correlate with reduced crime on the premise. This is the cost ","author":"r3trohack3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903883"},{"id":"061d7c20-0801-40e9-bc6e-50a4d34306d9","source":"hackernews","source_id":"49902448","content_type":"comment","title":null,"body_preview":"For most of my life, I never quite “got it” about the night sky. It was pretty, but not THAT different away from cities.\nI only recently learned that visual snow syndrome is a thing, and that most peo","author":"thaeli","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902448"},{"id":"cf917701-c6e2-45c6-afbc-c92430223dc2","source":"hackernews","source_id":"49904948","content_type":"comment","title":null,"body_preview":"Modern people are addicted to light. So many people now rarely experienced true darkness for more than a few seconds that they don't even think of going outside without a light because they think they","author":"AngryData","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904948"},{"id":"ebb02d5e-49c9-4815-80cf-ae3d2a5f98d9","source":"hackernews","source_id":"49902493","content_type":"comment","title":null,"body_preview":"I grew up in a rural place where we could see the texture of the milky way just stepping outside at night—it’s been fun taking friends who grew up in cities on wilderness backpacking trips and sitting","author":"macNchz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902493"},{"id":"3787e8f7-7d0c-4a1b-ad30-e2ee40d9e87d","source":"hackernews","source_id":"49901663","content_type":"comment","title":null,"body_preview":"The one thing that sticks out here the most is how little interest regular people from competing powers have in hostility toward other nations' people. And it makes perfect sense. I detest Putin, I di","author":"xp84","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_indicators","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901663"},{"id":"44846f2a-2232-49c9-8779-7af80bed4c2a","source":"hackernews","source_id":"49902882","content_type":"comment","title":null,"body_preview":"> Never got round to reading Stranded in the Suez Canal?\nThe line from the article makes it sound like the \"Brief History of Time\" of Middle East history.  Or maybe \"Truman\".\nHaving never heard of thi","author":"bsammon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902882"},{"id":"1c8d9659-0239-46af-86d3-cf3b1098dc05","source":"hackernews","source_id":"49900637","content_type":"comment","title":null,"body_preview":"Just got done reading The Wager - historical nonfiction - same author as Killers of the Flower Moon.\nIt's quite good - not as good as Killers of the Flower Moon. I won't spoil anything you won't learn","author":"BeetleB","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11559856378495947,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900637"},{"id":"10642498-69d9-43ff-af23-9bbddb776ab1","source":"hackernews","source_id":"49904148","content_type":"comment","title":null,"body_preview":"Children of Strife (Children of Time #4)\nThis may be my favorite \"Children of Time\" book yet (and I really liked the first and second book).\nI'd say the biggest reason I enjoy science fiction is being","author":"stephen_cagle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904148"},{"id":"45542888-940c-4bda-a91b-7303da4b4e41","source":"hackernews","source_id":"49899896","content_type":"comment","title":null,"body_preview":"I stick mostly to fiction these days. Best books I've read this year:\n- The Women by Kristin Hannah\n- Jurassic Park by Micheal Crichton\n- Platform Decay by Martha Wells\n- The Dutch House by Ann Patche","author":"latortuga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","specific_human_indicator"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899896"},{"id":"00ca9432-8afe-4ebc-917f-92e8d26a6ab4","source":"hackernews","source_id":"49906268","content_type":"comment","title":null,"body_preview":"I finally read my first Stephen King book: \"11/22/63\". I could not put it down. The mix of historical details and the time travel concept kept me reading until the end. Another first this year for me ","author":"domtoretto","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906268"},{"id":"ed4d2461-fe23-45ef-ab17-1363d9b57799","source":"hackernews","source_id":"49903544","content_type":"comment","title":null,"body_preview":"My wife and I have been reading aloud to each other for years. We worked through Anthony Doerr, Dumas, Eco. Eight or so of Louise Penny's Gamache books. Currently on book 5 of Mick Herron's Slow Horse","author":"r-bryan","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","self_reference","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903544"},{"id":"b94c63bf-e898-49af-a6c4-02341bca89f1","source":"hackernews","source_id":"49899825","content_type":"comment","title":null,"body_preview":"Amusing Ourselves to Death by Neil Postman.\nAbout halfway through- it’s really good so far. He makes a compelling case for how our culture has changed in many ways, often for the worse, with the intro","author":"exposition","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899825"},{"id":"e420b669-ed50-41bc-a9d8-f741988f23fe","source":"hackernews","source_id":"49907850","content_type":"comment","title":null,"body_preview":"I've been re-reading 1Q84 by Murakami. It left a very light and magical impression on me in high school, but I couldn't remember much at all of it anymore so decided to pick it up again and dust it of","author":"ankkalinna","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907850"},{"id":"5da48474-c1a8-479c-9c59-34fdf4f9ff98","source":"hackernews","source_id":"49908562","content_type":"comment","title":null,"body_preview":"After reading some of the manga Vagabond, I decided to go straight to the source material and read Yoshikawa's Musashi, a historical fiction account of Miyamoto Musashi at the start of the Edo period.","author":"havblue","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","personal_experience_narrative","specific_literary_observations"],"bot_score":0.1222327378882113,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908562"},{"id":"401bd8c9-7c98-4d67-8445-df5cb58b34f1","source":"hackernews","source_id":"49899887","content_type":"comment","title":null,"body_preview":"I'm jumping across several short story collections:\n- \"Exhalation\" by Ted Chiang\n- \"Ficciones\" by Borges\n- \"I have no Mouth and I Must Scream\" by Harlan Ellison.\nI'm also slowly plowing through \"The B","author":"nomagicbullet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899887"},{"id":"a28b1819-2122-42d2-9ee0-bbccf5fe2b17","source":"hackernews","source_id":"49909371","content_type":"comment","title":null,"body_preview":"I opened this thread to post about Dungeon Crawler Carl. I just finished the fantastic Three Body Problem series, and reading something so pulpy in contrast feels like cheating, but it’s making me hap","author":"bichiliad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909371"},{"id":"820609ef-4d14-4a12-a9e4-e06fdb0aba2e","source":"hackernews","source_id":"49905875","content_type":"comment","title":null,"body_preview":"I have been reading \"Design of Everyday things\" By Don Norman. A friend recommended it to me because I have been trying to learn more about Design thinking and also just get in a habit of not taking t","author":"indraneelpatil","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905875"},{"id":"b0dafdc6-e1a8-4324-9321-b21fd4e87d96","source":"hackernews","source_id":"49899909","content_type":"comment","title":null,"body_preview":"\"Collapse\" - A friend gave me the book in a bag he was going to donate. its been great. Theres obviously a huge undertone of preachy \"humans struggle with sustainable resource utilization\" but the vie","author":"jppope","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.10074646744721634,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899909"},{"id":"a89c314c-4288-4d1a-bca4-4d632139697a","source":"hackernews","source_id":"49901257","content_type":"comment","title":null,"body_preview":"I love reading, here's a few meatier books I've read recently:\n* Seeing Like a State - great overview of how states (and corporations) lose visibility into reality due to the abstraction levels they o","author":"rdoherty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901257"},{"id":"696396c9-a7a8-403f-b0f6-ac4e1d2f4050","source":"hackernews","source_id":"49904934","content_type":"comment","title":null,"body_preview":"20 years ago I read a The Guardian article about the \"top geek novels\". I immediately read a bunch of those.\nRecently I managed to find the list again, and it's been endless pleasure:\n- American Gods ","author":"wise_blood","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904934"},{"id":"1b1a39a2-e8bb-48e5-afcd-50628f815325","source":"hackernews","source_id":"49895370","content_type":"comment","title":null,"body_preview":"Inventing the Renaissance by Ada Palmer [1].\nI don't tend to be great at finishing (or starting) books, and this is a big one. I've also never had any interest in Medieval or Renaissance history, for ","author":"Rendello","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.10569570610195123,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895370"},{"id":"fd762263-4c37-4211-b64f-08135d2484f7","source":"hackernews","source_id":"49900141","content_type":"comment","title":null,"body_preview":"Fiction:\nI'm on Book Two of the Dungeon Crawler Carl series.\nNon-Fiction:\nMore than I can count, as far as \"I've read at least some, put a bookmark in it, and intend to finish it eventually.\" But in t","author":"mindcrime","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900141"},{"id":"6468be77-4c74-4df4-bdc5-6b5d05d56910","source":"hackernews","source_id":"49900474","content_type":"comment","title":null,"body_preview":"Oh I've got some recs for you if you want meaty! I've been reading classics this year. It started with East of Eden; if you've got a philosophical leaning and appreciate your characters deeply fleshed","author":"creature_x","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900474"},{"id":"9a455fc7-b734-420e-b00f-0d8a3027048a","source":"hackernews","source_id":"49903433","content_type":"comment","title":null,"body_preview":"Just finished: \"Lonesome Dove\", by Larry McMurtry. From the name, I'd somehow assumed it was a romance novel. No, it's absolutely not. If it were released today, I think I'd describe it as \"horsepunk\"","author":"kstrauser","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","original_commentary"],"bot_score":0.11244663087198466,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903433"},{"id":"5b80a2bc-1202-4bde-92e2-2033b00adbf4","source":"hackernews","source_id":"49900665","content_type":"comment","title":null,"body_preview":"Two of Vernor Vinge's books in particular (science fiction): A Fire Upon The Deep, and A Deepness In The Sky.\nThey have a special place in my heart. Vinge didn't write much, but what he did write I th","author":"adamcharnock","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_anecdote"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900665"},{"id":"2c06e23b-d787-4e5e-8220-363a2154b74f","source":"hackernews","source_id":"49904900","content_type":"comment","title":null,"body_preview":"Thinking In Systems: A Primer by Donella Meadows\nMy 17 year old son bought it for me for my birthday. I've been enjoying it a lot. I do in fact like thinking in systems and learning more about it, and","author":"steve_adams_86","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904900"},{"id":"648606e9-3df6-4695-b4b6-95436c499e95","source":"hackernews","source_id":"49916410","content_type":"comment","title":null,"body_preview":"Whose agent is it, once multiple participants talk to it?","author":"edelbitter","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916410"},{"id":"1bf61f12-93c4-43b9-bf05-8239490bfac4","source":"hackernews","source_id":"49894656","content_type":"comment","title":null,"body_preview":"The computed jump into a NOP sled is a nice trick for getting a fine-grained delay without spending registers on a counter. I'm curious how much contended memory got in the way: on the 48K, code or sa","author":"corbinvachal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894656"},{"id":"5a38cb11-b2b9-40ba-94ff-92fbb60efc7e","source":"hackernews","source_id":"49903531","content_type":"comment","title":null,"body_preview":"See also what the C64 could achieve, via the demo \"Cubase64\"\nhttps://www.youtube.com/watch?v=PTGkf21UpJ8\nHow it works: https://livet.se/mahoney/c64-files/Cubase64_White_Paper_by_P...","author":"amiga386","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903531"},{"id":"84c91d76-1ad3-4817-8506-9783e695cd76","source":"hackernews","source_id":"49894790","content_type":"comment","title":null,"body_preview":"ZX's audio and video systems are two things that I never missed.","author":"stackedinserter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894790"},{"id":"445c4b59-2c35-4763-8c7b-cde3484503e1","source":"hackernews","source_id":"49896063","content_type":"comment","title":null,"body_preview":"This reminded me of a recent very detailed video on polyphony implementation on 8052\nhttps://news.ycombinator.com/item?id=49895486\nThere's also a phone with YM2149","author":"ValdikSS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896063"},{"id":"93a5672b-a41b-44a7-ab99-70c44f81892f","source":"hackernews","source_id":"49895224","content_type":"comment","title":null,"body_preview":"Due to all the constraints the ZX Spectrum is a fantastic system for recreational programming; too bad I missed the latest Spectrum Next batch last year.","author":"musha68k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_anecdote","opinion_expressed"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895224"},{"id":"e780fe35-4e29-43e2-ac7a-976ab343407b","source":"hackernews","source_id":"49903230","content_type":"comment","title":null,"body_preview":"Does the Speccy have enough outputs on the edge connector to make a simple DAC like the parallel port ones we used to make with a bunch of resistors for the PC?\ne.g. the homemade versions of this:\nhtt","author":"qingcharles","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903230"},{"id":"33462130-ca24-4e75-9bfd-087efe2f557d","source":"hackernews","source_id":"49895626","content_type":"comment","title":null,"body_preview":"There was a music editor I remember getting on a late Your Sinclair edition cover tape which displayed proper music staves and gave you 4-note chord output. Blew my mind a bit at the time.","author":"regularfry","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895626"},{"id":"7b0828ee-c10f-4fec-affc-b74e95341c83","source":"hackernews","source_id":"49895030","content_type":"comment","title":null,"body_preview":"And who could possibly forget Chronos' title music, by Tim Follin?\nhttps://www.youtube.com/watch?v=u-D24A_N4d4","author":"2a0c40","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895030"},{"id":"cb0ff099-705f-48b2-a22b-8ce537606da9","source":"hackernews","source_id":"49893962","content_type":"comment","title":null,"body_preview":"I have a memory of a Spectrum game playing some sort of synthesised speech through the speaker that seemed incredibly ahead of its time. I believe the game was called iBall. And the sample said someth","author":"urbandw311er","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893962"},{"id":"95942658-52ef-40d9-b4f7-f479637313c7","source":"hackernews","source_id":"49907793","content_type":"comment","title":null,"body_preview":"I wrote a Reg article based on this:\nhttps://www.theregister.com/offbeat/2026/09/13/the-improbabl...\nI got some valuable links to tunes from a previous HN thread:\nhttps://news.ycombinator.com/item?id=","author":"lproven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907793"},{"id":"cebecdfd-b76f-4b0e-b097-137e61663e59","source":"hackernews","source_id":"49895597","content_type":"comment","title":null,"body_preview":"Doing stuff like this in the 8-bit era was never particularly hard. The difficulty was doing this and then anything else, because you basically need the entire CPU just for audio synthesis. For games,","author":"socializer","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.2041222171009192,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895597"},{"id":"aab2ac4b-9db1-4a9a-b5c5-933660e50e0e","source":"hackernews","source_id":"49917921","content_type":"comment","title":null,"body_preview":"\"FoundationDB was our only database, queue included. We built Apple's QuiCK design on top of it, hit the write limits, and moved async tasks to Kafka.\"\nvery LLM-y.","author":"linehedonist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917921"},{"id":"e3465cc4-4f01-4d91-913c-e8ab8474b9ba","source":"hackernews","source_id":"49899451","content_type":"comment","title":null,"body_preview":"> no revenue line to follow, and no market to lose\nTwo paragraphs later, the topic is:\n> Cost\nI mean this is just incredibly lazy thinking and writing.\nThere's always a cost line to follow, just becau","author":"skrtskrt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10074646744721634,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899451"},{"id":"1daf49c9-ccbe-4c1b-b1d9-66f97748ae60","source":"hackernews","source_id":"49903826","content_type":"comment","title":null,"body_preview":"in broadstrokes its about doing more work biased to longterm and tech debt paydown rather than nearterm and tech debt accum in the race to market","author":"syngrog66","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.129819746947802,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903826"},{"id":"e1651e6e-b8ca-451a-aa20-81aa9ee082c2","source":"hackernews","source_id":"49898107","content_type":"comment","title":null,"body_preview":"I feel seen, but agree, I would have used \"identifying and prioritizing work\"...\n...but I will admit, it does sometimes feel inventive, and when I describe what I do, it does feel... inventive... in s","author":"aaroninsf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1459102908846375,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898107"},{"id":"ef4af31e-a9ad-48c8-b6dd-72e26e319d7b","source":"hackernews","source_id":"49902705","content_type":"comment","title":null,"body_preview":"Why won't this site allow me to zoom on mobile? On desktop it works fine.","author":"MustangMatt46","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902705"},{"id":"4106f78d-d1cf-4ddf-befd-69262f238d47","source":"hackernews","source_id":"49911216","content_type":"comment","title":null,"body_preview":"These lot cause more harm than good in larger organisations (imo)\nI’m suprised that so many orgs invest so much in teams that provide no product value, rather than letting the product teams learn for ","author":"merrvk","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911216"},{"id":"97c0f3a8-6392-4b28-a016-c5b0b5a380d6","source":"hackernews","source_id":"49904791","content_type":"comment","title":null,"body_preview":"When I worked as a props assistant (movie set), I required approval for my overtime. I remember my boss once saying ”Linus, it feels like your inventing your own overtime” (he was not wrong). Is that ","author":"estetlinus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904791"},{"id":"06d4478b-5a8a-4bfc-8150-227e432f4339","source":"hackernews","source_id":"49899071","content_type":"comment","title":null,"body_preview":"I wonder how this applies to personal projects. I find it hard to motivate myself to just \"study a textbook\". I do do so, but it almost always feels useless compared to actually doing something. It do","author":"sigbottle","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899071"},{"id":"b88e87f7-4937-44c6-8ea6-4d9178583613","source":"hackernews","source_id":"49902915","content_type":"comment","title":null,"body_preview":"This article is a good demonstration of what is deeply wrong with today’s corporate IT. And why any big enough company will sooner or later rotten. And why work at such a company these days feel so me","author":"aristofun","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902915"},{"id":"5d897442-6220-4b6e-8792-96cbb4ee7849","source":"hackernews","source_id":"49899307","content_type":"comment","title":null,"body_preview":"The article content is both true and framed strangely.\nDoes the author think \"product customers\" hand you a tidy list of requirements the stupid programmer automatons just have to translate into code?","author":"stephbook","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899307"},{"id":"e1f4048a-63f0-4a55-9333-edc97ee78b30","source":"hackernews","source_id":"49897364","content_type":"comment","title":null,"body_preview":"I use the \"what's going to kill us next\" philosophy.\nFigure out what that is and do something to avoid it.\nWash, rinse, repeat.","author":"juancn","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.13118402316960343,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897364"},{"id":"61be2ea3-eb2f-40b9-9ced-245d51ee391b","source":"hackernews","source_id":"49888262","content_type":"comment","title":null,"body_preview":"\"inventing work\" = \"requirements engineering\"\n\"Inventing work\" is a strange phrase to use imho.","author":"nmehner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888262"},{"id":"e949c2f3-2f5f-4232-afac-eba1d9bdc611","source":"hackernews","source_id":"49899120","content_type":"comment","title":null,"body_preview":"\"that work does not exist unless an engineer invents it.\"\nThis is so strange. To my mind the only purpose companies hire engineers is to support business. The staff engineer should not need a project ","author":"fsloth","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899120"},{"id":"c9d29d67-26ea-42a4-82f1-7d65ac2da72a","source":"hackernews","source_id":"49903304","content_type":"comment","title":null,"body_preview":"> The continuous struggle is to find ways to increase the value our platform provides to the users of the system.\nIME as a staff+ platform engineer*, it is dead obvious what increases user value. What","author":"dirtbag__dad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903304"},{"id":"4f1ac90b-4a31-477e-8ca8-abc59d221d14","source":"hackernews","source_id":"49898093","content_type":"comment","title":null,"body_preview":"> Platform teams are engineering-led rather than product-led. There is almost never a product manager handing you a roadmap, no revenue line to follow, and no market to lose.\nIt's precisely because of","author":"dabedee","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898093"},{"id":"92542b85-b7d3-441d-b630-41a140cc5379","source":"hackernews","source_id":"49889283","content_type":"comment","title":null,"body_preview":"RIP Aaron, the reddit co-founder who ended up killing himself.\nFree Documentary: https://www.youtube.com/watch?v=gpvcc9C8SbM","author":"TheqO","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889283"},{"id":"f2e1ba13-635d-4f4b-a143-78d36c1773f5","source":"hackernews","source_id":"49890763","content_type":"comment","title":null,"body_preview":"It is really odd/shocking how bad Reddit is, and how there don't seem to really be any seriously funded competitors. I know that in theory, X and its new competitors like bluesky are alternatives, but","author":"keiferski","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890763"},{"id":"70a659be-9c7a-429f-a2ee-b16d26732936","source":"hackernews","source_id":"49877905","content_type":"comment","title":null,"body_preview":"> REDCmts sells one Reddit comment for $9.99 and 100 for $699.99, from what it calls \"real, aged accounts\", and shows a gallery of brand mentions it says it delivered. Soar says its accounts are \"aged","author":"neilv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49877905"},{"id":"ecf8986b-7459-404b-9e3a-4c14f1849d4d","source":"hackernews","source_id":"49878424","content_type":"comment","title":null,"body_preview":"IIRC the Reddit founders used bots for initial traffic to skip over the cold start problem. I feel like this bit of lore is actually pretty terrible but is treated as a nice anecdote because it worked","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.1223443999858528,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878424"},{"id":"95de81d0-14b0-4bca-bbcc-a371b6bba4ff","source":"hackernews","source_id":"49893224","content_type":"comment","title":null,"body_preview":"Reddit has enslaved itself as the complaint department of the Internet. Like a dead tree in the forest, it remains very useful but there is no way it can become anything more than an attractive home f","author":"1970-01-01","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","over_qualification"],"bot_score":0.12943425234914896,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893224"},{"id":"7e943482-4018-4703-8c9a-cf5731ff536a","source":"hackernews","source_id":"49888506","content_type":"comment","title":null,"body_preview":"It absolutely does. I used to be a hardcore reddit user but once you start frequenting a few subreddits closely and you start to notice that a few mods basically control the entire platform and that t","author":"diogenescynic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","personal_experience","strong_opinions","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888506"},{"id":"80e2d08c-981a-4ae6-938d-fec9a062be7c","source":"hackernews","source_id":"49889504","content_type":"comment","title":null,"body_preview":"Reddit has a problem with mod-censorship.\nHowever had, recently they also ruined old.reddit.com. I always said that\nwhen they take down old.reddit.com (they require a log in, which makes no sense from","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_experience","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.14092174735094595,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889504"},{"id":"7c30688a-f8e8-44b3-a11e-c14f2bff46c9","source":"hackernews","source_id":"49877935","content_type":"comment","title":null,"body_preview":"I gave up on any product related reviews on Reddit a decade ago. It can still be useful for guides that may describe what type of products you should look into, e.g., woodworking tools, skincare, etc.","author":"PyWoody","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49877935"},{"id":"6b5fda8c-d03d-446e-9a45-aefda70585c5","source":"hackernews","source_id":"49890596","content_type":"comment","title":null,"body_preview":"My favorite anecdote for an astroturfing suspicion I had was in German subreddits.\nWhenever somebody was talking about rolled oats, without fail, somebody would chime in that Kölln brand rolled outs w","author":"yayachiken","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890596"},{"id":"15cf71b0-fdae-433d-97f6-ab4c55317ac2","source":"hackernews","source_id":"49878097","content_type":"comment","title":null,"body_preview":"I think the items listed under \"What astroturfing would look like\" were a pretty narrow scope. If I were designing a ~spam system~ astroturfing solution, I'd engineer out these four simple indicators ","author":"rithdmc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","list_heavy_advice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878097"},{"id":"ae89188e-8d15-4f81-a276-0885a6210c74","source":"hackernews","source_id":"49922845","content_type":"comment","title":null,"body_preview":"This is an interesting topic presented in a very poor article.\nMany others have already mentioned the LLM prose, but I'll add that the data presented is not human legible as well.\nTake the chart title","author":"fyredge","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","specific_criticism"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922845"},{"id":"446e1ff5-d408-47f5-befc-03fde3ffaaac","source":"hackernews","source_id":"49878228","content_type":"comment","title":null,"body_preview":"My impression is that this doesn't show anything. It essentially implies that brand loyalty is equivalent to paid astroturfing, but if you've been around hobby communities on the internet, you know th","author":"socializer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","synthetic_empathy"],"bot_score":0.2041222171009192,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878228"},{"id":"a93ab298-b902-4fbf-ae8f-5863f4729605","source":"hackernews","source_id":"49885957","content_type":"comment","title":null,"body_preview":"\"The corpus, and the refresh that changed the answer\" ... hello Opus 5.","author":"smcleod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.07532044109363058,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885957"},{"id":"0d84905b-bbac-4fac-974e-382e2d285817","source":"hackernews","source_id":"49878148","content_type":"comment","title":null,"body_preview":"Niche topics like linux feel somewhat safe from bots. But the last time I checked the more popular subs.. yikes..\nWhen I see 2-weeks old account \"Incendiary-Leg-8592\" responding to a post by another w","author":"asksomeoneelse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878148"},{"id":"dd3537a0-e8ad-47cd-802c-3866127e3b3f","source":"hackernews","source_id":"49889045","content_type":"comment","title":null,"body_preview":"It's had a problem for 10+ years. Not just astroturfing, but proper propaganda pushing on various topics & countries. It quite obvious as an 'outsider'. Then there is all the ai bots/posts that are be","author":"BatteryMountain","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889045"},{"id":"3b244ca0-9c42-411d-bc7b-6955d2a78b93","source":"hackernews","source_id":"49887149","content_type":"comment","title":null,"body_preview":"This is why Reddit is a low value high effort distribution channel. When your userbase is hostile and suspicious constantly to any commercial introductions, advertising there becomes just an exercise ","author":"zergrush","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887149"},{"id":"c3d911ad-4369-4c62-8227-3aa4682e3568","source":"hackernews","source_id":"49878574","content_type":"comment","title":null,"body_preview":"There have been a few cases posted to the theoryofreddit subreddit where it's obvious that there were sets of accounts which were blanket recommending specific products a disproportionate amount of ti","author":"DharmaPolice","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49878574"},{"id":"b1c351f2-d171-4f02-8a91-f06b69de3225","source":"hackernews","source_id":"49887271","content_type":"comment","title":null,"body_preview":"> This article was drafted with AI from my outline\nMaybe just post your human outline and the data, where the data processing and viz is AI assisted if you like.\nThe synthetic prose is not a value-add","author":"robotresearcher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49887271"},{"id":"b016b887-c01d-46f1-836d-23570b6abe01","source":"hackernews","source_id":"49885833","content_type":"comment","title":null,"body_preview":"> Thin accounts: few comments, low scores, no real standing in the subreddit.\n> Young accounts, or accounts with histories that are hidden or wiped.\nNope, this is no longer an indicator of a bot accou","author":"nomel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49885833"},{"id":"a41d7847-b3ca-430c-8495-caeabc55e6b6","source":"hackernews","source_id":"49888226","content_type":"comment","title":null,"body_preview":"The biggest problem I have with reddit is mods can slowly but systematically ban users who express unfavourable opinions, and over time, anyone casually browsing could mistakenly believe those views a","author":"nomilk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888226"},{"id":"e23d61fd-aa5f-4ea3-8ffb-891f48c42831","source":"hackernews","source_id":"49916278","content_type":"comment","title":null,"body_preview":"I'm so glad that other people here are interested in what life was like in deep time. I find it so fascinating getting these little glimpses into worlds that lie buried beneath us, and just to tantali","author":"ramijames","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","semantic_richness","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916278"},{"id":"06e22bf6-a90c-4e48-a404-12b1ae5bd402","source":"hackernews","source_id":"49906662","content_type":"comment","title":null,"body_preview":"After this victory by USPIS, I hope Maury went postal and brought in muffins for everyone.","author":"philipallstar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906662"},{"id":"bc376180-7a68-4cca-ad16-f7252f7d776a","source":"hackernews","source_id":"49906468","content_type":"comment","title":null,"body_preview":"Curious about their tech stack. Pretty sure \"evade postal inspectors\" wasn't in the original requirements doc.","author":"darvo31","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906468"},{"id":"9e34c033-08a1-4bf0-ad3d-55d0ba72b721","source":"hackernews","source_id":"49906587","content_type":"comment","title":null,"body_preview":"Always wondered how long it'd take to catch this. The fraud detection algorithms for postage must be pretty robust these days.","author":"Segv77","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906587"},{"id":"ea8dfa0e-094a-46db-bc23-882a958e6c39","source":"hackernews","source_id":"49900628","content_type":"comment","title":null,"body_preview":"UPS is also full of holes. No verifications whatsoever.\nYou can purchase a label from a reseller and then ship using that label to a different place at a different weight several times. Battled with t","author":"swe_dima","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900628"},{"id":"1ba0d26e-41a3-493e-a2b8-889fde14e449","source":"hackernews","source_id":"49900857","content_type":"comment","title":null,"body_preview":"Come to think of it, who knows how many counterfeit postage stamps are in circulation? https://mailtheft.uspis.gov/","author":"1-6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900857"},{"id":"dee014f2-b218-4347-8f2a-dbced2a271a6","source":"hackernews","source_id":"49903397","content_type":"comment","title":null,"body_preview":"Oldest trick in the book:\nhttps://www.linns.com/news/fakery-and-counterfeiting-dates-b...","author":"iancmceachern","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903397"},{"id":"4cbeebf9-3337-494d-ab70-40da04cfc31f","source":"hackernews","source_id":"49899588","content_type":"comment","title":null,"body_preview":"Not sure if I should be horrified or impressed. That's an insane amount of postage labels sold.\nI wonder how many were returned to sender.","author":"giancarlostoro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.12377678630331496,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899588"},{"id":"eeb85843-4767-4105-9578-c713bb500291","source":"hackernews","source_id":"49899601","content_type":"comment","title":null,"body_preview":">Akram is charged with one count of conspiracy to defraud the United States and to make and sell counterfeit postage stamps, five counts of making and selling counterfeit postage stamp labels, and fou","author":"john_strinlai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.125089258119034,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899601"},{"id":"3b1dc5f2-a8d1-4255-8950-fe2472ab61d9","source":"hackernews","source_id":"49910792","content_type":"comment","title":null,"body_preview":"Missing from the story as usual is any notion of how this will ever be prevented again or even if there are a thousand other people doing the same thing on a smaller or similar scale.","author":"BatchJob","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910792"},{"id":"a8819641-6d86-4f51-ad70-5db3ff8c7713","source":"hackernews","source_id":"49899803","content_type":"comment","title":null,"body_preview":"This is labels not stamps correct? How is that even possible?","author":"QGQBGdeZREunxLe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899803"},{"id":"104bf367-06b1-45e0-9c15-d5a8199b3966","source":"hackernews","source_id":"49908266","content_type":"comment","title":null,"body_preview":"I recently ordered something on eBay, which when looking up tracking on usps said that it used counterfeit postage. The seller didn't want to give my money back right away, saying it happens all the t","author":"ghtbircshotbe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.21774619225770792,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908266"},{"id":"d3a2d2ce-d79b-43ae-8d2c-00458d05febf","source":"hackernews","source_id":"49914090","content_type":"comment","title":null,"body_preview":"My wife ships with endicia and shopify. I've often wondered if the barcodes that are printed are actually tracked, as you can void them. With that void comes a \"i'm not going to ship this anymore' sel","author":"mannyv","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.07084850855662617,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914090"},{"id":"a0b1e4a8-2c87-47ee-a40a-cbc9ca13352a","source":"hackernews","source_id":"49901133","content_type":"comment","title":null,"body_preview":"USPS \"forever stamps\" are (still?) being openly sold on Aliexpress and would be even harder to track.\nI would love to know how this worked. Is there a hacked credential somewhere allowing for legit, b","author":"Hasz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.10569570610195123,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901133"},{"id":"fa188d01-275c-4088-b52e-fee9187f7d99","source":"hackernews","source_id":"49905909","content_type":"comment","title":null,"body_preview":"Here in the UK, they've started putting QR codes on them and gave everyone a deadline to use the old ones. Has effectively got rid of this problem.","author":"venzaspa","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","natural_brevity","absence_of_ai_hedging"],"bot_score":0.17810485431411696,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905909"},{"id":"75e3d3e0-428e-4c57-8acd-d3c2eeab9749","source":"hackernews","source_id":"49899830","content_type":"comment","title":null,"body_preview":"So the USPS delivered these packages?\nThere's no verification built into a USPS label?","author":"HarHarVeryFunny","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality","terse_replies"],"bot_score":0.17666666666666667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899830"},{"id":"01773e39-e549-47a6-b628-7d9d93a734c8","source":"hackernews","source_id":"49899827","content_type":"comment","title":null,"body_preview":"It says that the perp is Pakistani, and that he's been charged, but not that he's been arrested -- so he's presumably still free in Pakistan.\nI hear that normally what the FBI would try in such cases ","author":"A_D_E_P_T","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899827"},{"id":"e1504a48-a899-4d16-be54-ede40fd95bb1","source":"hackernews","source_id":"49906832","content_type":"comment","title":null,"body_preview":"Here in Germany, you can just print your own codes or even just write those on the envelope. You can buy these via a website.\nI tend to just use one of the many late night shops doubling as a post off","author":"jillesvangurp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15862542979739125,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906832"},{"id":"3d76d6f7-c526-4442-884c-7fa7f910a09e","source":"hackernews","source_id":"49902058","content_type":"comment","title":null,"body_preview":"30 years ago a teacher told me of an art student applying to a school. The student included two art pieces for the submission but was meant to provide three. A note suggested that they look at the sta","author":"codazoda","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902058"},{"id":"04563f73-17db-4648-9548-d2c96ff42980","source":"hackernews","source_id":"49901755","content_type":"comment","title":null,"body_preview":"The USPIS (mentioned in the article) once came to the federal prison I was at to tell inmates that using stamps as currency was illegal.\nThere are flats and there are books. Flats are a sheet of 20 Fo","author":"joshmn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901755"},{"id":"54ff96b3-67f0-4c37-9435-7bad7564e502","source":"hackernews","source_id":"49899904","content_type":"comment","title":null,"body_preview":"I am pretty sure I bought from a seller using this (or something similar) on eBay. It sent me down a rabbit hole of reading about this type of scam that exploded earlier this year:\nhttps://www.uspsoig","author":"zucked","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899904"},{"id":"c929558a-41b2-4aab-89ac-799c4608e21b","source":"hackernews","source_id":"49916111","content_type":"comment","title":null,"body_preview":"That is fascinating! It would be wild if AI can help make progress in molecular engineering... we could create those micro machines to fix, repair, heal human body.\nVery interesting to see the progres","author":"llsf","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916111"},{"id":"1aec530b-a61b-494c-b441-d8ca9d345267","source":"hackernews","source_id":"49916521","content_type":"comment","title":null,"body_preview":"Nanosystems! I read Engines of Creation in the '80s, and then sadly found that I was not up to speed enough to fully take in Nanosystems.","author":"gcanyon","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","personal_experience","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916521"},{"id":"c5880d38-2cc9-4c87-8b57-b4e067896fd9","source":"hackernews","source_id":"49904004","content_type":"comment","title":null,"body_preview":"- 404? on blog page\n- https://hereticpleb.vercel.app/blog","author":"vivzkestrel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09076656358978448,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904004"},{"id":"f478b982-2997-4cec-b8cb-ccd829bf7124","source":"hackernews","source_id":"49908028","content_type":"comment","title":null,"body_preview":"Isn't this what every first grade CS student goes through?","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908028"},{"id":"50c3d239-bc19-4220-ac8a-a2fa82a0075c","source":"hackernews","source_id":"49906776","content_type":"comment","title":null,"body_preview":"My weekend project started as \"parse a log file\" and now it's a microservice mesh. Relatable.","author":"dalton74","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906776"},{"id":"13253540-4806-4464-825e-fd9295cc73f6","source":"hackernews","source_id":"49906907","content_type":"comment","title":null,"body_preview":"I'm not sure whether someone else has commented on this. I am yet to read the comments. Maybe I will read them soon enough.\nAnyways and however, speaking in strict mathetical sense, the model of a tre","author":"ReDress","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906907"},{"id":"6b005e71-6850-4569-bd45-c1a6ee333fea","source":"hackernews","source_id":"49905799","content_type":"comment","title":null,"body_preview":"Fascinating read.\nWhen I was in my early teens, I experimented with created programming languages, I distinctly remember one I made on https://esolangs.org\nFun stuff. I should get back into it.","author":"shingoshoji","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905799"},{"id":"50e1d6ac-67be-4424-83d3-373b3063779d","source":"hackernews","source_id":"49906978","content_type":"comment","title":null,"body_preview":"Totally relatable. My spreadsheet was slow, so I ended up building a custom columnar database.","author":"kiln_ash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906978"},{"id":"fb3729d4-65a6-479b-ace6-13849eb6f77e","source":"hackernews","source_id":"49906482","content_type":"comment","title":null,"body_preview":"Relatable. Spent a week optimizing a query that runs twice a year for a report nobody reads. The rabbit hole is real.","author":"heronbank","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906482"},{"id":"e3d0314a-e875-43fe-b9c6-d57259a44489","source":"hackernews","source_id":"49903358","content_type":"comment","title":null,"body_preview":"See also https://perl.plover.com/yak/lambda/ from 1999.\n> Perl Contains the Lambda Calculus\n> (How to write a 163 line program to compute 1+1)\n> Length: 90 minutes\nPrerequisites: None.","author":"gbacon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903358"},{"id":"0a1c2462-3d04-4771-bc0a-47712c9ac0cf","source":"hackernews","source_id":"49918040","content_type":"comment","title":null,"body_preview":"1+1 using common math ordering is 2. but you are writing a language, so you can write 1+1=3 and make sense of this.\nbut my guess it wont help, just disrupt.","author":"wdiamond","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918040"},{"id":"2236ea3f-2af5-4b66-848e-f1b46bfe6a11","source":"hackernews","source_id":"49905695","content_type":"comment","title":null,"body_preview":"I once invented a programming language where EVERYTHING was an object. No message keywords. 1 is an object. + is an object. You can send an object to another object - you get back an object. Example 1","author":"herodotus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905695"},{"id":"8809d1df-331f-4c6b-9cf8-b92cfe980ce5","source":"hackernews","source_id":"49907538","content_type":"comment","title":null,"body_preview":"It's tempting to go down the rabbit hole of getting creative with\nmemory management as the author does, and maybe worthwhile for\neducational purposes, but has anyone here observed any noticeable\nperfo","author":"gradschool","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907538"},{"id":"4eab5c47-eb54-4111-9a99-7d4c3e738b74","source":"hackernews","source_id":"49908080","content_type":"comment","title":null,"body_preview":"Did you just say \"just\"?\nUsed to be a common refrain when we were whiteboarding new features. Usually as a check on somebody's overly ambitious thinking.\nI counted 23 \"just\"s in the article. Bravo. So","author":"agtilden","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908080"},{"id":"994dfdff-39b0-4d32-ae5c-58e267b25be0","source":"hackernews","source_id":"49903430","content_type":"comment","title":null,"body_preview":"Nice, I like this style of exposition. \"Let's do this one thing -> well, shit -> (loop)\". Term rewriting (graph reduction as you've said) is evaluation.","author":"winwang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.14281601371718605,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903430"},{"id":"d6103e69-6897-4bf3-86bc-fab465177721","source":"hackernews","source_id":"49905492","content_type":"comment","title":null,"body_preview":"> The thing is, all of our nodes are pointing to each other inside this memory block. When we realloc it with an increased size, it might get moved to a new memory address. Completely breaking all of ","author":"Joker_vD","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905492"},{"id":"c1c9bde7-6ac2-415e-bb0a-cd8a0ca60243","source":"hackernews","source_id":"49909717","content_type":"comment","title":null,"body_preview":"I don't have it handy but in uni I was responsible for the Excel formula parser in a group project. I agonized over it for like six days until it suddenly clicked that I could just do a bunch of strin","author":"andai","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","self_reference","natural_digressions","platform_fluency","analogy_with_self_deprecation"],"bot_score":0.11066792640697738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909717"},{"id":"15478c9c-a8d8-4825-8dca-b98a838b2752","source":"hackernews","source_id":"49902859","content_type":"comment","title":null,"body_preview":"The \"how to implement a hash table\" article https://benhoyt.com/writings/hash-table-in-c/ was really helpful for me. I thought that hash tables were something that were basically impossible to make in","author":"ancientstraits","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902859"},{"id":"ef3ffc44-cee1-48da-ad82-76faa331bce6","source":"hackernews","source_id":"49905539","content_type":"comment","title":null,"body_preview":"> Overall, I built a Graph Reduction engine\nI did the same for my performant implementation of pure functional programming language BLC/BLC2,\nwhich in 400+ lines contains a graph reduction engine for ","author":"tromp","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905539"},{"id":"3e9444be-8090-424c-b64a-542426cd5190","source":"hackernews","source_id":"49902721","content_type":"comment","title":null,"body_preview":"This reminds me of decades ago when ...wait, I was still writing code like three years ago.","author":"gnarlouse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902721"},{"id":"d1c2704e-ef71-4ded-b5c4-86985f1c2c73","source":"hackernews","source_id":"49905985","content_type":"comment","title":null,"body_preview":"Greenspun's tenth rule of programming:\n> Any sufficiently complicated C or Fortran program contains an ad hoc, informally-specified, bug-ridden, slow implementation of half of Common Lisp.","author":"CodesInChaos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905985"},{"id":"2a53ad91-37fe-465e-baed-7f543c79141a","source":"hackernews","source_id":"49893824","content_type":"comment","title":null,"body_preview":"You should really assume that any information you give to a private model is going directly into a database. These companies don't care about your privacy. Local, open weight models are the only way t","author":"lukehandcool","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893824"},{"id":"a5f6f994-b286-4135-bd1e-f15f0a599b6b","source":"hackernews","source_id":"49895616","content_type":"comment","title":null,"body_preview":"Title is: Prompt like a Butterfly, sting like a tracker\nor A Privacy Analysis of Web and Mobile Conversational AI Agents\nSite link with context: https://jorgegarciaherrero.com/en/prompt-like-a-butterf","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895616"},{"id":"744f7a43-568f-4b8f-a9e2-7210522004fb","source":"hackernews","source_id":"49890786","content_type":"comment","title":null,"body_preview":"\"multiple providers disclose sensitive conversation-derived artifacts — including titles, prompts, and screenshots — to third parties, often alongside persistent user identifiers that enable user attr","author":"Coeur","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890786"},{"id":"02bbd3f7-8d23-4589-8de9-979b47f91229","source":"hackernews","source_id":"49891230","content_type":"comment","title":null,"body_preview":"I'd be kind of surprised if OpenAI were really doing this deliberately because a whole bunch of their execs come from Meta, and all those guys learned the hard way.\nFirst: You don't want to leak infor","author":"Traster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891230"},{"id":"a08490b3-fe03-4911-8d2a-f8884ee8807e","source":"hackernews","source_id":"49895307","content_type":"comment","title":null,"body_preview":"Not surprising. When privacy is a selling point on the enterprise plan regular users, even paying ones, are the product. OpenAI had this from day one, the writing was on the wall. We all knew it so le","author":"yoaviram","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895307"},{"id":"6ef33224-db10-4d05-b2e2-2df6af537277","source":"hackernews","source_id":"49893031","content_type":"comment","title":null,"body_preview":"time for somebody to make a quick script to poison your chat history by starting 1000 fake conversations with contradictory identifying details \"I worry as a lesbian woman, my tween daughter doesn't b","author":"zug_zug","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893031"},{"id":"7af2e6c1-9922-4ee2-bfcf-391bdfc91667","source":"hackernews","source_id":"49923666","content_type":"comment","title":null,"body_preview":"the 'leak' framing lets them off easy, this is the ad business model working as designed. the part that actually stings is it's on the free consumer apps, which is where people paste the most personal","author":"Jeeetendra","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923666"},{"id":"53eae44e-bc92-4c30-ad18-54fba3def5b5","source":"hackernews","source_id":"49894736","content_type":"comment","title":null,"body_preview":"In case anyone finds it helpful, I asked ChatGPT to break down what they found by app:\nhttps://chatgpt.com/s/t_6abbbee386bc8191a26717b4f1442657","author":"skybrian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.1256524104193511,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894736"},{"id":"d6db1e03-bc36-4a99-9306-69a63d32a8b6","source":"hackernews","source_id":"49896112","content_type":"comment","title":null,"body_preview":"This paper focuses on the use of the providers' web and phone tools, and the data sharing arrangements they built through ad networks and tracking services like Data Dog. It doesn't talk about how the","author":"troyvit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.16654910957170221,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896112"},{"id":"a743bd88-9578-452d-b789-14e3a2915109","source":"hackernews","source_id":"49890826","content_type":"comment","title":null,"body_preview":"Is it still called a leak if it was the whole point and purpose of the deal?\nSomeone should have to investigate, but I suppose it's all \"legal\"?","author":"classified","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890826"},{"id":"6577b0ce-629f-446b-a333-008c48a21539","source":"hackernews","source_id":"49891770","content_type":"comment","title":null,"body_preview":"Ad-tech spent 20 years trying to infer intent from clickstreams. Chat apps now hand over an AI-written one-line summary of intent, labeled and keyed to a cookie. Are we sure the ads business model in ","author":"vivekpolavarapu","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","niche_expertise"],"bot_score":0.21278522954832493,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891770"},{"id":"6ca3478c-f344-4cc0-be72-3a9d06cfa6f4","source":"hackernews","source_id":"49890966","content_type":"comment","title":null,"body_preview":"The word is \"sell\" not \"leak\". This title takes away all agency from the thieves selling private data to advertisers.","author":"DrMandalay","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890966"},{"id":"a4a7a713-935c-4ffa-b7f2-3b07afdf2f47","source":"hackernews","source_id":"49892685","content_type":"comment","title":null,"body_preview":"Prior to this new AI age, your data was calculated and what was inferred about you was \"shallow\", but as of today.  The sort of profile and things that can be known about you is scary especially if yo","author":"segmondy","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","synthetic_empathy"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892685"},{"id":"6ae37624-bd39-4bde-8827-f90f42e1d9c8","source":"hackernews","source_id":"49891487","content_type":"comment","title":null,"body_preview":"A lot of people seem to be very in denial about the fact that OpenAI and co do not give a crap about you. They don't care about the agreements you've signed. You're just a pile of cash to them","author":"20k","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891487"},{"id":"b014918f-f07d-4052-9143-0dea95db2e4c","source":"hackernews","source_id":"49891114","content_type":"comment","title":null,"body_preview":"This is a bit surprising to me, considering how much AI companies love to hoard data. Especially since some of these ad companies are direct competitors!\nMy best guess is that these ad mechanisms are ","author":"j4k0bfr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891114"},{"id":"7f75aaa5-3bcb-4a17-b4a0-70d2c97ac25f","source":"hackernews","source_id":"49891404","content_type":"comment","title":null,"body_preview":"In an old Simpsons episode Lisa gets to visit the Teachers room, where all the staff are making fun of the children. Groundskeeper Willie is pantomiming Milhouse “Oh I am Milhouse, I tell all my secre","author":"delis-thumbs-7e","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","emotional_authenticity","platform_fluency"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891404"},{"id":"89e26b76-8a2e-44cc-8fe2-d0d8b6655212","source":"hackernews","source_id":"49891049","content_type":"comment","title":null,"body_preview":"My least favorite trend I’ve noticed with so many AI chat services is they seem to equate a UUID in the url with privacy.\nPerplexity does this. Visiting a past perplexity search url exposes your full ","author":"postalcoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891049"},{"id":"4afd64b0-b131-40da-a159-08873d620843","source":"hackernews","source_id":"49891940","content_type":"comment","title":null,"body_preview":"It's the same lesson as the Navier-Stokes credit fight earlier this month. Buckmaster and Alpoge had their unpublished drafts in private Codex sessions and OpenAI says nobody saw them but admits de-id","author":"kdaniel_03","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891940"},{"id":"ba43fc29-a07e-41cf-a441-a3caf7690fc6","source":"hackernews","source_id":"49891655","content_type":"comment","title":null,"body_preview":"Tangential:\nI have recently noticed that e.g. ChatGPT, when used from a web browser, periodically sends unfinished prompts to their servers, namely to the `conversation/prepare` endpoint, without wait","author":"pbasista","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","suspiciously_balanced","absence_of_personality"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891655"},{"id":"48b7c5d1-dbeb-4f9b-9f4e-2dd51dfca515","source":"hackernews","source_id":"49906130","content_type":"comment","title":null,"body_preview":"Heh, reminds me of dealing with memory leaks, but on a city scale. Achieving that kind of efficiency drop is seriously commendable.","author":"grommet_kit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906130"},{"id":"76e984e3-9e07-4531-a2e8-963b55863bd0","source":"hackernews","source_id":"49903916","content_type":"comment","title":null,"body_preview":"I grew up in a part of India where power outages were a thing, but not as common. In 2003, I visited Delhi for the first time and went to the movie theater with a friend. Out of nowhere, the power wen","author":"jasd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903916"},{"id":"f78fa348-ce74-4eb1-a0ea-421fbe805690","source":"hackernews","source_id":"49901387","content_type":"comment","title":null,"body_preview":"I bet much of the savings is from reducing theft. 50 percent is too much for transmission losses.\nIn the industry, transmission and distribution losses are called T&D losses. Pretty much all unaccount","author":"vayup","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901387"},{"id":"b02c8625-cece-4e27-91b6-fe1373817973","source":"hackernews","source_id":"49895411","content_type":"comment","title":null,"body_preview":"Well written. It describes the problem at a fairly high level for engineers to understand and for lay people to see how public policy works when it does.","author":"ghm2180","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","natural_expression"],"bot_score":0.1753710593142198,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895411"},{"id":"57dda699-dde3-4952-a8da-90ea8c529b9e","source":"hackernews","source_id":"49895955","content_type":"comment","title":null,"body_preview":"The next 25 years will see another revolution, the solar residential (and hopefully commercial one) https://pmsuryaghar.gov.in/#/\nThe government is actively encouraging solar residential and net meter","author":"tarun_anand","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","natural_digressions","niche_expertise"],"bot_score":0.2260854016375911,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895955"},{"id":"ec749ed5-acbf-4c24-87b6-b12243dfd26a","source":"hackernews","source_id":"49898770","content_type":"comment","title":null,"body_preview":"Surprised to see my former university director/lecturer appear on HN. She (the author) was very controversial and general not liked towards the end of her tenure by most of my peers. Nonetheless, she ","author":"kamikazechaser","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898770"},{"id":"8b31d2bd-38e6-45ce-8b4d-dc67cdaeead0","source":"hackernews","source_id":"49894660","content_type":"comment","title":null,"body_preview":"I was curious if the price per unit of electricity has also changed over this time period, looks like that's been pretty much flat: https://ibb.co/8DLPn25D\n(I assume consumption per customer has proba","author":"nibnalin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894660"},{"id":"e5d1615e-b67a-4f6b-a19f-f2095ac02549","source":"hackernews","source_id":"49892950","content_type":"comment","title":null,"body_preview":"So basically theft and fixing overloaded infra.  So this is policy based solutions for the most part.\nAmazing that places have 50% power loss.","author":"boringg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892950"},{"id":"c5c0e52e-e9b4-4397-b013-68af4e12084d","source":"hackernews","source_id":"49892890","content_type":"comment","title":null,"body_preview":"I want to know what Singapore's grid operators have been up to. That seems to be the more interesting story based on the data in this article.","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","natural_digressions"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892890"},{"id":"acc9e0fd-dede-4b00-bc23-7996e0534c6d","source":"hackernews","source_id":"49904886","content_type":"comment","title":null,"body_preview":"Re Estonia - it is integrated into EU wide power grid, 99% households have smart meters, reliability is 99.99% etc, all of its grid is inspected by drones. The only thing Estonian grid hasn't done is ","author":"truekonrads","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_details","external_links"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904886"},{"id":"1713efe9-1489-437b-acf6-5805d94861dd","source":"hackernews","source_id":"49894631","content_type":"comment","title":null,"body_preview":"I grew up in Delhi during the 90s. We used to have daily power cuts but starting around year 2000 (can't pin exact year), we started having less outages. Since around 2006, we had almost no outages th","author":"thumbsup-_-","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894631"},{"id":"b79482d4-e8fe-4db6-8162-387f51b073dd","source":"hackernews","source_id":"49892406","content_type":"comment","title":null,"body_preview":"That’s quite the achievement.  Though a side note of comparison I can’t believe France and Belgium suffer power losses in the 5 to 6% range.  Unless I’m misunderstanding what that means, it seems exce","author":"mc32","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892406"},{"id":"d6da28f7-9190-4370-bff5-5b752adf701c","source":"hackernews","source_id":"49893011","content_type":"comment","title":null,"body_preview":"Estonia?!\nMuch has been made of Estonia having a high tech virtual government I’d. So many high tech start ups have come from Estonia, I’m a bit stunned that they have big electricity distribution pro","author":"zeristor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893011"},{"id":"b2bd36b4-7822-4173-8fb4-2377af848aa4","source":"hackernews","source_id":"49906775","content_type":"comment","title":null,"body_preview":"The article doesn't cover this, but, a huge contrast is Torrent Power (Ahmedabad/Surat), which has consistently (over many decades, the ahmedabad power company is actually over 100 yrs old) maintained","author":"ghoul2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906775"},{"id":"b9b1033b-016b-451e-b953-91a2f74462aa","source":"hackernews","source_id":"49892592","content_type":"comment","title":null,"body_preview":"In Greece there is no incentive to fix power losses since the electric bill has a power losses line item.\nYou can steal as much as you want. The ones who pay will pay.","author":"whatever1","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892592"},{"id":"e27ac53d-2c8c-45ef-9e2a-994fa88e6cf4","source":"hackernews","source_id":"49901393","content_type":"comment","title":null,"body_preview":"> The losses in Delhi weren’t caused solely by technical problems. Theft of electricity was rampant, by both the powerful and the powerless (in both senses of the word). Businesses, residential custom","author":"gwbas1c","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.11307417063440747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901393"},{"id":"4a8a1f4d-18e0-4b5a-aa83-6c977b5ec8bb","source":"hackernews","source_id":"49892758","content_type":"comment","title":null,"body_preview":"> In areas where theft was particularly rampant and losses were as high as 83 percent, according to Tata, the companies took a different strategy. These pockets of Delhi were predominantly occupied by","author":"ivewonyoung","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892758"},{"id":"64c9870b-2a84-44a4-809b-29af2a11ebff","source":"hackernews","source_id":"49894335","content_type":"comment","title":null,"body_preview":"India has one thing going for it, sunlight all the time.\nIndia can adopt plug-in standards, solar and batteries. I guess most people use some form of battery (UPS/Inverter) anyways, so the idea is fam","author":"thelastgallon","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49894335"},{"id":"196856a7-968a-4810-b79b-94b1add79222","source":"hackernews","source_id":"49896074","content_type":"comment","title":null,"body_preview":"The effort to reduce electricity theft has had an interesting side effect. One of the ways to prevent theft is to insulate the power lines going into neighborhoods. This also makes them safe for monke","author":"groos","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.13732339939447247,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896074"},{"id":"c113a457-5dd2-42fd-aed7-c5df8e201e35","source":"hackernews","source_id":"49892638","content_type":"comment","title":null,"body_preview":"I wonder how many HNers recall life in Delhi even 20 years ago? Cutting electricity loss is one thing, but getting rid of \"load shedding\" (unplanned power cuts) is the really revolutionary part. It wa","author":"motionlessveloc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892638"},{"id":"0266bd25-3138-434c-b3a6-2698421b6e1b","source":"hackernews","source_id":"49923316","content_type":"comment","title":null,"body_preview":"Amazon is a terrible company. Switched away from their Kindle and predatory business practices.","author":"fnoef","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_experience","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923316"},{"id":"a43003ba-2509-4c0a-9258-92d67bffc144","source":"hackernews","source_id":"49923954","content_type":"comment","title":null,"body_preview":"Just as I’m modding my 2018 Paperwhite to add buttons and a bluetooth remote.","author":"evek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923954"},{"id":"b3542109-50d1-4009-914a-1a7716a8448a","source":"hackernews","source_id":"49926080","content_type":"comment","title":null,"body_preview":"Adding page-turn buttons to the cover sounds clever.","author":"anotherlab","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926080"},{"id":"1e42a7bc-bfaa-4907-9864-4c2c701371cc","source":"hackernews","source_id":"49922200","content_type":"comment","title":null,"body_preview":"These look great! I still have a Kindle Voyage from 2015 that's going strong, though I do wish it had the warmer LED lights. It's nice to have some devices like this and my Fujifilm XT-30 that don't m","author":"maherbeg","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_voice","platform_fluency"],"bot_score":0.20533833323717915,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922200"},{"id":"24d9b919-b9df-4845-9bb2-e3b953502bab","source":"hackernews","source_id":"49924901","content_type":"comment","title":null,"body_preview":"It looks like they’ve finally switched over to plant based leather. Good to see them move away from animal products in the accessories. Now if they could treat the humans that work for them better we’","author":"juiceland","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924901"},{"id":"038fb333-f960-46a5-b870-4890857321e7","source":"hackernews","source_id":"49927431","content_type":"comment","title":null,"body_preview":"I don't see them on amazon.nl, despite the article saying they're available starting today.","author":"lbreakjai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927431"},{"id":"1e637b21-cea2-431a-aec2-f0dd82ac5d01","source":"hackernews","source_id":"49926249","content_type":"comment","title":null,"body_preview":"We're in a post-literate society where most adults can't even finish 1 book a year. The fact that kindles are still a thing is kind of shocking.","author":"March_f6","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926249"},{"id":"6524502e-3f28-4704-8da6-15b133169ae6","source":"hackernews","source_id":"49924148","content_type":"comment","title":null,"body_preview":"Bluetooth page turner is nice but at this point I have zero interest in a Kindle unless I can load KOReader on it. I might buy one of these if they go on a sale and leave it in a drawer until it's jai","author":"joshstrange","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924148"},{"id":"25720d9c-4fcc-4495-895f-eaeb8886b015","source":"hackernews","source_id":"49902512","content_type":"comment","title":null,"body_preview":"Hah. \"load bearing\" is such a common claude-ism that its legitimate usage now needs to be acknowledged:\n\"That question is becoming more relevant as higher-capacity drives become more (dare we say) loa","author":"psolidgold","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902512"},{"id":"1e969b91-a20f-4e32-834f-10f96e3fe82d","source":"hackernews","source_id":"49909852","content_type":"comment","title":null,"body_preview":"Stopped using them after years.\nTried to get a 8TB download and never got any of it back.\nFalse sense of security.\nWas very disappointing.","author":"nla","classification":"ai_generated","confidence":0.65,"indicators":["absence_of_personality","semantic_blandness","terse_replies"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909852"},{"id":"e0417461-35da-41e6-a0e7-61007d05ca81","source":"hackernews","source_id":"49904133","content_type":"comment","title":null,"body_preview":"Well i guess with the price of drives right now I learned one thing the drives i got in the last 5 years will probably hold out for a while longer. Maybe there is some hope of waiting out this supply ","author":"citizenpaul","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904133"},{"id":"be213c3d-7f11-4cf4-9aea-2fe71e0a0bd0","source":"hackernews","source_id":"49909002","content_type":"comment","title":null,"body_preview":"I've had a lot of nvme form factor drives (whether in a usb stick or das or on my motherboard) fail in the last 5 years.\nI assume heat. I have one of the fastest 2tb usb sticks you can get and it gets","author":"swozey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909002"},{"id":"216b3c46-18cf-43d6-b6ed-fb379f82ff59","source":"hackernews","source_id":"49902347","content_type":"comment","title":null,"body_preview":"thx for posting this. Personally I am a fan of Western Digital Black Label spinning drives. Say what you will!  I have details, and basically they work for me. AFAIK in 2026 and back into 2025, there ","author":"mistrial9","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902347"},{"id":"85f91e44-47e1-4179-9077-a5e190cb0879","source":"hackernews","source_id":"49903025","content_type":"comment","title":null,"body_preview":"Since Backblaze publishes the stats, Seagate somehow doesn’t dare to put awfully bad drives on the market - ehm they did have a baaad track record. At least the ones monitored by BB seem to be perform","author":"lofaszvanitt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.12001574500372394,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903025"},{"id":"feabcc84-fe8e-4b94-8d2a-4edcc7254565","source":"hackernews","source_id":"49908316","content_type":"comment","title":null,"body_preview":"Does anybody know what to do with failing drives? My pile is getting big","author":"jackhalford","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908316"},{"id":"94aae95e-9e04-4b06-88ab-1bac985e6bc0","source":"hackernews","source_id":"49905348","content_type":"comment","title":null,"body_preview":"This seems like a poorly executed analysis of very interesting underlying data.\nWith this degree of average age variability they can't compare failure rates.\nThey should show us Kaplan-Meier (survival","author":"croemer","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905348"},{"id":"5f55e21b-ce2f-45a4-94cf-54c47d921915","source":"hackernews","source_id":"49903391","content_type":"comment","title":null,"body_preview":"With more old drives in the fleet it would be interesting to see a followup chart from the bathtub curve post https://www.backblaze.com/blog/drive-failure-over-time-the-b...","author":"kalleboo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903391"},{"id":"8d36385d-aac0-424d-acba-7d7abb876a9b","source":"hackernews","source_id":"49916474","content_type":"comment","title":null,"body_preview":"I have 2 3TB WD green desktop drives in my nas that have been running for 12 and 13 years power on time. Both have the disable head parking fix applied. Over the same period I've had 4 seagate nas dri","author":"thrixton","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916474"},{"id":"761678f8-14f5-4f74-9245-4386e103567a","source":"hackernews","source_id":"49903475","content_type":"comment","title":null,"body_preview":"I'm surprised Backblaze doesn't use host-managed SMR. I would expect that they'd already write data sequentially for speed and have different storage tiers (for \"hot\" data likely to be changed/deleted","author":"tgsovlerkhgsel","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903475"},{"id":"dd7fbda1-4efe-453e-9a01-7edcc62d0cfa","source":"hackernews","source_id":"49907198","content_type":"comment","title":null,"body_preview":"Always interesting to see if my anecdotal Seagate failures align with the stats. WD Red's usually pull through for me.","author":"Ellis_dev","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907198"},{"id":"a0e798a9-f353-49a4-9f08-ab186a24dfb4","source":"hackernews","source_id":"49902375","content_type":"comment","title":null,"body_preview":"Seagate: It was the best of drives, it was the worst of drives…\n*AFR%-wise","author":"pocketman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902375"},{"id":"f554dc7a-23c1-4ffa-8bfb-f962e27c9662","source":"hackernews","source_id":"49903440","content_type":"comment","title":null,"body_preview":"I bought two WD Red 6TB drives for a NAS, and both failed within two years. That’s unusually bad in my experience. Across two other NAS systems I’ve used for 15–20 years, I’ve only replaced drives thr","author":"atmosx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903440"},{"id":"5995dade-d176-41c8-8e63-298d3ce27077","source":"hackernews","source_id":"49902881","content_type":"comment","title":null,"body_preview":"Something that's interested me is how hard drive capacities have continuously gone up, but read and write speeds have not really changed. To the point where it would take multiple days to read these n","author":"Gigachad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902881"},{"id":"682b5ccc-3ff7-4a99-8184-d2c27cb8092a","source":"hackernews","source_id":"49904655","content_type":"comment","title":null,"body_preview":"Hard drives.... I remember those things... didn't I used to use them before the Great HDD and SSD Extinction of 2025-2026?\nSeriously, I had to replace 2 hard drives in my NAS this year like a bad luck","author":"reenorap","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904655"},{"id":"be0f63b2-14e0-4b4a-8698-6bac661aaf53","source":"hackernews","source_id":"49903259","content_type":"comment","title":null,"body_preview":"Tables with headers that scroll differently from their body is a horror I had not imagined until I clicked this link","author":"sgammon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903259"},{"id":"c3b2bdb1-6bea-4c4d-8416-a6f080948b5b","source":"hackernews","source_id":"49904089","content_type":"comment","title":null,"body_preview":"In 2013 Backblaze saw ~14% avg failure rate at 3 years 3 months. Drive useful life: 4 years, roughly.\nIn 2021, Backblaze saw ~14% failure rate at 7 years 9 months.  Drive useful life: about 6 years.\nT","author":"realityfactchex","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904089"},{"id":"819d6955-72b4-4f66-9f19-7c974344b6ae","source":"hackernews","source_id":"49904349","content_type":"comment","title":null,"body_preview":"Anyone have fun stories of things they built with tcl/tk? I feel like there's still room for tiny apps with it in theory, but I tend to have the problem of wanting to stuff \"arbitrary rich text\" into ","author":"rtpg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904349"},{"id":"30351635-0384-46e8-85f4-da6470e3cb36","source":"hackernews","source_id":"49900381","content_type":"comment","title":null,"body_preview":"I wonder when Linux distros will start shipping 9.0 or 9.1. Even Arch is still stuck on 8.6, despite 9.0 being released two years ago.","author":"0x0203","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900381"},{"id":"241caf7d-95aa-445f-9bc7-e730179aa93b","source":"hackernews","source_id":"49901990","content_type":"comment","title":null,"body_preview":"I did some Tcl work a quarter century agi, but really if I were in the market for an extension glue language today, I'd reach for Lua first.","author":"fmajid","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901990"},{"id":"813ad4b9-5148-4e8b-9271-82d493212799","source":"hackernews","source_id":"49898216","content_type":"comment","title":null,"body_preview":"Tcl/Tk has saved me  back in the day. The Windows distribution BAWT/Magicsplat are timely updated\n..... but they do not come with Next Scripting Framework.\nThere was a new release on September 16, 202","author":"fithisux","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","missing_platform_voice","template_phrases"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898216"},{"id":"adafb11b-15d9-4de9-aa29-05c9b306e13f","source":"hackernews","source_id":"49900569","content_type":"comment","title":null,"body_preview":"Many years ago, I worked at a company that used Tcl as the scripting language for its primary product. At one point, a hotshot product manager started agitating to replace it with something more moder","author":"billybuckwheat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.2136879431433369,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900569"},{"id":"99c0a211-ad37-4f16-a8c2-01c36c79f839","source":"hackernews","source_id":"49897736","content_type":"comment","title":null,"body_preview":"The cool thing is that even if you take something arguably super modern, like the latest Claude models, it is able to write Tcl/tk applications for you that you might not have done at that level in th","author":"sgt","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897736"},{"id":"e31b30eb-76f0-435a-b830-82742ac24df5","source":"hackernews","source_id":"49898954","content_type":"comment","title":null,"body_preview":"The little language that could.\n“Tcl tends to get ported to weird places like routers.” (Larry Wall, October 1997)","author":"gbacon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898954"},{"id":"95d25fa9-fb9e-463a-838e-cd2a3730fef8","source":"hackernews","source_id":"49900581","content_type":"comment","title":null,"body_preview":"I tried to get into tk via ruby-tk.\nI ended up really disliking tk.\nUsing ruby-gtk2 and ruby-gtk3 was much nicer. (Sadly, gtk4 sucks, so that's the end of the story there.)\nI kind of want a universal ","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.14092174735094595,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900581"},{"id":"a7bd1f73-738d-4b59-a169-b40d1b34af38","source":"hackernews","source_id":"49898247","content_type":"comment","title":null,"body_preview":"Many VLSI CAD tools come with a tcl console window.    Im gratified to see the continued language support\nKudo’s to Mr Osterhout’s long lived legacy","author":"elhosots","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898247"},{"id":"de94a61c-7752-4138-94c9-d0e53a8fa1b8","source":"hackernews","source_id":"49897592","content_type":"comment","title":null,"body_preview":"For the full release announcements see:\nhttps://newsgrouper.org/%3C119gpah$3eu5q$1@dont-email.me%3E (Tcl) and\nhttps://newsgrouper.org/%3C119gpbh$3eu5q$2@dont-email.me%3E (Tk).","author":"cmacleod4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897592"},{"id":"f18a961a-0d3c-409c-8a97-14b57bfe83ae","source":"hackernews","source_id":"49897559","content_type":"comment","title":null,"body_preview":"Congrats to the community and the core team. Their dedication to maintaining Tcl/Tk as a gold standard of stability, pragmatism, and lightweight cross-platform development is inspiring.","author":"neofytos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897559"},{"id":"7bf0b123-05d5-4bd5-bbc8-3115fcaac997","source":"hackernews","source_id":"49898393","content_type":"comment","title":null,"body_preview":"I once had an O'Really book named 'Perl/Tk'. I mean, I still have it somewhere... I've the feeling reading through it will maybe become my AI recovery therapy at some point?","author":"Aldipower","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_hedging"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898393"},{"id":"d33455be-3190-48ae-a001-4d9753f387ac","source":"hackernews","source_id":"49897136","content_type":"comment","title":null,"body_preview":"Excellent to read Tk is getting better acessibility support. I love using it for quick little Perl/Tk GUI applications but I'm also slowly going blind from retinal tearing. It's good to see progress i","author":"superkuh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897136"},{"id":"ef1c1638-b14f-47f0-ac93-5287bda6b744","source":"hackernews","source_id":"49916629","content_type":"comment","title":null,"body_preview":"AOL released an AIM client called TiK[0] that used their TOC protocol[1] (Talk to OSCAR), which is text-based while OSCAR is binary, that was written in Tcl/Tk (and I think a console Tcl only version ","author":"bpeebles","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916629"},{"id":"3fcc10d8-1ad9-4cd8-82fb-c300b060f66d","source":"hackernews","source_id":"49899996","content_type":"comment","title":null,"body_preview":"Tcl is way too smart of a language for its own good. I love how everything is a string or can be hacked on a string, so you can basically do levels of metaprogramming that reach unheard of levels","author":"qalmakka","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899996"},{"id":"e65906cf-25a9-4198-8550-1f591eace279","source":"hackernews","source_id":"49897525","content_type":"comment","title":null,"body_preview":"Tcl/Tk has got to be the easiest GUI system out there; you can get simple stuff going with no effort - nothing I've seen comes close to that simplicity.\nGood to see it's getting some modern support.","author":"trebligdivad","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897525"},{"id":"f99874b1-18fd-452a-869e-379e047419e0","source":"hackernews","source_id":"49899756","content_type":"comment","title":null,"body_preview":"The biggest early selling point of Tcl was Tk, as a relatively easy way to make good-enough GUI programs with open source on Unixen and the X Window System.  Even much easier than the easier-to-use X ","author":"neilv","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899756"},{"id":"8c306aeb-5288-4f2c-bfb7-ac7412d244f0","source":"hackernews","source_id":"49901218","content_type":"comment","title":null,"body_preview":"Tcl is certainly a bit weird and takes getting used to, but I have found it worth learning its idiosyncrasies, particularly because my applications use sqlite, which fits very naturally with Tcl.\nFrom","author":"ripe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901218"},{"id":"30164e2d-97d2-42ef-bcf4-96ba45bb77f2","source":"hackernews","source_id":"49900128","content_type":"comment","title":null,"body_preview":"I have a soft corner for TCL, because of its idiosyncracies and weird dynamic stringy playfulness. I would be wary of using it professionally but to play around for the fun of it ... it's just too muc","author":"srean","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","absence_of_ai_signals"],"bot_score":0.14094892394898573,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900128"},{"id":"2724c192-c505-4e05-a5fc-1ef77128d283","source":"hackernews","source_id":"49908978","content_type":"comment","title":null,"body_preview":"I used to use KCC when I had a Kindle and it was great ! But now that I have a android based e-reader, I use Mihon","author":"maeln","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908978"},{"id":"4dcae8a7-3628-4969-944c-eb81dcacb1d3","source":"hackernews","source_id":"49909827","content_type":"comment","title":null,"body_preview":"Hi, Could this have been a KOReader plugin too where all this processing etc is done on KOReader/Kindle itself instead of another machine?","author":"smusamashah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.09830985111619757,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909827"},{"id":"c89eb46a-affe-4192-ab1f-ea379956bf34","source":"hackernews","source_id":"49903482","content_type":"comment","title":null,"body_preview":"Comments on a previous ShowHN, https://news.ycombinator.com/item?id=43916956","author":"brudgers","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.07145602746084347,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903482"},{"id":"140939d0-6de4-484d-9dd0-ac326b8c0081","source":"hackernews","source_id":"49905471","content_type":"comment","title":null,"body_preview":"I read a lot of manga and comic since my childhood but never even once in my life I have able to enjoy manga on tablet/mobile as much as I enjoy them as physical volume. But looking forward to use Kin","author":"elli0t-yash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905471"},{"id":"9421c758-405e-4309-b639-e368dc731f32","source":"hackernews","source_id":"49905419","content_type":"comment","title":null,"body_preview":"Comic books and manga are amusingly amount the least digitizable mediums as you have the choice of good resolution but an unpleasant reading experience with lit screens on a desktop, laptop, tablet or","author":"xyzsparetimexyz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","semantic_blandness"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905419"},{"id":"e4a95297-ee1a-46ee-80a4-2a558b093cd9","source":"hackernews","source_id":"49909997","content_type":"comment","title":null,"body_preview":"KCC best features:\n1) filesize optimization. Think 600 to 100 mb after optimization per volume depending on source and settings. Does it by downscaling and dithering from 256 to 16 shades of gray (e.g","author":"seam_carver","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","semantic_blandness","absence_of_personality"],"bot_score":0.1510179953451868,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909997"},{"id":"57c42e22-9fc7-49ad-95a5-54e6e5509781","source":"hackernews","source_id":"49905621","content_type":"comment","title":null,"body_preview":"It would be nice to have a fun feature where we could vote for the most coolest asteroid. In a bracket way so we can see actual fandom battles.\nSilly? Definitely, but who said the internet needs to be","author":"ratox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905621"},{"id":"dab9390c-f1f0-4edc-8067-faa6d01f1628","source":"hackernews","source_id":"49909119","content_type":"comment","title":null,"body_preview":"Very cool.\nI'm curious why is there a ring around earth - is that kind of a default position that a bunch of them automatically get given if there isn't more specificity in the data?","author":"boringg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909119"},{"id":"7e86ad9a-87ad-4d7e-83d1-c5bbb1f12dc3","source":"hackernews","source_id":"49908650","content_type":"comment","title":null,"body_preview":"This puts it in perspective how much of satellites is just Starlink.","author":"ShinyLeftPad","classification":"human_created","confidence":0.6,"indicators":["terse_replies"],"bot_score":0.08321312698353815,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908650"},{"id":"9ea823eb-4603-4daa-8791-d518578f72de","source":"hackernews","source_id":"49909702","content_type":"comment","title":null,"body_preview":"This is awesome!  Thank you for building this.\nI could find 3I/ATLAS using the search box for \"ATLAS\".\nWould it be possible to also have the search for \"interstellar\" list objects classified as inters","author":"vibe42","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909702"},{"id":"5959f9d3-d136-41be-b48a-9e182b75e873","source":"hackernews","source_id":"49899081","content_type":"comment","title":null,"body_preview":"Super!  Not easy to select or center on a planet though.","author":"java-man","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899081"},{"id":"74763293-a6dd-40cf-8712-fd3ec5ae201c","source":"hackernews","source_id":"49901311","content_type":"comment","title":null,"body_preview":"This is amazing. Well done. How long did it take to make?","author":"nugzbunny","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901311"},{"id":"04f217ac-bd27-44bd-b589-c612a24c8d74","source":"hackernews","source_id":"49906668","content_type":"comment","title":null,"body_preview":"Always wanted to see the asteroid belt's true density visualized; this really puts it into perspective. Impressive work keeping everything performant.","author":"dunlin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906668"},{"id":"4f6eea05-4fe9-4f49-90d1-db55915895a0","source":"hackernews","source_id":"49909633","content_type":"comment","title":null,"body_preview":"I had no idea that we there are SO many aesteroids that we keeping track of. How are we even doing that? How do we recognize one aesteroid from another?","author":"smusamashah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_curiosity","lack_of_ai_signals"],"bot_score":0.09830985111619757,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909633"},{"id":"d7d3366c-2317-4dba-be95-4c095556f1d9","source":"hackernews","source_id":"49909238","content_type":"comment","title":null,"body_preview":"As of September 29, 2026, there are 16,613 active satellites in Earth orbit, 11,128 of them Starlink.\nA fun fact: Kessler syndrome is a runaway chain reaction in orbit. Collisions create debris, and t","author":"ev0lv","classification":"ai_generated","confidence":0.85,"indicators":["false_specificity","synthetic_empathy","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909238"},{"id":"394c4e68-78b4-4f13-9ab9-75df4f25e8c3","source":"hackernews","source_id":"49908599","content_type":"comment","title":null,"body_preview":"As a \"this is also in current events\" ( Successful Earth flyby improves Juice’s course to Jupiter - https://www.esa.int/Science_Exploration/Space_Science/Juice/... )\nDoing a search for JUICE as a spac","author":"shagie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_observation"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908599"},{"id":"2afa544b-d6d7-415a-ba69-c6fe53447dfe","source":"hackernews","source_id":"49912944","content_type":"comment","title":null,"body_preview":"I did some star gazing at an official \"dark place\" and was really amazed at just how much constant motion you can see from satellites flying around","author":"waylandsmithers","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912944"},{"id":"971f2599-4021-4154-b432-28db366d91cd","source":"hackernews","source_id":"49901785","content_type":"comment","title":null,"body_preview":"Quite incredible how much manmade crap there is up there, and much of it probably useless, and a potential problem for the satellites which are of actual use.","author":"nephihaha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11991911998594489,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901785"},{"id":"bdcd1343-366a-4209-a050-398e89851a47","source":"hackernews","source_id":"49917755","content_type":"comment","title":null,"body_preview":"Love this! Will Roman be showing up eventually? I couldn't find it (on mobile anyway, where the results are a bit tight).\nhttps://romantelescope.info/news/roman-space-telescope-jpl-h...","author":"oxzidized","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917755"},{"id":"d3d18d3d-43fc-4ddb-b546-043165843da5","source":"hackernews","source_id":"49902769","content_type":"comment","title":null,"body_preview":"Celestia did all of this and more. 10+ years ago.\nhttps://celestiaproject.space/","author":"tintor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17817418046364752,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902769"},{"id":"f83d72e6-e098-4eaf-b148-9b79848055ea","source":"hackernews","source_id":"49900584","content_type":"comment","title":null,"body_preview":"Wow, speedy and convenient! Well done!\nSome insights:\n* There is sooo much space debris! Dead sattelites and rocket bodies\n* Starlink put up a hell of lot of satellites, too.\n* There is a pretty dense","author":"einpoklum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900584"},{"id":"2139d382-80d6-4d21-8148-1fb32dc385f4","source":"hackernews","source_id":"49902730","content_type":"comment","title":null,"body_preview":"Just spent a little time following Europa Clipper, it will fly by Earth very soon! If you zoom out from Earth, it's already pretty close. This will be its second gravity assist after Mars. Very cool s","author":"climech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902730"},{"id":"c2d90259-ed5a-4875-9226-cb44ade7f89d","source":"hackernews","source_id":"49902174","content_type":"comment","title":null,"body_preview":"Beautiful site. I love how tranquil the scene becomes when satellites and spacecraft is unchecked. Thanks for that SpaceX (and others).","author":"karim79","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.09410867593754012,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902174"},{"id":"a8cb4393-9adc-49fd-9309-cc92acdc6b88","source":"hackernews","source_id":"49905285","content_type":"comment","title":null,"body_preview":"Brilliant project and very well done.\nThat aside, it is just astounding that even a  moderate laptop just plows through this as thought it is nothing.\nI remember doing orbital calculations on a 486DX ","author":"FlowingRiver","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905285"},{"id":"8210a9b3-e334-4724-980f-1f2993c19e19","source":"hackernews","source_id":"49899187","content_type":"comment","title":null,"body_preview":"Author here. It's a browser view of the Solar System at real scale, with its current state, plus the objects around Earth from the CelesTrak catalog.\nData: CelesTrak TLEs (SGP4), asteroids and comets ","author":"wanick","classification":"human_created","confidence":0.85,"indicators":["author_here","platform_fluency","technical_detail_specificity","absence_of_ai_signals"],"bot_score":0.23438614696154092,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899187"},{"id":"28c25098-3aa0-45c2-9933-ed993eb0748e","source":"hackernews","source_id":"49917624","content_type":"comment","title":null,"body_preview":"- posts page got 404?\n- https://cairnc.github.io/posts/","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09076656358978448,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917624"},{"id":"05bebcec-9f39-46cf-8b7f-d418c9a27b29","source":"hackernews","source_id":"49893910","content_type":"comment","title":null,"body_preview":"I wrote a short post about convex hull building and dual polytopes.\nDual polytopes are one of those things I understand and then inevitably forget the details of a few months later, so I mostly wrote ","author":"OlympicMarmoto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","self_reference"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893910"},{"id":"f86f41ee-c39d-46ab-bc39-6f30c0f7b38a","source":"hackernews","source_id":"49914618","content_type":"comment","title":null,"body_preview":"Holy shit. They went from 1.27.3 to 28.0.0. These guys are hauling ass","author":"godbox","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914618"},{"id":"b7254380-3f4f-41ed-9c48-e60463a89eca","source":"hackernews","source_id":"49914425","content_type":"comment","title":null,"body_preview":"they skipped 26 major versions, ai is truly amazing","author":"MitPitt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914425"},{"id":"dfc689d0-03f9-4aa3-8591-4736a4579e22","source":"hackernews","source_id":"49916359","content_type":"comment","title":null,"body_preview":"Why does Gitea uses (hosts on etc.) Github and not on Gitea.","author":"donbox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916359"},{"id":"6d0c5b4d-e9a3-4cd3-8c47-7937f03e502c","source":"hackernews","source_id":"49914400","content_type":"comment","title":null,"body_preview":"> This release contains security fixes. To give everyone time to upgrade, details will be added to this post in about a week.\nIs this something that has been happening for a while or a new trend due t","author":"ThePinion","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914400"},{"id":"d5eb33e6-e169-4017-8db9-1bf86182dbe1","source":"hackernews","source_id":"49914457","content_type":"comment","title":null,"body_preview":"For anyone curious why they should choose one over the other:\nhttps://forgejo.org/compare-to-gitea/","author":"wasting_time","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914457"},{"id":"9e239910-3d9f-47a0-b5d8-433ab1089c6d","source":"hackernews","source_id":"49915194","content_type":"comment","title":null,"body_preview":"Remember, if all you need is a git remote to push to somewhere via ssh, `git init --bare` on your server should be available and is solid if you don't need a web interface.  Now you've got something y","author":"dogline","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915194"},{"id":"e3c5527c-b36b-4cd5-baac-48e86a61d9ff","source":"hackernews","source_id":"49910674","content_type":"comment","title":null,"body_preview":"This is a huge problem in manufacturing. Unless you're on the latest \"node\" your options are bleak: Decades-old stock that's been rotting in a warehouse, parts pulled from boards and resold as new, ch","author":"phendrenad2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12915748517808667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910674"},{"id":"285b1ffc-3665-4d52-8386-541b4d16af92","source":"hackernews","source_id":"49908021","content_type":"comment","title":null,"body_preview":"Did they say how many they built total? Was this 60ish boards out of 100, 600, 6000?","author":"cmptrnerd6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908021"},{"id":"94d2b280-67a6-4173-a65d-a8d12cedc8be","source":"hackernews","source_id":"49906564","content_type":"comment","title":null,"body_preview":"Crystal failures are always a problem. We used to chuck a bag of them in a tumbler for an hour then on a tray on a vibration table for an hour. About 20% would fail on test from being entirely open ci","author":"sdcfgy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","niche_expertise"],"bot_score":0.1322204972155219,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906564"},{"id":"c5376f70-1cbb-4414-87e7-e7792bbc06fd","source":"hackernews","source_id":"49916120","content_type":"comment","title":null,"body_preview":"recently i was suffering in a \"no reviews\" experiment on Amazon, and it took a few moments to overcome \"you're crazy it works for me\" .  Despite all of us building AB tests, few have embraced the rami","author":"tonymet","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11955172211433215,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916120"},{"id":"b842347c-0a79-46a0-843c-6a6188d9c0a8","source":"hackernews","source_id":"49916064","content_type":"comment","title":null,"body_preview":"The comments here about A/B testing are one thing, the real wave that will be massive is unprecedented personalization compared to what exists today.","author":"j45","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.22300183001243942,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916064"},{"id":"bb7acff7-d4c9-4f92-99a3-649dc938672d","source":"hackernews","source_id":"49915962","content_type":"comment","title":null,"body_preview":"I’m not particularly biased against technology, but even to me, this sounds very dubious","author":"jamesforestwest","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915962"},{"id":"5b824860-7fc2-4122-a9f3-db4605afcf06","source":"hackernews","source_id":"49915028","content_type":"comment","title":null,"body_preview":"Welcome to a world where commenting on a YouTube video is the same as writing a product review on Amazon. Now you need to include enough details that future readers will be able to tell that you are t","author":"fn-mote","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915028"},{"id":"a64a6b9f-e9db-48b5-9e93-6e24060fc289","source":"hackernews","source_id":"49920670","content_type":"comment","title":null,"body_preview":"I am probably looking waaaay too much into this, but I was told 5+ years ago that streaming platforms will develop AI to plugin \"natural\" product placement for each user.\nFor example, ad algorithm wil","author":"trymas","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920670"},{"id":"219aa489-9cdf-453f-81e0-480003a7581a","source":"hackernews","source_id":"49915865","content_type":"comment","title":null,"body_preview":"Anybody else seeing ghosty black lines on hn after reading that dark page? Like a negative version of some sort, lingering in your vision?","author":"neals","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915865"},{"id":"61194e45-7165-4e69-8201-67c9779a03c4","source":"hackernews","source_id":"49914952","content_type":"comment","title":null,"body_preview":"In most cases the A and the B in an A/B test really should otherwise mostly identical, but one thing is different.\nIf almost everything is different, it’s hard to learn for next time what exactly what","author":"akst","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","missing_platform_voice"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914952"},{"id":"b773dc63-0118-4542-ad64-bba96b02bf17","source":"hackernews","source_id":"49915262","content_type":"comment","title":null,"body_preview":"Could go even further and produce multiple sections and let the \"algorithm\" edit them together in whatever order.\nintro (2x 15 second clips pulled from random places in all the other sections)\nsection","author":"jaggederest","classification":"ai_generated","confidence":0.9,"indicators":["uniform_paragraph_rhythm","semantic_blandness","lack_of_platform_voice"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915262"},{"id":"8eca2b16-da4c-4f01-90e2-ef9bf4e76325","source":"hackernews","source_id":"49915654","content_type":"comment","title":null,"body_preview":"What a strange choice from YouTube. They won't even let you create a draft of a video ( private not published anywhere ) and then replace the video before publishing. This seems much more confusing, i","author":"skyberrys","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1585168262503877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915654"},{"id":"ba387523-f0d0-4467-97a9-8372b75f3daa","source":"hackernews","source_id":"49922116","content_type":"comment","title":null,"body_preview":"Mainstream software development has been gutless and captured by MBA culture for decades at this point. Just like all other aspects of culture: video games, music, television. We can only optimize for","author":"sicktriple","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","semantic_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922116"},{"id":"40ebdc0c-6359-4ce7-81dd-1a8b048ca5ef","source":"hackernews","source_id":"49921752","content_type":"comment","title":null,"body_preview":"> YouTube spends way too much time chasing their competitors\nIs A/B testing a thing on TikTok and/or Instagram (or similar platforms)?","author":"jasonjmcghee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.0860696116012891,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921752"},{"id":"cf4173f3-a6b3-4f73-bfb0-449ffe4a1803","source":"hackernews","source_id":"49920273","content_type":"comment","title":null,"body_preview":"People who use DeArrow keep winning. For those outside the loop, it crowdsources alternative titles grounded on the video's actual contents rather than clickbait, and similar with thumbnails.\nPresumab","author":"miladyincontrol","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920273"},{"id":"98aed6e1-b71f-4663-a1aa-60c589adc296","source":"hackernews","source_id":"49914469","content_type":"comment","title":null,"body_preview":"> The skill of being a “creator” is not about maximizing views, retention, etc. It’s about finding creative ways to share stories, teach concepts, explore ideas, etc. Views, retention, etc. are all do","author":"smarf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914469"},{"id":"16484480-8767-44c3-a397-f22c2ff68f47","source":"hackernews","source_id":"49915031","content_type":"comment","title":null,"body_preview":"I'm not a fan of the new approach, which is, basically \"We don't need to be creative, up front. We'll just shove some crap out quickly, and work on the friction points.\"\nBut it's not that simple. We d","author":"ChrisMarshallNY","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.13334303315458976,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915031"},{"id":"3441f85d-658d-4d26-9d4c-cc8f379b546a","source":"hackernews","source_id":"49915565","content_type":"comment","title":null,"body_preview":"OT: YouTube has some big problems.\nI don't think I am the audience for YouTube any more.\nYouTube is converging towards where all the social media sites are:\n* shorts\n* photo/text posts\n* longer videos","author":"wewewedxfgdf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.12187114451819908,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915565"},{"id":"c4c1ae16-fe74-424b-905d-7dbe9a247e01","source":"hackernews","source_id":"49915520","content_type":"comment","title":null,"body_preview":"As Seth Godin said:\n> Enough A/B testing will turn any website into a porn site","author":"jordwest","classification":"human_created","confidence":0.85,"indicators":["human_quoting_source","absence_of_ai_indicators"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915520"},{"id":"df5ab9be-d121-4b2b-8283-b6b3a6d1ed17","source":"hackernews","source_id":"49915546","content_type":"comment","title":null,"body_preview":"From [0]:\n> The funny thing about scoring systems is they are kind of little dictators. They tell you what you’re supposed to want and value. And that’s the weird thing. Scoring systems are little def","author":"csnover","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915546"},{"id":"5c0facdf-8521-41a1-b646-64ef98855404","source":"hackernews","source_id":"49914460","content_type":"comment","title":null,"body_preview":"I strongly believe A/B testing users without their knowledge and enthusiastic consent is unethical. If you don't have enough confidence in your changes to make them carte blanche, then don't make them","author":"OkayPhysicist","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914460"},{"id":"18acef20-a4bb-4a3a-af2a-f41f15fa5d18","source":"hackernews","source_id":"49915200","content_type":"comment","title":null,"body_preview":"\"There’s this sort of unspoken rule of community on YouTube, that like we’re all having this same experience together — we’re all watching the same video. That is what makes it a cultural phenomenon i","author":"beloch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915200"},{"id":"c24baac6-16a7-4926-ac10-e462d263f083","source":"hackernews","source_id":"49922521","content_type":"comment","title":null,"body_preview":"> there are over a hundred of them across every continent except Antarctica, and several of them ship worldwide, so there’s almost certainly one serving your region.\nThey forgot to mention 99% of them","author":"nromiun","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922521"},{"id":"82bf0fae-12a4-4442-baf7-00ec6622061e","source":"hackernews","source_id":"49920872","content_type":"comment","title":null,"body_preview":"feels like a lot of money.\nI suggest you get a jetson nano instead if youre doing robotics or anything serious with an RPI.\nIf you just want a cheap computer, you're probably better off with a second ","author":"RugnirViking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920872"},{"id":"645a6f13-47ac-4729-8811-baf2f63f8a0f","source":"hackernews","source_id":"49923886","content_type":"comment","title":null,"body_preview":"Is it finally time to open my unused SBCs drawer and dump them all on ebay?","author":"Copenjin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923886"},{"id":"b8979f7a-147a-43dd-a71f-4fb67c4a8c03","source":"hackernews","source_id":"49921009","content_type":"comment","title":null,"body_preview":"Swapped a Pi for a used Dell micro in my closet rack and the thing I didn't expect to miss was GPIO, had to add a cheap Pico for the fan and sensors.","author":"hn3ufz62f7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921009"},{"id":"994147c5-a6e4-4488-a23f-04fbb49596e7","source":"hackernews","source_id":"49926699","content_type":"comment","title":null,"body_preview":"Oh no, I would be annoyed about the price hikes if I could actually buy a board anywhere...","author":"valdiorn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926699"},{"id":"308989da-ecea-4bbf-86e0-3ff2fa91f27c","source":"hackernews","source_id":"49921041","content_type":"comment","title":null,"body_preview":"You could just use an old second-hand phone for under $60. You’d get a built-in battery, much more RAM, and a screen included. For the output, just use a $3 ESP32 connected over Wi-Fi or USB. Seems li","author":"noahnathan25","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921041"},{"id":"d0e4540f-8b7b-4bb5-b4b0-32f035886544","source":"hackernews","source_id":"49920910","content_type":"comment","title":null,"body_preview":"Why would anyone buy a Pi when they could simply burgle the home of a friend or neighbor and steal their computer?","author":"justin66","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920910"},{"id":"93ce645c-13e7-4747-9e1d-e982b433d5e2","source":"hackernews","source_id":"49921289","content_type":"comment","title":null,"body_preview":"It's amazing how much they've lost the tinkerer audience over the last few years. Unless you really need the GPIO, there are far better and cheaper alternatives for a low power computer.","author":"static_motion","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921289"},{"id":"5a5b71a2-4655-4976-8fef-fe21a310e134","source":"hackernews","source_id":"49902963","content_type":"comment","title":null,"body_preview":"people behave like engineers grow on trees.\nor processes can be restarted if they were not preserved and actively practiced.","author":"dzonga","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.13846933647534285,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902963"},{"id":"537587f4-7bfe-4b60-abb0-e8dd6487cfa4","source":"hackernews","source_id":"49902679","content_type":"comment","title":null,"body_preview":"Why would they do this?\n>  And Lockheed’s operational manuals for the SR-71A still exist—and are superb...\nI appreciate this level of documentation.","author":"trevithick","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902679"},{"id":"94f332a8-b329-4ccd-949e-04eaf5f09de9","source":"hackernews","source_id":"49905844","content_type":"comment","title":null,"body_preview":"I am a bit frustrated by the comments. NASA is not just a space agency; they do fight research. Yet, it seems like no one can imagine why NASA might be interested in having an operational Mach 3 aircr","author":"goodcanadian","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905844"},{"id":"60c37037-791c-41e8-9bae-8436ff16b1c8","source":"hackernews","source_id":"49906206","content_type":"comment","title":null,"body_preview":"Hands down, the best looking plane that ever took to the skies.","author":"brenw","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906206"},{"id":"cdc516ee-cad2-40a7-854d-90643b218e23","source":"hackernews","source_id":"49902955","content_type":"comment","title":null,"body_preview":"Nasa reported they're not restarting the actual plane, it would cost too much money, they're making a new one based on the SR-71","author":"anorphirith","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902955"},{"id":"b9699041-dfd7-4c12-b235-9074db66611b","source":"hackernews","source_id":"49910121","content_type":"comment","title":null,"body_preview":"This fills me with monumental amounts of joy and excitement. Especially being young enough to only know about the Sr-71 through stories and pictures, it would be incredible to see it in the air again.","author":"lcb13","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910121"},{"id":"3c788892-e95e-45d6-b0bd-199226a1cfb2","source":"hackernews","source_id":"49902729","content_type":"comment","title":null,"body_preview":"A-12 (Oxcart) pilots say that the SR-71 was the station wagon version :)","author":"consumer451","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902729"},{"id":"0086a352-7da6-422d-89a8-eeb476046736","source":"hackernews","source_id":"49902739","content_type":"comment","title":null,"body_preview":"As time goes on, Warhammer 40k will become a better and better guide to current events, apparently. Only one question: after recovering this lost standard template constructor pattern, how will the ri","author":"whatshisface","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902739"},{"id":"139626b3-fedd-4785-b9cf-454dbcd71aee","source":"hackernews","source_id":"49903284","content_type":"comment","title":null,"body_preview":"Fun fact: the US could not produce enough titanium to manufacture them, so the CIA set up shell companies to buy some from the Soviets.","author":"fmajid","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903284"},{"id":"9e8f2c79-9662-42f9-aa1b-d4b6732f5ce5","source":"hackernews","source_id":"49905296","content_type":"comment","title":null,"body_preview":"Why would they choose SN 61-7980? I get that it was the last one off the line, but it's been sitting out in the weather at Edwards, not even in the boneyard. SN\n61-7964 has been out of service about a","author":"GolfPopper","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905296"},{"id":"fc228cf2-8d76-4d4a-b4f5-0cb6fa6e4cea","source":"hackernews","source_id":"49903305","content_type":"comment","title":null,"body_preview":"I’m with the old guy on this, too long since it last flew.\nIt makes no sense to me, it would be an expensive and pointless vanity project. Sounds like there is a chain of people too afraid to say no, ","author":"cjbgkagh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903305"},{"id":"a155a6fe-cbba-441b-8dc5-5c33601371bd","source":"hackernews","source_id":"49907563","content_type":"comment","title":null,"body_preview":"The Blackbird is a deeply awesome machine, and hn understandably loves it. But this initiative is almost certainly about agency funding and access to budget, not engineering.\nThe Orange Entity sets th","author":"andyjohnson0","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","speculative_reasoning","absence_of_ai_signals"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907563"},{"id":"ed924c91-3737-4a42-91dc-025c580183a2","source":"hackernews","source_id":"49905247","content_type":"comment","title":null,"body_preview":"If you haven't already read it Ben Rich's Skunk Works: A Personal Memoir of My Years at Lockheed is truly excellent read. Highly recommended.","author":"voxadam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905247"},{"id":"00aabdcc-7a2d-488f-b39a-151b6171464f","source":"hackernews","source_id":"49903154","content_type":"comment","title":null,"body_preview":"This feels like the steam catapault kerfuffle from earlier this year. Maybe I'm missing some vital reason these retired technologies must be revived, but it's not inspiring when our military doctrine ","author":"Centigonal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08487054532422281,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903154"},{"id":"71844384-f5a3-4d96-a225-08d4a298d7e0","source":"hackernews","source_id":"49902714","content_type":"comment","title":null,"body_preview":"I'd be more astonished if there isn't something superior to the SR71 (likely unmanned) that has been flying around at night from facilities like Groom Lake for years. Look at how long the RQ180 was fl","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902714"},{"id":"06243fb7-b1f6-41b1-b122-88032d073725","source":"hackernews","source_id":"49911234","content_type":"comment","title":null,"body_preview":"There is an SR-71 on display in Seattle's Boeing Museum of Flight. One of my most favorite memories of it was taking my late Belarussian grandfather to that museum and having one of the docents there,","author":"danielodievich","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911234"},{"id":"1561edec-ada3-47e2-a4c2-017fd4e234bf","source":"hackernews","source_id":"49902940","content_type":"comment","title":null,"body_preview":"> The Air Force and NASA destroyed a $600 million supply of spare parts for the Blackbird fleet in 2007. The move came long after it seemed unlikely, if not impossible, that an SR-71A would return to ","author":"justin66","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902940"},{"id":"b1e3c909-1df4-4be9-87ab-244ea37560c1","source":"hackernews","source_id":"49904847","content_type":"comment","title":null,"body_preview":"A couple of questions/observations:\n1) when people say \"destroyed the jigs, tools and spares in 2007\" What do they actually mean? Burying things isn't destroying. Putting them in a furnace is destroyi","author":"ggm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13189108789097387,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904847"},{"id":"1edc65f6-8de6-4811-b758-f9c5605a7249","source":"hackernews","source_id":"49907002","content_type":"comment","title":null,"body_preview":"> “Every time I threw one of these things out there, he says, ‘Oh, engineering will take care of that [and] engineering will take care of that,’” Relja recalls.\nThat sounds all to familiar to people t","author":"braiamp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907002"},{"id":"b8ddc7bb-f14a-48c5-afce-3a05bc8f43ab","source":"hackernews","source_id":"49909815","content_type":"comment","title":null,"body_preview":"The general tone here seems to be against the effort, but separate the circus from the ringmaster and there is a lot to like here.\nHaving a manned, very high altitude, very fast research plane is undo","author":"scrumper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.20435317269049041,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909815"},{"id":"1698c406-487a-430f-a89a-6747ae3745ed","source":"hackernews","source_id":"49914189","content_type":"comment","title":null,"body_preview":"Don't do it!\nhttps://accu.org/journals/overload/14/71/miller_2004/\nRecursive Make Considered Harmful\nBy Peter Miller","author":"fragmede","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.07897797070087068,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914189"},{"id":"224267da-5947-4aef-9428-15b0e43f51eb","source":"hackernews","source_id":"49917985","content_type":"comment","title":null,"body_preview":"How it works is that the top-level invocation runs the job server, and the children feed requests to it. The top-level controls the parallelism.","author":"kazinator","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.12854835550168797,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917985"},{"id":"3e94ad44-ec22-4ae2-8f4a-10157fb9bbc5","source":"hackernews","source_id":"49919141","content_type":"comment","title":null,"body_preview":"Setting environment variable `MAKEFLAGS=-j8` transfers to subprocesses.","author":"1kurac","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919141"},{"id":"8eb161f3-86d4-44ee-9588-c92ffb57df40","source":"hackernews","source_id":"49914925","content_type":"comment","title":null,"body_preview":"The `-j` is meant for the top-level invocation only, and the $(MAKE) pattern is standard.\nThe `+` or $(MAKE) \"tricks\" to ensure the jobserver is inherited in submake and any other subprocess are no lo","author":"stabbles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914925"},{"id":"ece24792-26e4-4a51-8b6e-587a40bf9a83","source":"hackernews","source_id":"49906880","content_type":"comment","title":null,"body_preview":"This is so good. And it's so absurd how programming languages so frequently treat types as a compile time check. Still. After so so long.\nIt's great having tools like Facet around to add runtime type ","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13088515036237502,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906880"},{"id":"71e5334d-697c-48a6-8f7c-be8fd610ad24","source":"hackernews","source_id":"49906826","content_type":"comment","title":null,"body_preview":"Spent too much time debugging alignment issues with Vulkan buffers. WebGPU having good tools like Facet from the start is a huge win.","author":"brinepot","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906826"},{"id":"fc9bba50-553d-4c13-8551-066dc49185ee","source":"hackernews","source_id":"49908752","content_type":"comment","title":null,"body_preview":"Nice, always good to have some extra checking.\nWhile most of the time you want the memcpy semantics, but I wonder if naga could be used to compute a facet SHAPE from the shader. Maybe it could be used","author":"scoopr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908752"},{"id":"4fa5f073-b43c-4344-9ee4-806ea2ec7a51","source":"hackernews","source_id":"49920017","content_type":"comment","title":null,"body_preview":"An even better approach is to have a proc macro that parses wgsl and writes the rust struct definitions for you. That way this failure case can't happen.","author":"xyzsparetimexyz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920017"},{"id":"6526d6de-7c5c-4a18-b722-1f1b46653932","source":"hackernews","source_id":"49908302","content_type":"comment","title":null,"body_preview":"> facet is a library for Rust which provides run-time reflection. By annotating your struct with #[derive(facet::Facet)], you get a SHAPE associated type which can be inspected at runtime.\nhttps://git","author":"genxy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908302"},{"id":"be063c52-cb94-42af-bea1-fff94da0e062","source":"hackernews","source_id":"49907056","content_type":"comment","title":null,"body_preview":"FWIW, there's a WebGPU extension which 'harmonizes' uniform buffer struct layout with other address spaces, but currently it's only implemented in Chromium-based browsers:\nTicket: https://github.com/g","author":"flohofwoe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907056"},{"id":"da600041-bd11-47b8-a513-86f1cc3d4738","source":"hackernews","source_id":"49926071","content_type":"comment","title":null,"body_preview":"Good thing this was posted again. I almost forgot for the 12th time. Thanks!","author":"spottedmarley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926071"},{"id":"32c5fcb9-3f37-489a-a0be-113e71f45581","source":"hackernews","source_id":"49925722","content_type":"comment","title":null,"body_preview":"27 comments from yesterday: https://news.ycombinator.com/item?id=49912499\n6 here, also from yesterday: https://news.ycombinator.com/item?id=49912288","author":"WalterGR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_reply","absence_of_hedging"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925722"},{"id":"2e69d9ab-8b56-4eaa-87f5-051fe57255f5","source":"hackernews","source_id":"49897371","content_type":"comment","title":null,"body_preview":"The name WSL has always struck me as a bit back area (LSW would seem to make more sense, since it is a Linux subsystem for Windows). I guess they mean it as a Windows Subsystem for Linuxing.\nAnyway, s","author":"bee_rider","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897371"},{"id":"12db2e9e-c996-46cc-bf6b-0b550930e1d5","source":"hackernews","source_id":"49898327","content_type":"comment","title":null,"body_preview":"Just a recommendation that difference between docker container and nsl on homepage is worth it","author":"teeskay","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898327"},{"id":"a9339b3f-a693-41b0-b518-a7e595acf0fc","source":"hackernews","source_id":"49896459","content_type":"comment","title":null,"body_preview":"Looks very cool.\nNow all you have to do is run NSL under WSL.","author":"dingaling911","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896459"},{"id":"1bacb8b8-024a-4e0f-b6df-f9ab11654450","source":"hackernews","source_id":"49903210","content_type":"comment","title":null,"body_preview":"I've wanted a little more isolation than what distrobox can give me for a while now, and I did enjoy WSL when I used Windows. I've also never heard of Frostyard before, and the other repos look pretty","author":"aj2048","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903210"},{"id":"f15f67c1-f5a1-4c8a-aabf-d1c155dbd2cd","source":"hackernews","source_id":"49897495","content_type":"comment","title":null,"body_preview":"Nice flip of the WSL idea the other way — simple interop like this keeps a one-person stack from turning into a VM zoo.","author":"michaelastreiko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897495"},{"id":"91f42ca1-af30-4064-aaef-bebb0bd37ca7","source":"hackernews","source_id":"49912468","content_type":"comment","title":null,"body_preview":"How does this compare to \"sdme\"?\n- https://sdme.io\n- https://www.youtube.com/watch?v=1eVfgzd_xyQ","author":"vaporup","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912468"},{"id":"f62f0774-b005-4d01-a8dd-2f4e5cad1ca7","source":"hackernews","source_id":"49898211","content_type":"comment","title":null,"body_preview":"I'll give this one a try, thanks for sharing!\nFWIW, I'm currently using systemd-nspawn via mkosi: https://github.com/systemd/mkosi\nIt makes an image and runs it in separate namespace. It can start at ","author":"bita_nidir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","specific_problem_description"],"bot_score":0.17668998778510822,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898211"},{"id":"5ce92e29-5aaa-402c-8cb2-568613fa4c4c","source":"hackernews","source_id":"49906253","content_type":"comment","title":null,"body_preview":"Nice. Cool that it supports graphics too!\nI'm a bit of an outsider here (I don't understand computer) but a few weeks ago I was wrestling with the question of deploying an application on many boxen. A","author":"andai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","self_reference","platform_fluency","emotional_authenticity"],"bot_score":0.11066792640697738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906253"},{"id":"a1832376-29c7-42e9-bf1e-01cedd325083","source":"hackernews","source_id":"49896006","content_type":"comment","title":null,"body_preview":"This is most useful to people who run Linux as their daily driver so rather than saying its like WSL can you explain what it offers that existing Linux containers do not?\nIts also sounds different fro","author":"graemep","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08976962045069233,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896006"},{"id":"7af297d5-1854-4ed8-a135-72d32d3dd980","source":"hackernews","source_id":"49912906","content_type":"comment","title":null,"body_preview":"Have you ever heard of Nix, direnv, Lorri, flakes, devShell etc.?\nAren't containers overkill for most dev activities?","author":"humanfromearth9","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912906"},{"id":"1e0926b3-af45-4004-8d96-3c7384a0f816","source":"hackernews","source_id":"49920601","content_type":"comment","title":null,"body_preview":"this whole thing is a misunderstanding from legacy docker semantics. you can easily use namespaces in systemd as user in lighter ways, for example, keeping the rootfs but protecting home and binding a","author":"aniceperson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_depth_with_perspective"],"bot_score":0.10052566002846457,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920601"},{"id":"99439dcd-0cbf-4da2-8167-bda6b23b89ad","source":"hackernews","source_id":"49910437","content_type":"comment","title":null,"body_preview":"Yeah, I can see why you'd want this. Being able to cobble it together with other tools is one thing. Having it ready to go without a bunch of setup is still a win.\nGot a quick demo? Just opening an ed","author":"just60sec","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910437"},{"id":"c489a796-df4a-4076-b3ed-3aafcabada82","source":"hackernews","source_id":"49907671","content_type":"comment","title":null,"body_preview":"I have never heard of \"Snow Linux\" before. The homepage is minimal:\nhttps://snowlinux.org/\nI submitted the Github page as a new story:\nhttps://github.com/frostyard/snowdesktop\nhttps://news.ycombinator","author":"lproven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907671"},{"id":"e57d0003-f7c6-43e2-b674-1d659b7cdd97","source":"hackernews","source_id":"49896511","content_type":"comment","title":null,"body_preview":"I'm confused why VM + systemd-nspawn? From my understaing WSL 2 runs a single VM + something like systemd-nspawn per \"linux installation\", but it runs a VM because it needs linux kernel. Why not just ","author":"0x457","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896511"},{"id":"77ed1eeb-4cc0-40b3-8dcc-e7571e2117d1","source":"hackernews","source_id":"49901953","content_type":"comment","title":null,"body_preview":"How does it differ from existing tools kinda do exactly same, like e.g. toolbx. (And to a slightly lesser degree flatpack, snap, etc.)?\nAnd what prevented adopting/supporting existing projects, instea","author":"dathinab","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901953"},{"id":"c77f2dfd-71e1-495f-acf7-3cd47c00b5ca","source":"hackernews","source_id":"49896132","content_type":"comment","title":null,"body_preview":"I have to say this is nice packaging. It is weirdly not obvious how nice it is to cleanly use a different “machine” inside your desktop.\nI never thought I’d prefer WSL to even my MacBook for working w","author":"rao-v","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.10461100675249345,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896132"},{"id":"e185c725-f84f-48d7-a535-98e415a49adf","source":"hackernews","source_id":"49872009","content_type":"comment","title":null,"body_preview":"When searching \"blog-ifyer velocifyer\" on Google (as an attempt to go to https://blog.velocifyer.com ), I don't get my blog at all, but I do get Ai saying\n> #  The Velocifyer Effect: How to Accelerate","author":"Velocifyer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","personal_experience"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49872009"},{"id":"78203680-d620-4100-9a5b-8c72023f25fd","source":"hackernews","source_id":"49871456","content_type":"comment","title":null,"body_preview":"I’ve noticed that LLMs frequently make assumptions about why I am asking a question, and will tack on additional paragraphs at the end giving advice for things I never asked for.\nRecently I asked in a","author":"freetime2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49871456"},{"id":"901f76fe-1ed1-42c0-9f82-048e867488ea","source":"hackernews","source_id":"49870622","content_type":"comment","title":null,"body_preview":"I was trying to find a song which contained something like \"not getting rained on\" and google AI just congratulated me that I avoided rain.","author":"rplnt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870622"},{"id":"95865416-a8ce-4546-8063-42d5892d7303","source":"hackernews","source_id":"49882503","content_type":"comment","title":null,"body_preview":"Google's AI Mode = ELIZA 2026.\nIt's not a person, not even close to one in most ways, but it wants to pass itself off as one.\nHere'a a clue Google: If I want an LLM response, I'll go to gemini.google.","author":"HarHarVeryFunny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","historical_analogy"],"bot_score":0.17666666666666667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49882503"},{"id":"89586f9e-61f2-4afe-92fb-deb48ba7ab5e","source":"hackernews","source_id":"49870858","content_type":"comment","title":null,"body_preview":"Even ignoring the AI, I hate how useless exact text search has become. It used to be that you could search for a string: a song lyric, a quote, an excerpt from a book, a sentence you remembered from a","author":"terribleperson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870858"},{"id":"75e3ff62-98c9-43b2-abdb-30569a1d23c1","source":"hackernews","source_id":"49870581","content_type":"comment","title":null,"body_preview":"It's a whole meme category to make the AI overview help with absurd scenarios: https://knowyourmeme.com/memes/where-is-mama-ai-overviews","author":"solarkraft","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870581"},{"id":"0d8324b0-614d-4f4a-8498-dde8f052ecef","source":"hackernews","source_id":"49871488","content_type":"comment","title":null,"body_preview":"My father is 75. He often says with a smile, “Let’s just Google AI it.” The smile is because he thinks he’s cutting edge. He hasn’t been cutting edge for 30 years, but Google has made AI so accessible","author":"fhub","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49871488"},{"id":"1ff9093b-85a8-46a5-802a-6360a62d2495","source":"hackernews","source_id":"49876518","content_type":"comment","title":null,"body_preview":"Search in general, not only Google, has gotten too eager to come up with some results, and with assuming that the user is an idiot.\nFor example, if I search on German Amazon for a box for index cards ","author":"pflenker","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49876518"},{"id":"b45857df-3947-4086-9f69-dcb1c1c35b75","source":"hackernews","source_id":"49872457","content_type":"comment","title":null,"body_preview":"It still makes me feel odd when ChatGPT says something like \"I feel the same way\", \"I love xyz\", \"I think ...\", exactly because it can't really feel anything. It defends this behaviour as an abstracti","author":"Liftyee","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49872457"},{"id":"cd23dc86-7c45-4b5f-b5ca-b87993264199","source":"hackernews","source_id":"49870598","content_type":"comment","title":null,"body_preview":"I hear how hurtful and exhausting this situation is. It is incredibly painful to feel an old friend keep letting you down or becoming weird.\nIf you want to talk about what happened with Google, HN is ","author":"mkirsten","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870598"},{"id":"623174bc-5755-4284-9e90-8d52ab147fd9","source":"hackernews","source_id":"49874754","content_type":"comment","title":null,"body_preview":"I miss the old Google Translate. I use it for learning languages (translating little snippets, lyrics etc.) and these days it \"interprets\" way too much, confabulating like an LLM and inserting stuff t","author":"internet_points","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49874754"},{"id":"5354a1f5-d2f8-4bc0-92f6-81531588cca2","source":"hackernews","source_id":"49870762","content_type":"comment","title":null,"body_preview":"The part I hate the most is they got rid of the dictionary/thesaurus/etymology thing and replaced it with AI overview. Now \"define <word>\" or \"<word> synonyms\" gives you an AI overview with consistent","author":"varun_ch","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870762"},{"id":"d7288e03-9bdb-45dc-883e-208747ae3ed0","source":"hackernews","source_id":"49870936","content_type":"comment","title":null,"body_preview":"God, grant me the serenity to read the AI summary when it contains true information, the courage to ignore it when it contains falsehoods, and the wisdom to know the difference.","author":"bsoqk","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870936"},{"id":"20ad7397-f1b5-4323-8061-913fa76b485b","source":"hackernews","source_id":"49871344","content_type":"comment","title":null,"body_preview":"A while back I got a strange text message from an unknown number that seemed to be inviting me over for a barbecue\nI copy pasted the text into Google to see if it was a common known spam text where th","author":"hbn","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","imperfect_expression","humor_authenticity"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49871344"},{"id":"4ac4dd0e-ce7a-4843-9e91-1621aa52cd28","source":"hackernews","source_id":"49870664","content_type":"comment","title":null,"body_preview":"Like it or not, this is exactly what normies have always wanted out of search engines - a little guy in their computer they can talk to for answers, advice and reassurance. They've always been trying ","author":"nutrientharvest","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870664"},{"id":"a908db2f-9f45-492a-b0cb-64da1223c942","source":"hackernews","source_id":"49870591","content_type":"comment","title":null,"body_preview":"Most people in the world are profoundly lonely. They'll take whatever parasocial relationships they can get - reaction videos, podcasts of people chatting, Eliza simulating concern.\nGoogle wants to re","author":"edent","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870591"},{"id":"a66cfbaf-5ca8-417e-a9ff-022d23d1e031","source":"hackernews","source_id":"49870851","content_type":"comment","title":null,"body_preview":"I don’t understand how we’re 60 comments in and yet no-one has suggested that the problem is that you’re continuing to use Google despite it changing its core offering out from underneath your feet.  ","author":"robin_reala","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870851"},{"id":"ea0b9077-7d88-458f-9203-38d3cf60fbcf","source":"hackernews","source_id":"49870615","content_type":"comment","title":null,"body_preview":"Yesterday I tried to google \"can the Halifax Wanderers still make the CPL playoffs?\"\nSo obviously what appears right at the top is the AI summary, which told me \"they've already secured their #4 posit","author":"Hugsbox","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49870615"},{"id":"f38544c8-6e57-4167-8b86-3af4a6abb5df","source":"hackernews","source_id":"49871299","content_type":"comment","title":null,"body_preview":"This isnt wierd.  Its disturbing.  I believe that the tech industry is geniunely trying to scare and disorient the public into thinking they are the only thing standing between them and some evil AI o","author":"BatchJob","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity_and_opinion","emotional_authenticity","imperfect_expression","platform_fluency","natural_digression_and_voice","absence_of_ai_hedging"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49871299"},{"id":"4daf40d9-92ed-4ae5-a1ce-72f202014f63","source":"hackernews","source_id":"49880697","content_type":"comment","title":null,"body_preview":"This is the craziest example of dead internet I've ever seen. Look what happens now when you type this into Google...\nquery: \"What were some of the memes about Dario staying in turkey\"\nAI answer: Ther","author":"bbbrad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49880697"},{"id":"fccaf7c3-5406-4810-837f-fe72d2622a9c","source":"hackernews","source_id":"49907109","content_type":"comment","title":null,"body_preview":"Yes! Been wanting something like this for my personal dashboard. So much easier than hitting their full API just for scrobbles.","author":"marcy_74","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907109"},{"id":"e5059af4-e8a5-496f-b986-41a0f616030d","source":"hackernews","source_id":"49904675","content_type":"comment","title":null,"body_preview":"Cool!\nI'm wondering why my recommended tracks are different between the two feed formats? Same uid as here.\nAlso, my JSON feed doesn't seem to validate and is not served with the proper MIME type.","author":"msephton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.11955172211433215,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904675"},{"id":"af83a799-8796-4154-baa7-f5163946318c","source":"hackernews","source_id":"49907625","content_type":"comment","title":null,"body_preview":"Is the code public? I'd like to port this to https://rss-bridge.org/","author":"captn3m0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09408616178918787,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907625"},{"id":"a3dc31a1-0186-4a80-8e76-6a9c0fd89ace","source":"hackernews","source_id":"49905784","content_type":"comment","title":null,"body_preview":"Besides the useful product, also a very lovely site.\nPage size around 85 KB, bullshit around 0 BS, loaded in 140 ms on my end.","author":"leokennis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905784"},{"id":"8e47d0bc-ac7e-4775-ba4a-d336019a1d95","source":"hackernews","source_id":"49904426","content_type":"comment","title":null,"body_preview":"> But I also wept. How is it possible that two almost identical endpoints have the key names differ on several spots or complete absent.\naverage legacy PHP backend :)","author":"winrid","classification":"human_created","confidence":0.82,"indicators":["genuine_emotion_with_specificity","platform_fluency","imperfect_expression","terse_reply","absence_of_ai_hedging"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904426"},{"id":"29981934-4984-47e0-baf9-158c9bbc899b","source":"hackernews","source_id":"49903865","content_type":"comment","title":null,"body_preview":"> \"...Tell me your username and i'll give you (six) URLs...\"\n> (period can be: 7day, 1month, 3month, 6month, 12month or overall)\n> Recent tracks\n> Loved tracks\n> Top tracks\n> Top Artists\n> Recommended","author":"Baljhin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903865"},{"id":"b2f2ca92-0fc7-4e34-86d0-1550039d361d","source":"hackernews","source_id":"49905063","content_type":"comment","title":null,"body_preview":"Self-hosted Koito[0] and glad I left Last.fm.\nNot even a good first-party export, gotta use some hacked together third-party one to get your data out.\n[0]: https://github.com/gabehf/koito","author":"cobertos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.1427255692369936,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905063"},{"id":"f2f0d38e-3152-4dbb-8310-b0db05709ec4","source":"hackernews","source_id":"49907637","content_type":"comment","title":null,"body_preview":"For those now following the Last.fm so closely, in May of this year they became independent again (https://support.last.fm/t/last-fm-is-now-independent/118591) after being owned by CBS for a very long","author":"dewey","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.08740151515357693,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907637"},{"id":"9fbc23c5-e808-4c21-a193-7ec8828c3370","source":"hackernews","source_id":"49905452","content_type":"comment","title":null,"body_preview":"As mentioned in the HN submission, Last.fm went through a redesign already over a decade ago. It stripped so much functionality that the site became useless except for merely tracking one's own listen","author":"TFNA","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905452"},{"id":"b66bff32-a058-4677-89a5-853eb88c5bab","source":"hackernews","source_id":"49898498","content_type":"comment","title":null,"body_preview":"OHH my god this is soo awesome, I wonder how people build such things.","author":"Nurysso","classification":"human_created","confidence":0.72,"indicators":["emotional_authenticity","imperfect_expression","terse_reply","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898498"},{"id":"43c48476-c76b-42c9-bdae-a9af54c5f975","source":"hackernews","source_id":"49900863","content_type":"comment","title":null,"body_preview":"What's the point if you didn't do it yourself?\nFeels like this https://www.youtube.com/watch?v=gId2HsHvSgs","author":"sdcfgy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1322204972155219,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900863"},{"id":"b12ee438-38a9-4159-832d-3b096f35890e","source":"hackernews","source_id":"49898677","content_type":"comment","title":null,"body_preview":"I mean if this was someone taking Nand2Tetris several steps further it would be impressive.\n  claude \"create a NAND gate-based computer, giving it a crappy web page\"","author":"welcome_dragon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898677"},{"id":"fbdaa7f4-106c-48dc-91fa-4b467a3d3983","source":"hackernews","source_id":"49899430","content_type":"comment","title":null,"body_preview":"First thing I tried was \"double-click: fly to this latch\". Didn't work. AI slop?\nedit: press tab first.","author":"hoten","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899430"},{"id":"51eea38d-9e81-42d9-b6b6-35c21cbe721f","source":"hackernews","source_id":"49901293","content_type":"comment","title":null,"body_preview":"Sorry to be pedantic but...every \"boolean\" logic gate can be made out of NAND gates pretty trivially (XOR too for that matter). So you just have to design a computer from logic gates and then decompos","author":"enzo05814648","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901293"},{"id":"5b3fe104-13cb-42e7-bf6d-8f130a047400","source":"hackernews","source_id":"49902047","content_type":"comment","title":null,"body_preview":"Zoom out and you can see the frame buffer directly in video ram","author":"miohtama","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902047"},{"id":"525559f4-d33d-4ea7-926a-7b7c40b9b2cc","source":"hackernews","source_id":"49908366","content_type":"comment","title":null,"body_preview":"I didn't find - do they have three-state elements in addition to NANDs at the ends of buses or do they work differently?","author":"avmich","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression"],"bot_score":0.29195337687276535,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908366"},{"id":"8177f835-a273-431f-801c-7a927c8c30d8","source":"hackernews","source_id":"49910603","content_type":"comment","title":null,"body_preview":"This is an awesome technical demonstration. I enjoyed learning by doing and I’m impressed by how well this ran on a phone","author":"kphorn","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910603"},{"id":"f529339a-450f-49ab-8c4a-64ba053022f7","source":"hackernews","source_id":"49898804","content_type":"comment","title":null,"body_preview":"Impressed by visuals working so smoothly on mobile","author":"artemonster","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898804"},{"id":"4c225319-cd3b-4108-b6cc-fad891ca8690","source":"hackernews","source_id":"49905524","content_type":"comment","title":null,"body_preview":"I think it looks amazing. Quick question, what is the meaning of AndBus16 (top left corner of SRAM 1k x16)?  some delay?","author":"brunesto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905524"},{"id":"e6485407-c837-461d-9313-3d2dd248e4be","source":"hackernews","source_id":"49871337","content_type":"comment","title":null,"body_preview":"This is pretty sad. Seeing this a couple of years ago would be mind blowing. An impressive technical feat by someone with grit and resilience to painstakingly build this from scratch.\nToday? Meh.","author":"guiambros","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49871337"},{"id":"c9363620-2ebc-42c1-9fa7-85adbd59a15f","source":"hackernews","source_id":"49897616","content_type":"comment","title":null,"body_preview":"A nand gate takes 2 transistors. So 554,000 transistors if this were manufactured in a physical device.\nBy way of comparison, the Intel i386 had 275,000 transistors.","author":"wang_li","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897616"},{"id":"80de6610-c3bb-4158-a2c1-0712c422a270","source":"hackernews","source_id":"49902654","content_type":"comment","title":null,"body_preview":"I think this is very cool. AI generated or not, its well done, interactive and has great visuals.","author":"tails4e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902654"},{"id":"82aa5264-b704-4f42-a9fd-91cc0a2f81b9","source":"hackernews","source_id":"49908200","content_type":"comment","title":null,"body_preview":"It looks gorgeous, and you can zoom in to an individual gate level and see lines switch from high to low\nThe problem is the rendering is wrong. Gates which are connected to two distinct inputs accordi","author":"fancyfredbot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908200"},{"id":"9d797d84-4b72-481f-9334-6febdc4ea8b8","source":"hackernews","source_id":"49902463","content_type":"comment","title":null,"body_preview":"You could also do this out of NOR gates. The Apollo Guidance Computer was famously built almost entirely from NOR gates.","author":"jamesgill","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902463"},{"id":"181821ed-8218-45c6-8e0a-70c6e86bdefe","source":"hackernews","source_id":"49899778","content_type":"comment","title":null,"body_preview":"I think the takeaway is that we have to think bigger, much bigger, now that AI coding is essentially \"solved\". Anyone can \"write\" an ARM simulator now, so that can't be the pinnacle of engineering. I'","author":"aabajian","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_indicators"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899778"},{"id":"0725297b-8b0f-4872-9156-13742e1950c6","source":"hackernews","source_id":"49897656","content_type":"comment","title":null,"body_preview":"I was about to say that's a whole lot of gates for not a lot of computer, but then saw that rom and ram are also an array of nand gates.","author":"monocasa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897656"},{"id":"452d94b6-3444-4e41-91a6-a338fc45e33d","source":"hackernews","source_id":"49901045","content_type":"comment","title":null,"body_preview":"If you have not tried panning the camera and zooming in to one of the chips, you are missing out.\nBravo to the author. This is inspiring work.","author":"carodgers","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901045"},{"id":"259f93f1-b125-434d-9204-4454ff8e7319","source":"hackernews","source_id":"49911778","content_type":"comment","title":null,"body_preview":"Title nit: \"backup\" means a second copy, \"back up\" is the verb phrase for moving backwards. Verb phrases get hyphenated for clarity when used as adjectives immediately preceding a noun. So this should","author":"BugsJustFindMe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09110734182063426,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911778"},{"id":"3cc87999-a093-49d7-851a-85db14713b99","source":"hackernews","source_id":"49911990","content_type":"comment","title":null,"body_preview":"Classic bit of reverse engineering. I love how detailed your readme is.","author":"bobsmooth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911990"},{"id":"d9adcd69-e449-402e-a73c-df6de279d73a","source":"hackernews","source_id":"49914234","content_type":"comment","title":null,"body_preview":"nocash behind no$gba and no$nes has an article on this as well https://problemkaputt.de/amt630a.htm","author":"dayvid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914234"},{"id":"08693e4b-8762-4ec0-9694-b150f48ad1ba","source":"hackernews","source_id":"49884347","content_type":"comment","title":null,"body_preview":"This started because I built a full-size Robby the Robot suit and discovered I couldn't actually see out of it (https://youtu.be/gAHd46ErNA8?si=-iOwbobp4trPXdGB)\nI bought a $35 backup camera/display t","author":"mogrinz","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","natural_digressions","platform_fluency","self_reference","technical_detail_with_personal_narrative"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49884347"},{"id":"0e7a33bb-7d6f-42db-82bf-af46b28e00fa","source":"hackernews","source_id":"49914225","content_type":"comment","title":null,"body_preview":"How much for a decent home battery setup? Already have 15-year-old 4.2 kW system and lately, PG&E isn't really giving us anything for our power..","author":"hn_acc1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914225"},{"id":"8c3a6cf7-f663-4744-9caf-90c9dec61047","source":"hackernews","source_id":"49905424","content_type":"comment","title":null,"body_preview":"I wonder if increased reliance on VPPs increases the difficulty of a black start. Especially since these things are internet controlled, I can't help but feel like there's a bit of a circular dependen","author":"hamandcheese","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905424"},{"id":"2372770f-e2fb-480c-a896-66f4860c3901","source":"hackernews","source_id":"49903570","content_type":"comment","title":null,"body_preview":">The US now has over 40GW of virtual power plant capacity, according to internal analysis by Wood Mackenzie. It's still relatively small compared to the roughly 600GW of natural gas and 200GW of coal,","author":"snickerbockers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903570"},{"id":"0480c9cd-9e35-4e52-847b-b1b7a0e423c3","source":"hackernews","source_id":"49898348","content_type":"comment","title":null,"body_preview":"I live in Vermont. This is the first I've heard of this. But I like it!","author":"bentt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898348"},{"id":"a57d5b48-2946-41e4-afb0-8f194f0fb75c","source":"hackernews","source_id":"49906941","content_type":"comment","title":null,"body_preview":"\"Megan Browning says she hasn't lost power since installing solar and two home batteries around a year ago\"\nI live in Europe, and I can't even remember the last time there was a power outage. And all ","author":"ateles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906941"},{"id":"28b34a97-7446-46bd-8b2a-ba2a95331084","source":"hackernews","source_id":"49903070","content_type":"comment","title":null,"body_preview":"What is average length of outage?  If it is a few hours then the battery seems like a good idea.  If it is days then the battery will probably run out.\n> around 50% of the houses in its programme with","author":"lizknope","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903070"},{"id":"58a70158-1bb8-4d9e-acb2-7c9f634d7f74","source":"hackernews","source_id":"49907777","content_type":"comment","title":null,"body_preview":"A bunch of people are commenting that this could lead to grid-death spiral where people opt out of the grid because they can just use solar + batteries.  Maybe, but I doubt in Vermont.  Vermont is rea","author":"harshaw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907777"},{"id":"a07dffc5-2d3a-403e-b012-47c85a65e338","source":"hackernews","source_id":"49910509","content_type":"comment","title":null,"body_preview":"This is a somewhat similar idea to what Base Power, based in Austin, is doing: https://www.basepowercompany.com/?base_vid=2f8f0609-a7e5-4f2...\nPretty neat! Time shifting renewable energy for later use","author":"skadamat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910509"},{"id":"17696dc2-37b4-41e7-8923-da2719af5707","source":"hackernews","source_id":"49901837","content_type":"comment","title":null,"body_preview":"I love this. It’s basically an edge cache for power, with an enormous amount of side benefits - smooths out solar power, smooths out the duck curve, and allows the grid to size closer to the average l","author":"roughly","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901837"},{"id":"bbd53243-fc96-4e8e-b015-24ffe9b95250","source":"hackernews","source_id":"49903680","content_type":"comment","title":null,"body_preview":"I think there's suppose to be a feel good in here, but it feels like another race to the bottom.  Power companies dont invest their profits they take them and then when the grid becomes unreliable put","author":"BatchJob","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903680"},{"id":"834707e6-7fa1-4608-b4d9-5bf507ad776a","source":"hackernews","source_id":"49921863","content_type":"comment","title":null,"body_preview":"\"Home\" is an interesting caching location, because per transformer or per neighorhood (especially at a point of going under ground) would likely scale better and provide the same race condition covera","author":"smileysteve","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921863"},{"id":"9e1d2310-8bcd-4559-ae93-d256e14baeac","source":"hackernews","source_id":"49908746","content_type":"comment","title":null,"body_preview":"I like the idea of a home battery systems. I live in a place with frequent winter storms and also hurricanes.\nGrid storage large containerized batteries is a great idea too. There's even a local compa","author":"dghughes","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908746"},{"id":"7a9b1e68-420c-426a-8041-7ab14aaa8b88","source":"hackernews","source_id":"49902291","content_type":"comment","title":null,"body_preview":"We have this in CA. I have Tesla batteries and they promote wanting me to enroll my batteries into a larger grid so their capacity can be used during higher load events.\nI thought it was a novel idea ","author":"whartung","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902291"},{"id":"1623ecb5-a3bd-42cb-89ed-32e0ffffb876","source":"hackernews","source_id":"49903714","content_type":"comment","title":null,"body_preview":"I tried to signup for this program but the building code gets in the way. You need 3' from both edges of the battery to a window or door. I don't have a wall with 8-9' between windows. The alternative","author":"krschultz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903714"},{"id":"230ad759-3bd2-46ac-ac8c-625f78c13deb","source":"hackernews","source_id":"49905328","content_type":"comment","title":null,"body_preview":"I hope that the system designers know what they are doing in Vermont.\nThe way an article is written doesn't explore the fact that at its core batteries are a 'consumer of energy' and not a producer li","author":"entech","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905328"},{"id":"e9a52018-d114-4fc1-8ef2-ea943fb35022","source":"hackernews","source_id":"49902958","content_type":"comment","title":null,"body_preview":"I'd feel better about this if they weren't charging people thousands for the batteries. As it is, this looks like a scam by utility companies to force their costs onto consumers and charge them for it","author":"autoexec","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902958"},{"id":"1eed7c22-54aa-48dc-a132-eab0daff29eb","source":"hackernews","source_id":"49904231","content_type":"comment","title":null,"body_preview":"Here's a better article:\nhttps://electrek.co/2026/07/28/vermonts-largest-energy-sourc...\nSeems like they supply each person with 2 Tesla powerwalls for the $55/month and get a reduction in their bills","author":"hettygreen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.16060333511485075,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904231"},{"id":"71b971b4-039b-443b-b91a-858717908976","source":"hackernews","source_id":"49905393","content_type":"comment","title":null,"body_preview":"I’m in a similar setup where I live in Australia. Our house has solar and battery — unlike the people in the FA, we purchased it directly ourselves, although with a significant government rebate.\nOur ","author":"nonfamous","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905393"},{"id":"41b63e8e-f175-4f68-9581-56a7fd3b6ae9","source":"hackernews","source_id":"49907361","content_type":"comment","title":null,"body_preview":"This article is all over the place, but the principle is pretty simple - rather than adding more generation for peak usage times, batteries store energy generated off peak and smooth out the macro usa","author":"beaviskhan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","opinion_stance"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907361"},{"id":"59e2a299-3aab-4415-bf2d-8d431127ab87","source":"hackernews","source_id":"49919508","content_type":"comment","title":null,"body_preview":"It would also be interesting to see the content of the email initially sent to IANA","author":"darkwater","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919508"},{"id":"5de99d42-26fd-49eb-be76-91944f12ea62","source":"hackernews","source_id":"49920043","content_type":"comment","title":null,"body_preview":"Maybe it could be further optimized, if it did return a plaintext answer, if the user agent is curl or similar.","author":"AAAAaccountAAAA","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920043"},{"id":"1c6a3e8d-dff9-4688-860f-d39fe2c219b2","source":"hackernews","source_id":"49922183","content_type":"comment","title":null,"body_preview":"IMHO they should have followed some opinionated advice on how to build a website:\nhttps://modernmotherfuckingwebsite.dreamstation.systems/\nOr indeed the classic:\nhttps://motherfuckingwebsite.com/\nIt's","author":"lproven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922183"},{"id":"2cc3be35-0f0a-4fe3-bead-c0cf1c6031be","source":"hackernews","source_id":"49918087","content_type":"comment","title":null,"body_preview":"I didn't know they changed the page until I saw this article. Interesting.","author":"ronsor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918087"},{"id":"c422ce2d-e827-4fac-8ee2-bd066484eda3","source":"hackernews","source_id":"49925802","content_type":"comment","title":null,"body_preview":"The switch to HTTPS means I can no longer use it to check if a public Wi-Fi network is working.","author":"diebeforei485","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925802"},{"id":"f9a0aa40-bf90-4622-b632-8e68f18714f7","source":"hackernews","source_id":"49920666","content_type":"comment","title":null,"body_preview":"The languages switch too fast. Many readers will not have finished reading the text.","author":"nilslindemann","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_without_hedging"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920666"},{"id":"c419aec0-1684-4266-91e2-49128c1b8b4e","source":"hackernews","source_id":"49920050","content_type":"comment","title":null,"body_preview":"I wonder why they decided to go with the specific language order that the messages appear in on the new page. First English is shown, which makes sense as it’s the most widely spoken language in the w","author":"teeuwen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920050"},{"id":"17287aad-a7ee-4817-a238-c28401ab39fa","source":"hackernews","source_id":"49922604","content_type":"comment","title":null,"body_preview":"This is very exciting to me. systemd-sysupdate is a very nice building block for delivering updates, but having some opinionated (and secure) repo system that sysupdate can consume would be very, very","author":"jcgl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922604"},{"id":"8367a9ce-cc3f-448a-b0ec-66f1f4975ca7","source":"hackernews","source_id":"49926666","content_type":"comment","title":null,"body_preview":"THere's already a player that looks like classic iPod and even supports loseless playback out this year, Shanling Q2.","author":"uyui","classification":"human_created","confidence":0.78,"indicators":["typo_present","terse_reply","specific_product_reference","platform_fluency","absence_of_ai_markers"],"bot_score":0.47912756013144536,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926666"},{"id":"86161211-854e-4835-86a4-618ab60f0cb2","source":"hackernews","source_id":"49926758","content_type":"comment","title":null,"body_preview":"Nice, I was just searching for something like that!","author":"mococa","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.13042700010464764,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926758"},{"id":"a548a267-29cf-4d93-b138-cde983b469f0","source":"hackernews","source_id":"49926509","content_type":"comment","title":null,"body_preview":"ipod of 2026 ships q4 2027.. is that a typo on the shipping date?","author":"jerrygenser","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926509"},{"id":"a2891c4f-13dd-442b-94fc-8aa738f04a98","source":"hackernews","source_id":"49926717","content_type":"comment","title":null,"body_preview":"At first, I read “Suno” and thought it was a music player that lets you listen to music generated just for you. “Play me some music about a breakup between two sailors,” and there you go — the perfect","author":"MarvinYork","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_humor","platform_fluency","imperfect_expression","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926717"},{"id":"f03120f4-ed7a-4b20-aa95-a3e52fc889b0","source":"hackernews","source_id":"49926652","content_type":"comment","title":null,"body_preview":"There already is Shanling Q2 which looks like iPod, but also has lossless.","author":"uyui","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.47912756013144536,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926652"},{"id":"fdce2cef-c33e-4ed0-a314-3e94580a1074","source":"hackernews","source_id":"49926690","content_type":"comment","title":null,"body_preview":"One the picture depicts a really fat device. Feels like you will have a brick in your hand.","author":"meerita","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926690"},{"id":"7a44ad10-50d1-4310-ad4b-16b66c34e09f","source":"hackernews","source_id":"49926805","content_type":"comment","title":null,"body_preview":"Just use an old iPhone as your music player. You probably have one in a drawer somewhere","author":"Aboutplants","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1648148148148148,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926805"},{"id":"e47e9045-5c63-457a-844b-a36e3117ae83","source":"hackernews","source_id":"49927313","content_type":"comment","title":null,"body_preview":"Looks massive and 20hours of battery life. Does 3.5 even have a dac?","author":"maxglute","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927313"},{"id":"0243609f-b712-49b3-81eb-3ede63a4e647","source":"hackernews","source_id":"49926916","content_type":"comment","title":null,"body_preview":"This feels like a new company collecting orders for a minimum run. I wish them luck. Those rivets on the back are a deal breaker for me.","author":"shosko","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926916"},{"id":"6af144da-f045-4071-89fc-a83de18cc370","source":"hackernews","source_id":"49926903","content_type":"comment","title":null,"body_preview":"Looks like a scam. You have to pay 50$ to reserve and ships in Q4 2027.\nBy then most of people would forget they even paid for this and also you won’t be able to dispute the 50$ with your payment prov","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digressions"],"bot_score":0.11669052271114937,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926903"},{"id":"9b7decf3-ff3d-4fea-af38-09367668ade3","source":"hackernews","source_id":"49926751","content_type":"comment","title":null,"body_preview":"I still have an iPod in my car and I still have a big collection of music but I've stopped collecting music. I haven't bought/downloaded anything in years because there is so much good streaming out t","author":"comrade1234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1234218552493538,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926751"},{"id":"13816d59-fba2-4368-ab59-f74d24862b84","source":"hackernews","source_id":"49926558","content_type":"comment","title":null,"body_preview":"I use and maintain an \"ipod\" in the form of an old pixel 3 with 128 GB of memory that has no SIM card and no software installed except for VLC.\nIt stays in airplane mode.  It has a real headphone jack","author":"rsync","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926558"},{"id":"84378c79-f891-46dc-bf9b-a7e0e325a103","source":"hackernews","source_id":"49926634","content_type":"comment","title":null,"body_preview":"You can also just buy an iPod in 2026, they are still well supported on Mac and PC. You can get them with new batteries quite cheaply. You can even get 30-pin Bluetooth adapters for them.","author":"nxc18","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926634"},{"id":"90b7d950-5099-47a8-953f-558014c8b238","source":"hackernews","source_id":"49926622","content_type":"comment","title":null,"body_preview":"It doesn't seem to list what it supports. How do I get music on here? What kind of codecs are supported?","author":"pwthornton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926622"},{"id":"e9e81d72-9e4f-4f7c-b7c9-9e739d565411","source":"hackernews","source_id":"49926952","content_type":"comment","title":null,"body_preview":"I try not to be negative, but the name is bad. Literally any other name. sudo os?!?","author":"zylent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926952"},{"id":"20956337-9303-45ce-a47a-e1666dfb1450","source":"hackernews","source_id":"49926657","content_type":"comment","title":null,"body_preview":"Presumably Apple has a patent on the clickwheel? But maybe that just expired given the first iPod is now 25 years old.","author":"robin_reala","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926657"},{"id":"ec53052a-fc4a-45e9-b3d2-379d06b46ec2","source":"hackernews","source_id":"49926740","content_type":"comment","title":null,"body_preview":"Maybe it’s me being old but I don’t understand why I’d want this device for 249$.\nI know some younger gens are looking for phoneless experiences, but for that price you can find old devices and simply","author":"rock_artist","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926740"},{"id":"6286ac15-8e61-42bf-8ccc-1bd1dade05c8","source":"hackernews","source_id":"49925866","content_type":"comment","title":null,"body_preview":"Reminds me of the Tangara mp3 player: https://cooltech.zone/tangara/\nMy friend got a Tangara from their \"Kickstarter\" and I think it's pretty cool.  Plus it's open source and you can just make your ow","author":"nticompass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925866"},{"id":"625d6a09-3891-45d7-b6ae-34e225822a62","source":"hackernews","source_id":"49926802","content_type":"comment","title":null,"body_preview":"Shipping Q4 2027? Let me know then. Even if it ships on time, that's like a year ahead, and who knows what else will be available by the time (it's not like there's not a thriving niche mp3 player mar","author":"coldtea","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926802"},{"id":"502033c5-262c-4216-8d34-3a5f3721fd25","source":"hackernews","source_id":"49926576","content_type":"comment","title":null,"body_preview":"What does this offer over, say, an Innioasis https://www.innioasis.com/products/y2?  What Bluetooth codecs does it support; will I be able to use LDAC/LDHC/AAC/AptX HD/etc.?  Is \"Sudo OS\" something I ","author":"frio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_technical_questions","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926576"},{"id":"04ad0d0e-5af6-4963-8c51-e380ae0103ae","source":"hackernews","source_id":"49909512","content_type":"comment","title":null,"body_preview":"Try asking this about anything else. \"When the cost of hairbrushes goes up, where does the money go?\" \"When the cost of RAM goes up, where does the money go?\" or if that doesn't get you thinking outsi","author":"phendrenad2","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.12915748517808667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909512"},{"id":"5181eeeb-cacb-4037-a34f-e2b19d7493aa","source":"hackernews","source_id":"49909024","content_type":"comment","title":null,"body_preview":"Is like in the covid era, where did the money go when all the prices spiked?\nI bet it's some kind of redistribution.","author":"lobo_tuerto","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909024"},{"id":"46e88042-565d-4b86-a1f1-7efc1d6d4d8d","source":"hackernews","source_id":"49904804","content_type":"comment","title":null,"body_preview":"> For a major exporter such as Saudi Arabia, the government owns and controls nearly all oil production, so high prices generally benefit the government’s finances\nI mean, i guess, but i suspect Saudi","author":"bawolff","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13939195930936346,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904804"},{"id":"3355eeb5-7b7a-4b32-a8d2-bbaacf2ee59a","source":"hackernews","source_id":"49903816","content_type":"comment","title":null,"body_preview":"Having not read the article yet: it goes to the people still able to provide you oil. Some of which were already providing you oil and they get it as almost pure margin, some of which couldn’t afford ","author":"r3trohack3r","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","terse_replies"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903816"},{"id":"af864088-5471-4117-a6d9-a81c24aa8218","source":"hackernews","source_id":"49905189","content_type":"comment","title":null,"body_preview":"Insurance for transiting oil is primary culprit, along with supply shocks when pipelines or refineries get hit.","author":"factorialboy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905189"},{"id":"b3a78cfe-8c76-45c5-a44d-82c623649958","source":"hackernews","source_id":"49909395","content_type":"comment","title":null,"body_preview":"The wording, \"Where does the money go,\" strongly suggests a fix supply of money, which not true.","author":"krupan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909395"},{"id":"16f246b8-1dad-47a5-a69a-6ab2923621c9","source":"hackernews","source_id":"49903900","content_type":"comment","title":null,"body_preview":"The money goes around and around. Money ultimately is just a tool to allocate resources. Higher prices mean the resource is less available than the demand, so it needs to be allocated more carefully (","author":"gblargg","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903900"},{"id":"86151a62-6d89-4cd8-9469-e381fbb3724a","source":"hackernews","source_id":"49917200","content_type":"comment","title":null,"body_preview":"Why would the money go anywhere other than the same place it went when the price was lower?","author":"hofo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917200"},{"id":"f52342ba-e437-44bd-ab64-eb838600332b","source":"hackernews","source_id":"49910707","content_type":"comment","title":null,"body_preview":"We really need to separate taxes at the pump. In my state, there is almost $1/gallon in taxes.\nThis allows the government to hide taxes in the total cost and blame the oil companies for it.","author":"elmer2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910707"},{"id":"c40437ba-7af9-4882-a2b9-208600bc93ed","source":"hackernews","source_id":"49909273","content_type":"comment","title":null,"body_preview":"The story back in the 1970s was that the global banking system was not so developed so the Saudis invested their profits from oil in the US so the money never really left the US which made the transit","author":"PaulHoule","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","external_links_with_commentary"],"bot_score":0.13790094966736471,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909273"},{"id":"6a89b8a6-8a44-46e1-9344-3b528407290f","source":"hackernews","source_id":"49903858","content_type":"comment","title":null,"body_preview":"It's simpler: people who were long oil make money (on paper) and those who were short oil lose money (on paper).\nYou were long oil if you are an oil producer, or, e.g., if you owned oil futures. You w","author":"jsrozner","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903858"},{"id":"8268db12-c605-4552-8fcf-b1f478f7207c","source":"hackernews","source_id":"49919911","content_type":"comment","title":null,"body_preview":"And the oil-producing countries' budget.\nMost countries have production sharing agreements. And those agreements usually have a clause in which the split on super-profits is much more favorable to the","author":"AnAfrican","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919911"},{"id":"485c3de9-e1e9-4ab2-83ab-547fc8ce21e0","source":"hackernews","source_id":"49905246","content_type":"comment","title":null,"body_preview":"\"Where does all that additional money go, and who benefits from it?\"\nDoesn't reduced overall supply usually mean that the total amount of money (price * supply) also reduces? ie. in total, there is no","author":"hanwenn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905246"},{"id":"f6f0ece7-2217-42f7-9d33-66cf42f1cf95","source":"hackernews","source_id":"49905186","content_type":"comment","title":null,"body_preview":"Can anyone explain how to read that first graph? Like, there's a line for demand, say, but given the axes labels, it seems to say \"for greater demand, the price goes down\", so the exact opposite of wh","author":"kleiba2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905186"},{"id":"c086afb5-1370-4e57-a9a7-2ecfc32f4814","source":"hackernews","source_id":"49903473","content_type":"comment","title":null,"body_preview":"When oil prices spike, producers may choose to be even more benevolent (bribes / paybacks) to politicians / administration who created the means which caused the price hike.","author":"DivingForGold","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903473"},{"id":"b06c51e3-f98f-4bb4-9d52-225445abe1ef","source":"hackernews","source_id":"49903840","content_type":"comment","title":null,"body_preview":"Does this mean the industry is now able to clean up the underfunded environmental disasters they created in the Gulf of Mexico?\nOh, right.","author":"rossjudson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903840"},{"id":"c63c2c9f-51b1-44c6-b32b-7492494690ee","source":"hackernews","source_id":"49905172","content_type":"comment","title":null,"body_preview":"Spoiler alert: \"But ultimately, the bulk of the money heads in the direction of the source of the oil itself – the oil companies. [...] The money largely goes to company owners – meaning shareholders\"","author":"kleiba2","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905172"},{"id":"4dbec807-2da5-47c2-b2d6-4f1efffb9598","source":"hackernews","source_id":"49902592","content_type":"comment","title":null,"body_preview":"To the extent my superannuation fund (401k, ROTH, IRA, hard to know what people call this in other economies) is invested in oil, it goes to .. me.\nSuper funds in Australia, Canada, the US, are now a ","author":"ggm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.13189108789097387,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902592"},{"id":"e2bdcc93-33ba-471c-a10e-8104db215cf3","source":"hackernews","source_id":"49912515","content_type":"comment","title":null,"body_preview":"This problem has nothing to do with git.\nThe journaling of any iterative process requires clear notes that answer \"why?\" for each step. This is what will guide future maintenance.\nWriting code faster ","author":"sublinear","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912515"},{"id":"52b1403e-02c9-4aa4-ae95-1a4bf6ada0d5","source":"hackernews","source_id":"49913202","content_type":"comment","title":null,"body_preview":"> Now we are in the era of agentic coding, where everything from code to commit descriptions is written by AI.\nNo, we are not. Sure, there is a lot of slop-coding/vibe-coding going on, but not much of","author":"einpoklum","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913202"},{"id":"13f6b458-078f-46fa-9b75-3b4f03f83a6b","source":"hackernews","source_id":"49913684","content_type":"comment","title":null,"body_preview":"The comments and commit messages AI writes is often worse than useless, it's misleading, because it spreads the (very likely to get outdated) implementation details from one place to another.\nI'll ask","author":"ajuc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913684"},{"id":"800ebfb5-82c8-4090-b079-c01a2639cf96","source":"hackernews","source_id":"49914742","content_type":"comment","title":null,"body_preview":"I agree with the article, but I like to write, while lots of people just see it as a chore.\nTo people who don't like to write a ticket or PR description, the AI text is better than nothing.","author":"pnt12","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914742"},{"id":"73a5d8e2-ed2b-4817-8262-7ca4cd55e2d9","source":"hackernews","source_id":"49913216","content_type":"comment","title":null,"body_preview":"Claude tends to just narrate the change when it writes the commit message. Which is not very interesting. Anyone can read the diff and figure out _what_ it does. The interesting is why.\nSo I've been i","author":"cerved","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913216"},{"id":"920c12b5-1afd-491c-84a1-22c8ef7be115","source":"hackernews","source_id":"49912293","content_type":"comment","title":null,"body_preview":"This has been a topic belabored since commit messages were a thing. CVS? RCS? Probably earlier.","author":"FLeXMurphy","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","strong_opinion","terse_reply","absence_of_ai_markers"],"bot_score":0.21887218755408672,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912293"},{"id":"4dd7cb01-a402-48db-8af0-2e1caea23b20","source":"hackernews","source_id":"49912268","content_type":"comment","title":null,"body_preview":"Tangential, but very early in my career, back when I was still using SVN at work, I used to write all my commits in either limerick or haiku, usually smuggling in some curse word(s) with some cheeky m","author":"tombert","classification":"human_created","confidence":0.92,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912268"},{"id":"56793ca6-0e2b-4a96-a549-44cc889b3d6f","source":"hackernews","source_id":"49912649","content_type":"comment","title":null,"body_preview":"I use a different LLM family to review commits and write detailed descriptions. If a commit was written with Fable/Opus, I use Sol/Astra to write a well reasoned commit message. If the message doesn't","author":"seunosewa","classification":"human_created","confidence":0.8,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912649"},{"id":"3ad80892-edb1-470b-bc58-4fc6dee30d27","source":"hackernews","source_id":"49918005","content_type":"comment","title":null,"body_preview":"I go even further and ask Claude to generate code with 0 comments. I then read the code and add them myself. It forces me to decrypt all the weird looking stuff and understand it. The comments then on","author":"kecupochren","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918005"},{"id":"56c43b07-e6e5-44ed-8de6-0b96579b6d5c","source":"hackernews","source_id":"49913954","content_type":"comment","title":null,"body_preview":"I sometimes use the AI prompt to do a similar thing: I'm struggling with a problem, or putting my ideas down in a coherent manner, so I write a prompt, and in doing so the idea crystallises for me.  I","author":"flopsamjetsam","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_indicators"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913954"},{"id":"6e790246-f443-4476-8dde-77d0e33167af","source":"hackernews","source_id":"49919974","content_type":"comment","title":null,"body_preview":"Completely agree with this! I have been forcing myself to write the comments myself. And this friction, is what lets me remember the things that went in , and create a mental map of the changes in the","author":"fowlhowl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919974"},{"id":"841444c3-4597-43ff-a405-4f3160bce32c","source":"hackernews","source_id":"49914046","content_type":"comment","title":null,"body_preview":"I'm resisting linking to several posts I've written on these lines before - I very much agree that - at least personally - writing the commit message helps me work through what's changed and most impo","author":"jamietanna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914046"},{"id":"851adb1a-4a86-4efd-96e3-5f60b983b363","source":"hackernews","source_id":"49922570","content_type":"comment","title":null,"body_preview":"I do something very similar but I use the pr description, as I always squash my commits per pr.\nKeep em small I say, agent or not.","author":"_superposition_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922570"},{"id":"f7cbcaf3-910e-417f-b77b-e88c3ed63ca2","source":"hackernews","source_id":"49912395","content_type":"comment","title":null,"body_preview":"I sometimes struggle to decide whether to put an explanation in a commit message, in the docs (say in an ADR). I tend to save everything as docs because files are a more “universal” interface, so to s","author":"zahrevsky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912395"},{"id":"a0996260-b935-4b5e-b663-85e812a619bc","source":"hackernews","source_id":"49912734","content_type":"comment","title":null,"body_preview":"I like git-notes (https://git-scm.com/docs/git-notes) for this sort of annotations and context. It's a nice balance - adjacent to commits, follows branch structure, easy to instrument, doesn't muddy t","author":"dmtry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912734"},{"id":"a68dd6e9-a0bb-41e9-87ab-2814f454478f","source":"hackernews","source_id":"49913526","content_type":"comment","title":null,"body_preview":"> When the AI doesn’t know the ‘why’ part, it comes up with its own reasoning. I find that dangerous. When we read that later, it may not make sense, because the real reason was completely different.\n","author":"evnp","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913526"},{"id":"0b4cc604-0957-4751-a3dd-ff90c9700054","source":"hackernews","source_id":"49913827","content_type":"comment","title":null,"body_preview":"I was forced to give up on commit messages long before AI, because other people were so bad at them that I happily agreed that all PRs should squash commits.\nAt least then the squashed messages were u","author":"dkarl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","suspiciously_balanced","synthetic_empathy"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913827"},{"id":"bddee62e-881e-47d9-ba28-1d3c7997cda0","source":"hackernews","source_id":"49912789","content_type":"comment","title":null,"body_preview":"On top of this, it pays off to write the commit messages before the code\nhttps://arialdomartini.github.io/pre-emptive-commit-comments","author":"arialdomartini","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912789"},{"id":"b0e2594b-3d79-40e7-a5e1-c402d379eab0","source":"hackernews","source_id":"49912360","content_type":"comment","title":null,"body_preview":"Long ago I changed the default commit message to include headers “Why?” and “How?” to remind myself that I need to explain why a change is made (what this article focuses on), and how it is made (diff","author":"kccqzy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency","self_reference"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912360"},{"id":"6111ac06-bc33-4aaf-bff4-0d36a6394c18","source":"hackernews","source_id":"49912760","content_type":"comment","title":null,"body_preview":"Writing is thinking in every situation, not just limited to commit messages. This is a fact that I'm concerned people are forgetting, or worse never understood to begin with.","author":"WD-42","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912760"},{"id":"903cc6e7-ab66-43a1-a1b2-0e95549974d0","source":"hackernews","source_id":"49902573","content_type":"comment","title":null,"body_preview":"I'm a bit concerned that a government chatbot like this would include a user-feedback signal like thumbs up/down.  I think this could be gamed by bad actors to promote/demote specific types of content","author":"davesque","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902573"},{"id":"f2fd6a5e-1441-468d-9c0e-ea0ddacbd914","source":"hackernews","source_id":"49901775","content_type":"comment","title":null,"body_preview":"Sadly needed because insanely Google is allowed to show mitm/malicious ads when people search for government services.","author":"siliconc0w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.10409480369908014,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901775"},{"id":"f7d7e45a-9ff3-4c18-bfc2-d7521e131730","source":"hackernews","source_id":"49904427","content_type":"comment","title":null,"body_preview":"I wanted to be snarky, but it responded to my risky question about corporate mergers with some genuinely helpful advice on how to file complaints with the FTC. Not bad!","author":"ceroxylon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904427"},{"id":"19e63e16-2883-48b3-8227-7a1c85674269","source":"hackernews","source_id":"49910195","content_type":"comment","title":null,"body_preview":"Canadian here.\nAmerica is not the USA.  There' North America, Central America, South America.\nThis \"america.gov\" makes me feel weird.\nMaybe we should have \"america.ca\" here as well.","author":"realo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910195"},{"id":"fb2d12bb-ce3e-4ab4-aa07-e0bedbc50040","source":"hackernews","source_id":"49901473","content_type":"comment","title":null,"body_preview":"This is actually where AI should be used. So many people waste hours navigating government bureaucracy nonsense trying to figure out which form to fill and where to apply and anything to cut down wast","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11669052271114937,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901473"},{"id":"60ad9ada-5163-4ee4-b66d-1412898bf392","source":"hackernews","source_id":"49908735","content_type":"comment","title":null,"body_preview":"Looks like this was developed and designed by the same team that handled the trump accounts and I found that very easy to setup and use for my kiddo. Shockingly functional and intuitive I had low expe","author":"GoRudy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908735"},{"id":"d114f7e4-c13e-4d6f-990a-35b4adf8393c","source":"hackernews","source_id":"49903034","content_type":"comment","title":null,"body_preview":"https://america.gov/_astro/roadmap-desktop.Dbr56P5U.webp\nthat's not north carolina lol","author":"karlgkk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903034"},{"id":"95a004fc-9adc-4bd3-9e80-06b44ef4c130","source":"hackernews","source_id":"49901974","content_type":"comment","title":null,"body_preview":"This is such a genuinely useful way LLMs can truly help people. A maze of thousands of information-heavy pages distilled into a single input box. A lot of people get stopped short when presented with ","author":"cush","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901974"},{"id":"ba7d6868-017d-41c9-a3fa-433660f31bef","source":"hackernews","source_id":"49902259","content_type":"comment","title":null,"body_preview":"It can be kind of jailbroken. I got it to prove that square root of 2 is irrational by asking if the ratio of two whole numbers of presidents can equal the square root of 2.","author":"hydrolox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902259"},{"id":"fc707ec6-7972-42d4-b4a6-5bcf65243674","source":"hackernews","source_id":"49895244","content_type":"comment","title":null,"body_preview":"I tried to get it to generate code but it says that's forbidden by its system prompt.  However, it was happy to recommend Python modules for accessing api.data.gov.","author":"riskable","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895244"},{"id":"ac1a97bb-0c0c-47b2-9fc2-efa3afb82b53","source":"hackernews","source_id":"49901065","content_type":"comment","title":null,"body_preview":"This thing is obviously fully vibe coded... Click the \"what's coming next\" and under the healthcare section the marketing screenshot contains broken images... Like no one ever looked at this before de","author":"cjonas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901065"},{"id":"55f1087b-7422-4245-9fb0-db6629bbc55d","source":"hackernews","source_id":"49904470","content_type":"comment","title":null,"body_preview":"I asked it \"what is love?\" It couldn't answer. I said \"baby don't hurt me\". It said \"I'm not here to discuss song lyrics.\" So you admit it's song lyrics!","author":"asveikau","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904470"},{"id":"07c9c025-a38a-415b-98cf-64bbcaf3414a","source":"hackernews","source_id":"49906343","content_type":"comment","title":null,"body_preview":"I don't understand the negative comments.\nIf you can take a passport picture with your smartphone and get a passport mailed to you in weeks, it will enable many more people to travel, and cut down on ","author":"epsteingpt","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906343"},{"id":"944c01ff-9703-4f8a-b32f-48746588a7ca","source":"hackernews","source_id":"49927911","content_type":"comment","title":null,"body_preview":"Has someone submitted a FOIA for the system prompt?","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11038778464143645,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927911"},{"id":"0549a321-9db7-4e5a-89a9-ffd688bd5541","source":"hackernews","source_id":"49907877","content_type":"comment","title":null,"body_preview":"Situation: There are 29,000 competing government websites.\n\"29,000! Ridiculous! We need to develop one Government website that covers everyone's use cases.\"\nSoon: Situation: There are 29,001 competing","author":"xd1936","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907877"},{"id":"241752b2-5f7b-4043-9b5e-90c3d827af32","source":"hackernews","source_id":"49927197","content_type":"comment","title":null,"body_preview":"I'm surprised this is not front page today, this is literally the catastrophic failure all the tech companies are highlighting in their urging for government oversight; did anyone look at the \"coming ","author":"sans_souse","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927197"},{"id":"421bf486-66e0-4d19-822e-c5e484ebc1de","source":"hackernews","source_id":"49903740","content_type":"comment","title":null,"body_preview":"I understand that having the fingerprint unlock icon over the text about 'keeping your privacy protected' is supposed to represent protecting 'your privacy', but if you click it, it doesn't even go aw","author":"VoidWhisperer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903740"},{"id":"1a5bc01f-3fc7-4706-b909-ac87983736f5","source":"hackernews","source_id":"49895213","content_type":"comment","title":null,"body_preview":"I haven't tried this but in principle I think this sort of finding a needle in a haystack situation (finding the correct path to assistance in a government service) is one of the rare circumstances wh","author":"mellosouls","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0.11379368596641228,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895213"},{"id":"7236f288-0b3b-40bb-a575-0e7b4830a095","source":"hackernews","source_id":"49895915","content_type":"comment","title":null,"body_preview":"If anyone's wondering how this works, it looks like[1] Gemini + guardrails:\n> Google is proud to be named a technology partner in this vital initiative, leveraging Gemini to help more than 100 million","author":"sssilver","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","external_reference"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895915"},{"id":"d012ea7a-4347-43bd-ae6a-b08bcfc85e82","source":"hackernews","source_id":"49895289","content_type":"comment","title":null,"body_preview":"OK, there's a lot of negative comments here, but this is a great idea at a high level. It really is hard to figure out where to do a thing and it's also very easy to get phished. If they can figure ou","author":"maherbeg","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.20533833323717915,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895289"},{"id":"be0d4503-4157-44ea-b0d9-597f88c51f2b","source":"hackernews","source_id":"49919944","content_type":"comment","title":null,"body_preview":"In \"conclusion\", there's no conclusion. The article can be summarised to: \"we made Claude generate five wifi provisioning examples and some test scenarios, some are slower than others\". That's it. The","author":"Tajnymag","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919944"},{"id":"d0f5572e-141d-4a06-ae5f-341155afb60e","source":"hackernews","source_id":"49896790","content_type":"comment","title":null,"body_preview":"I imagine the reasoning was to be \"quirky\" but the video being set in intentionally fake looking sets in a TV studio-type space gave off the vibes that this isn't a serious product for doing real thin","author":"goda90","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896790"},{"id":"33ac0b5e-e8de-40a0-941f-ac7407ca9be3","source":"hackernews","source_id":"49920558","content_type":"comment","title":null,"body_preview":"Super unimpressed. Initial setup was great and easy, I asked it to work through a GH issue, the cloud machine died multiple times while it was working, and when it said it was done I asked for preview","author":"joshstrange","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","comparison_to_competitor","imperfect_expression"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920558"},{"id":"0fa03fd1-937d-42df-85b5-f309f5a2f565","source":"hackernews","source_id":"49897293","content_type":"comment","title":null,"body_preview":"I feel like these companies are pushing on a string, they are getting desperate to have a profitable product. I'll continue to use my $10 subscription to an AI studio noone here has heard of that has ","author":"ecommerceguy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897293"},{"id":"59f3539e-71b1-44b7-ab0f-ad9cc0461e04","source":"hackernews","source_id":"49899531","content_type":"comment","title":null,"body_preview":"The end user of a product is a human and it will ever be. No matter how far you push it on the boundary, there will always be a human. So I don't understand this obsession with automated software fact","author":"hollowturtle","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899531"},{"id":"16ab1160-8281-4d2a-a034-1d01f21a1e8b","source":"hackernews","source_id":"49897896","content_type":"comment","title":null,"body_preview":"not quite dots related but I am surprised by some of the openai negativity in here.\nto me they still are the only lab that ships fantastic models that are easily portable to different agentic harnesse","author":"ChaseRensberger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897896"},{"id":"f0ff6d02-6cc8-4861-b3af-b0f23b563414","source":"hackernews","source_id":"49902042","content_type":"comment","title":null,"body_preview":"Whats the use case where this, or other personal assistant/agents, are helpful and not gimmicky for average consumers (i.e. not tech nerds like all of us)?  Say a person that is a car salesperson at a","author":"mattbrewsbytes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902042"},{"id":"143600a6-d7ed-4d5a-97f3-c1d06382a145","source":"hackernews","source_id":"49897138","content_type":"comment","title":null,"body_preview":"I always think the best company to own an alway-on agent should be Apple, who owns the platform and is more privacy-focused. I hope they catch up and eventually eliminate others.","author":"tracyhenry","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897138"},{"id":"469c0401-9611-4b0b-82ac-08d64f324c58","source":"hackernews","source_id":"49898456","content_type":"comment","title":null,"body_preview":"Muse, Dots, and other always-on agents may be the end of the PC era. Once you’re asking agents to do things on their own virtual machines, it’s game over. Everything moves to the cloud\nAnyone wonderin","author":"jameslk","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.13084399405631372,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898456"},{"id":"01d6dc8b-8e19-4d26-89d1-f6fa992c66e4","source":"hackernews","source_id":"49896745","content_type":"comment","title":null,"body_preview":"i feel like when they style them all cute like that (see muse) it means they're problematic and invasive.","author":"jason_zig","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896745"},{"id":"1a0f9f8f-cbbc-4e19-bc70-367de085b70d","source":"hackernews","source_id":"49897297","content_type":"comment","title":null,"body_preview":"It's cool. It also is a large tech company getting a bit too close for comfort. I'll start experimenting with stuff like this when I'm convinced \"the dot\" only has my interest in mind (which includes ","author":"teekert","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_perspective","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897297"},{"id":"14ddd4f5-c036-4c33-b0d6-cc7fc0ecc09f","source":"hackernews","source_id":"49896969","content_type":"comment","title":null,"body_preview":"The lines between Codex, ChatGPT Work, and Dots is getting a bit blurry to me. I think the target should be a remote agent(s) in its own sandbox with long memory, and all three are heading in that dir","author":"wxw","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1223443999858528,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896969"},{"id":"4732d356-9a71-4342-a118-dd30275d5afe","source":"hackernews","source_id":"49897481","content_type":"comment","title":null,"body_preview":"The \"personal AI agent\" is what everyone's fighting over now. You have Grok Bots, Facebook's Muse, and Instinct doing this exact same thing already. Personally, I think Instinct is the best of the 3 r","author":"jdlyga","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.20454545454545453,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897481"},{"id":"1f293d1a-2527-4c85-9bed-0560db60f2ec","source":"hackernews","source_id":"49905400","content_type":"comment","title":null,"body_preview":"fyi, the cloud env is MITM. tested https://gmail.com with curl and browser including downloaded firefox: OpenAI-issued certificate:\nSubject: CN=gmail.com\nIssuer: O=OpenAI, LLC; CN=openai.com\nCertifica","author":"chen_dev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_detail","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905400"},{"id":"03c53e29-e047-4dc2-be8f-9239bf57d41f","source":"hackernews","source_id":"49901589","content_type":"comment","title":null,"body_preview":"Dots is a little on the nose isn't it? Like the damage over time spells I used to spam in MMORPGs.\nIt's a little crazy that OpenAI is releasing sandboxed agents that are supposedly isolated to act aut","author":"jesse_dot_id","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.0955968053696142,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901589"},{"id":"5c349a8a-a4c2-4cf1-9072-c8d832bb3c68","source":"hackernews","source_id":"49899084","content_type":"comment","title":null,"body_preview":"> excluding the European Economic Area, Switzerland, and the UK\nhttps://help.openai.com/en/articles/20001530-getting-started...","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899084"},{"id":"27d977ea-8703-4251-bad8-f5cf1953f2e8","source":"hackernews","source_id":"49898209","content_type":"comment","title":null,"body_preview":"My biggest frustration with the frontier AI companies isn't what they're announcing, but that the announced-thing that exists ~6 months later is severely nerfed to reduce compute spend.  It doesn't re","author":"mvkel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49898209"},{"id":"bbf2c982-2ac9-4f14-b9e4-ab15074490a7","source":"hackernews","source_id":"49901297","content_type":"comment","title":null,"body_preview":"Ok so not that many months ago, the consensus seemed to be that the smart take on openclaw was \"don't trust it; don't give it write or delete access to anything you care about; don't give it read acce","author":"abeppu","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15043970762709877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49901297"},{"id":"cd28e3d9-0770-49c5-b92d-222e609e3e25","source":"hackernews","source_id":"49906483","content_type":"comment","title":null,"body_preview":"I must be getting dumber as I get older. I genuinely can't work out what Dots actually is.\nIt seems like a dumbed down reskin of Codex/ChatGPT Work but with the power-user features e.g. visibility/men","author":"bluelightning2k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906483"},{"id":"ca0d6928-9002-4273-a85c-15be922c6f32","source":"hackernews","source_id":"49900640","content_type":"comment","title":null,"body_preview":"This is one part of AI I hadn’t success with. I have very little need to run Agents over night, as my throughput is limited by my approval. Each work usually needs revisions, sometimes the bug is just","author":"jwpapi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49900640"},{"id":"35741210-617d-4566-9c7e-c62ee2f1ad08","source":"hackernews","source_id":"49899033","content_type":"comment","title":null,"body_preview":"There's a lot of negativity in here for Dots. I've been a pretty heavy user of Grok Bot, and here are a few thoughts a long the positive line.\n1. Collaboration between always-on agents is a really, re","author":"jjcm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.0855269249828432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49899033"},{"id":"9ea8738f-a648-4b57-81eb-b941fa77c21d","source":"hackernews","source_id":"49925798","content_type":"comment","title":null,"body_preview":"MTV died because Youtube came out. That was the nail in the coffin.","author":"meerita","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925798"},{"id":"557b27a4-9730-498a-86e4-c725c50b2dd4","source":"hackernews","source_id":"49917786","content_type":"comment","title":null,"body_preview":"Congratulations. We need more of these tools. I'll give it a try.","author":"fithisux","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917786"},{"id":"a324d430-1bc3-4773-bdf5-0dcdb9119ae8","source":"hackernews","source_id":"49919407","content_type":"comment","title":null,"body_preview":"Good luck.\nI once knew how to fix shift/reduce reduce/reduce errors, but that was a long time ago. \nWith recursive descent parser you need to check for left recursion, which is somewhat less tricky.","author":"MichaelMoser123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919407"},{"id":"8892f15a-22f9-4289-96f8-101e607703e1","source":"hackernews","source_id":"49918659","content_type":"comment","title":null,"body_preview":"do you intend to add sth like python bindings, especially for the AST and walker classes?\nthen Yantra would become great to parse well-known structured data from python at low-level speed.","author":"froh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918659"},{"id":"594666c7-c61b-46d0-b7d9-ba94c9614ac2","source":"hackernews","source_id":"49917551","content_type":"comment","title":null,"body_preview":"Yacc has mid-rule actions which can be used to propagate information from left siblings to right siblings, as well as to children (embedded nonterminal symbols).\nOf course, it's not the same as having","author":"kazinator","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.12854835550168797,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917551"},{"id":"c694e0e2-a123-4603-a8bd-d5d527a43528","source":"hackernews","source_id":"49918212","content_type":"comment","title":null,"body_preview":"For people interested on this topic I strongly recommend to also look at Ben Hanson https://github.com/BenHanson/parsertl17 and based on it I've created an online LALR(1) playground here https://mingo","author":"mingodad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918212"},{"id":"fe1f4a07-053a-429a-94a5-2806247b9052","source":"hackernews","source_id":"49917666","content_type":"comment","title":null,"body_preview":"It's a little surprising to see new parser generators being written, long after the vast majority of compilers have already settled on recursive descent / precedence climbing (including https://news.y","author":"userbinator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinion"],"bot_score":0.13504344164718668,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917666"},{"id":"a22c3853-8326-4cf5-a1c2-ff8a42f052c1","source":"hackernews","source_id":"49920810","content_type":"comment","title":null,"body_preview":"I added this to my list of specialized bibliographies:\nhttps://github.com/btrettel/specialized-bibs","author":"btrettel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920810"},{"id":"7c978de5-730b-4140-8ea7-bd13bffd154c","source":"hackernews","source_id":"49912115","content_type":"comment","title":null,"body_preview":"Modular origami construction of various mathematical solids was pioneered by Tomoko Fuse in the 1980s.\nhttps://en.wikipedia.org/wiki/Tomoko_Fuse\nhttps://www.amazon.com/stores/Tomoko-Fuse/author/B004L2","author":"jpm_sd","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912115"},{"id":"2964a8b8-8067-42fa-9b52-c26b00dc23ee","source":"hackernews","source_id":"49912049","content_type":"comment","title":null,"body_preview":"I always wait for someone to post origami on Hacker News so that I can publicize my own work on origami:\nhttps://royalsocietypublishing.org/rsos/article/7/2/200011/9...","author":"harhargange","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912049"},{"id":"3728b8bb-f322-4c0a-9666-015c8c5ec033","source":"hackernews","source_id":"49908190","content_type":"comment","title":null,"body_preview":"I was lucky enough to meet the guy behind mathigon for dinner a long time ago. He's brilliant! I'm always excited to see what he is up to! Glad to see this voted up.","author":"saivan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908190"},{"id":"1055ba82-f753-40ba-b8f5-3a4e59b8f121","source":"hackernews","source_id":"49908949","content_type":"comment","title":null,"body_preview":"At the danger of spamming this (well - posting it for the second time in 6 months) - I'm still trying to find the select demographic who appreciate this:\nhttps://ixxyxr.github.io/polyhydra-web/?m=3","author":"andybak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908949"},{"id":"8fc7d06b-fc14-4c1b-a324-b34fad77b4ab","source":"hackernews","source_id":"49908952","content_type":"comment","title":null,"body_preview":"Kusudama is your keyword if you want to learn how to do these :)\nThe 5 intersecting tetrahedra is particularly cool, and I've used these instructions to assemble it http://origametry.net/fit.html","author":"ciroduran","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908952"},{"id":"e4f9cd56-2661-492a-8490-3d7ca7e3d8ec","source":"hackernews","source_id":"49911981","content_type":"comment","title":null,"body_preview":"The 'origami ball' on the bottom left doesn't link to instructions.\nIn case anyone wants to make it, you can google 'venus kusudama'\nhttps://www.youtube.com/watch?v=TNwPzwtAme4\nhttps://www.cutoutandke","author":"rahimnathwani","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.08029837413610287,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911981"},{"id":"88e90cc2-767c-4846-86f3-61103ed32df2","source":"hackernews","source_id":"49910592","content_type":"comment","title":null,"body_preview":"It is possible to fold a cube from a single sheet. The cube on the page is made from several units. The method for folding a cube from a single sheet was independently invented by Kazou Haga, Kunihiko","author":"fjfaase","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1911859584494497,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910592"},{"id":"ab7df9b4-2b11-4fd4-abb4-c095ba1721d8","source":"hackernews","source_id":"49908058","content_type":"comment","title":null,"body_preview":"It should probably be noted somewhere that this is more \"papercraft\" than \"origami\", and the thing you download is just the net of the solid, not instructions to make what's in the picture.\nAlso sadde","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1434539558337275,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908058"},{"id":"276ee10e-11b0-4ae6-8285-decdf1b25a63","source":"hackernews","source_id":"49907204","content_type":"comment","title":null,"body_preview":"I wonder when Claude will stop doing \"pale but not white background with a serif heading\"\nAlso - not sure what happened, but clicking around, I got the entire model to disappear entirely and the reset","author":"NichoPaolucci","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.06781535587492998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907204"},{"id":"dc83ee09-3d98-4bbb-a5de-a75fb837394c","source":"hackernews","source_id":"49907748","content_type":"comment","title":null,"body_preview":"You built nothing.\nYou pointed your clanker of choice to a dataset (or more realistically, asked it to find an appropriate dataset), and told it to build a interactive 3d model. You learned nothing fr","author":"tmarice","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907748"},{"id":"d7778120-10df-4982-b72d-96e4b4b6c174","source":"hackernews","source_id":"49907885","content_type":"comment","title":null,"body_preview":"Too bad the AI that this is built with isn't bright enough to know how many permanent teeth there are in a human's jaw. 38 seems high. Why should anyone trust it to know how all the other things are c","author":"doodlebugging","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907885"},{"id":"b3dad223-c729-47ff-b15f-535a1d16eb58","source":"hackernews","source_id":"49908222","content_type":"comment","title":null,"body_preview":"Just a clarification for the people hating on clankers, I want to know what you expect from todays devs? do you genuinely think that people should manually handcode everything for it to hold any signi","author":"Zeruxe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2510983887595345,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908222"},{"id":"5490e332-9661-48fc-a999-24e318a7f470","source":"hackernews","source_id":"49908045","content_type":"comment","title":null,"body_preview":"It's pretty neat... and reminds me, I need to go to the dentist... oh well...","author":"pelagicAustral","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908045"},{"id":"a9ff20a0-14ac-4708-bc1b-a75e3dfd938d","source":"hackernews","source_id":"49913487","content_type":"comment","title":null,"body_preview":"Beautiful! Thank you for creating and sharing this! :)\nIt's really inspiring.","author":"chrisweekly","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.0842462783250402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913487"},{"id":"194a0820-2e7b-4ecf-9ada-5cfd8c3ca72a","source":"hackernews","source_id":"49908497","content_type":"comment","title":null,"body_preview":"Here is the product hunt for those of you who would like to support - https://www.producthunt.com/products/dental-scope?utm_source...","author":"Zeruxe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2510983887595345,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908497"},{"id":"9d7e7169-2d73-45f9-afee-ec1c7ed131c2","source":"hackernews","source_id":"49912372","content_type":"comment","title":null,"body_preview":"When dentists take scans of our teeth, can those scans theoretically be rendered in this tool?","author":"sssilver","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912372"},{"id":"ce02900c-4bbe-4a97-b2ca-c51e4fcb5086","source":"hackernews","source_id":"49908835","content_type":"comment","title":null,"body_preview":"I'm a bit confused that the top wisdom teeth are erupted but the bottom ones aren't.. is that toggle-able?","author":"fouc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","missing_platform_voice"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908835"},{"id":"65565b9a-3fc0-4009-9df0-2264b01834d2","source":"hackernews","source_id":"49919977","content_type":"comment","title":null,"body_preview":"Looks amazing! Wondering what those flat disks in the upper jaw are?","author":"robobo96","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.09926970034697728,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919977"},{"id":"76e02992-ec1f-49c1-a73d-e149bea3e6b9","source":"hackernews","source_id":"49913594","content_type":"comment","title":null,"body_preview":"I see toggles for the viewing of separate dental tissues, but I can't seem to get them working. For example, I'd like to view the root canals. There are Show/Hide toggles for the enamel, etc. but they","author":"jolmg","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913594"},{"id":"0dba4a0e-9b81-438a-bc9b-2afc4b02abc7","source":"hackernews","source_id":"49912562","content_type":"comment","title":null,"body_preview":"@Zeruxe: I don't know how to DM people on this platform, but I'd love to chat with you.  I'm an ICU doc and have spent the past month vibe-coding a bunch of physiologic and anatomic simulators (med-si","author":"thefyuriy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912562"},{"id":"86445587-79bb-444e-a715-77428bedb1c8","source":"hackernews","source_id":"49908003","content_type":"comment","title":null,"body_preview":"This reminds me of \"Human Atlas\" [1] (created by GPT-6 Astra) - there's a video in the tweet announcing it [2].\nThere was a live deploy, but it is currently unavailable: https://human-atlas-seven.verc","author":"jamessb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908003"},{"id":"1731c915-8011-400e-96a6-b70c938dd315","source":"hackernews","source_id":"49908283","content_type":"comment","title":null,"body_preview":"Years and years of “mobile first” getting getting traction only to be forgotten in a heartbeat when it’s finally easy to do “real cool stuff” on desktop.\nI personally couldn’t be happier about it.","author":"m-s-y","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908283"},{"id":"a8447468-6d49-4b53-ac10-ae56c1f932f7","source":"hackernews","source_id":"49886536","content_type":"comment","title":null,"body_preview":"Built Dental Scope, a free open source 3D learning tool for exploring teeth, jaws, nerves, vessels and dental structures.\nLive: https://dental-scope.com/\nGitHub: https://github.com/Yoosseph/dental-sco","author":"Zeruxe","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.2510983887595345,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49886536"},{"id":"f5d00e25-d4e3-4184-b68b-2be148f5283c","source":"hackernews","source_id":"49922270","content_type":"comment","title":null,"body_preview":"One of the more disappointing gaming experiences I've had in my life was realizing that the core loop in this game basically boiled down to the proportion of zones to each other.\nEverything else, all ","author":"exogeny","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922270"},{"id":"5eb6ac9f-7ddd-4307-a667-6056907ead61","source":"hackernews","source_id":"49917609","content_type":"comment","title":null,"body_preview":"- posts page is down?\n- https://log.schemescape.com/posts/","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09076656358978448,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917609"},{"id":"de5a6174-210b-4896-8962-6565a05219b4","source":"hackernews","source_id":"49921695","content_type":"comment","title":null,"body_preview":"Tell me you don't know what porntipsguzzardo means without telling me you don't know what porntipsguzzardo means.","author":"ssharp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921695"},{"id":"6c92f530-74f3-4096-8371-a23c7d5872d6","source":"hackernews","source_id":"49919430","content_type":"comment","title":null,"body_preview":"Took one look at the hex dump and recognised it as an IFF format (\"FORM\" and a hunk type). Guess that makes me old.","author":"vidarh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919430"},{"id":"126b6b3a-5d28-4e20-ac65-ce764456cf04","source":"hackernews","source_id":"49924691","content_type":"comment","title":null,"body_preview":"I remember looking at the amount of $ I had in Red Alert 2, ALT+TAB-ing out of the game, then using some RAM modifying tool to search for the value and bumping it. Good times.\nNow to get more currency","author":"OptionOfT","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924691"},{"id":"a2637afe-14c9-417d-9d06-71899de696ee","source":"hackernews","source_id":"49925547","content_type":"comment","title":null,"body_preview":"I remember discovering hex editing when I was a kid too. I used the hex editor built into a commercial editor that my father had bought called VEdit.\nI remember using it to edit some DOS directory ent","author":"db48x","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925547"},{"id":"9a011537-00e3-4230-8fe6-9dd267b0860a","source":"hackernews","source_id":"49921865","content_type":"comment","title":null,"body_preview":"I'm sure several of us have a similar story for this game. The file format wasn't encrypted or anything. I wrote and published a small Perl program to give a save file the maximum money on launch day ","author":"cestith","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921865"},{"id":"2be354e2-8422-4686-ac49-99af56a32d7e","source":"hackernews","source_id":"49920534","content_type":"comment","title":null,"body_preview":"I really enjoyed \"Hacking\" Bard's Tale II Character as a kid. \"Rex the Dino swings at a Barbarian 8 times for 900 points, killing them.\"\nUsing the sector editor to mess with things, did seem to often ","author":"jiscariot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920534"},{"id":"7a422aae-4757-4a9a-a0bc-e3bf8d745eb5","source":"hackernews","source_id":"49917398","content_type":"comment","title":null,"body_preview":"One of the first save files I modified was SimCity 2000. I had just learned about hex numbers and thought well they have to store my money somewhere so I just searched for the hex values of my current","author":"gullevek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917398"},{"id":"0b7fe5a6-9e46-4387-9565-b78494a38ea6","source":"hackernews","source_id":"49917036","content_type":"comment","title":null,"body_preview":"> I suspect that [modifying data in memory] is how the Game Genie for the Nintendo Entertainment System worked.\nGame Genie, Action Replay, and other similar devices worked on a different principle - t","author":"duskwuff","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917036"},{"id":"59639d77-1fa3-4391-9e87-c69073b75b57","source":"hackernews","source_id":"49902964","content_type":"comment","title":null,"body_preview":"I lament that these kinds of rogue explorations are less and less available to kids these days. Sure in many senses there's much more in the space to engage with, powerful tools like scratch and now L","author":"ticulatedspline","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.10203327259695726,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902964"},{"id":"831a34db-2c6a-4ce3-b630-46db5d65c455","source":"hackernews","source_id":"49915604","content_type":"comment","title":null,"body_preview":"> SimCity 2000 was an isometric city-builder game. I'm not sure if it was well received,\nHah, it's probably considered one of the greatest games of the 90s.","author":"Sohcahtoa82","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23145247027726654,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915604"},{"id":"5149a3d7-6488-49d1-abf2-b182e32d9eb2","source":"hackernews","source_id":"49925075","content_type":"comment","title":null,"body_preview":"The post's argument that hash collisions are irrelevant in practice is not convincing at all. Basically they amount to:\n1. Collisions aren't as bad as preimage attacks\n2. Even if you made a file-with-","author":"Strilanc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925075"},{"id":"92a2b6dc-0428-4ad8-8230-9a69ed9f854e","source":"hackernews","source_id":"49924805","content_type":"comment","title":null,"body_preview":"> We can go through years of this SHA-1 to SHA-256 migration and then quantum computers break 256 and we're back in the same stupid boat again.\nSHA-256 is considered quantum safe by the NIST and is le","author":"r3trohack3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924805"},{"id":"f1f48512-0d65-4bfc-aec4-5f2a5aa678d1","source":"hackernews","source_id":"49924881","content_type":"comment","title":null,"body_preview":"schacon: Really like the \"Independent Tree Hash Headers\" idea.\nHow difficult would this be to get this functionality into git?\nWould it cause any breaking changes with older versions?\nHave you discuss","author":"njt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924881"},{"id":"5209c69b-e524-4871-a9c2-76b1ae3bcd29","source":"hackernews","source_id":"49925983","content_type":"comment","title":null,"body_preview":"I don't agree that SHA-1 is much longer feasible for git.\nBut I also don't think that switching to SHA-256 must be painful. A git2->git3 converted repo could just store all the past hashes, so existin","author":"bmacho","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","technical_domain_knowledge","platform_fluency"],"bot_score":0.20200209387040693,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925983"},{"id":"daac0d49-cbc5-4332-ae7b-a1deb0d5f2be","source":"hackernews","source_id":"49925341","content_type":"comment","title":null,"body_preview":"Make git init use SHA-256 if git is invoked as git3, SHA1 if invoked as git2.\nPlain git init could fail with a diagnostic: informing to use one of the two aliases or an option.\nWhat people don't want ","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.12854835550168797,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925341"},{"id":"fcbc1a6e-02c7-4882-87ac-9cb1b45a4350","source":"hackernews","source_id":"49924709","content_type":"comment","title":null,"body_preview":"Ugh, I didn't know that SHA-1 submodules wouldn't be supported in SHA-256 repos. That changes the transition from painless to a major dumpster fire. Having to maintain converted forks, and use differe","author":"pavon","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924709"},{"id":"dae8acfc-60de-4e3f-b76b-3f358c233405","source":"hackernews","source_id":"49925893","content_type":"comment","title":null,"body_preview":"Oh, agreed this sounds like a terrible migration path and shouldn't really be needed in the first place.\nWhat I'm missing in the article is whether any Git server accepts replacing a SHA-1 identified ","author":"flowerthoughts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","missing_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925893"},{"id":"e9b6711d-4b88-4b8a-8bbc-525dee699b96","source":"hackernews","source_id":"49924847","content_type":"comment","title":null,"body_preview":"Can someone more cyber-pilled than me explain what the actual risk with Git hashes being susceptible to collision attacks is? Obviously accidental collisions are problematic, but to my understanding t","author":"OkayPhysicist","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924847"},{"id":"9f4d8ff0-4a73-4d19-b98f-8067a36aff1c","source":"hackernews","source_id":"49925225","content_type":"comment","title":null,"body_preview":"I positively don't care about the collision issue.\nIf you need to certify the authenticity of some code, and you've decided that a Git hash of any kind is going to be your certificate, you have a prob","author":"kazinator","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12854835550168797,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925225"},{"id":"7ea197b0-6f48-41a1-926d-9506cef8f3a5","source":"hackernews","source_id":"49924479","content_type":"comment","title":null,"body_preview":"Yes every repo is either one or the other but you fix that by rehashing the entire repo. Everyone can do this independently. It's entirely possible to maintain to identical repos in SHA1 and SHA256 mo","author":"storyinmemo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924479"},{"id":"c99c3c8a-2506-40ca-bf05-44a235522e99","source":"hackernews","source_id":"49924712","content_type":"comment","title":null,"body_preview":">it will be an incomprehensibly expensive and ultimately valueless and avoidable global nightmare.\nthought \"costly\" in the title and \"incomprehensibly expensive\" in the subheader meant this piece woul","author":"sigmar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924712"},{"id":"10a8c4b0-726c-4084-8bc3-fc01cd431877","source":"hackernews","source_id":"49924704","content_type":"comment","title":null,"body_preview":"So they’ve been talking about this for many years, planning, and finally announce when they’re going to switch the default.\nSo this is the right time to post that everything they’re doing is wrong? Di","author":"MBCook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924704"},{"id":"0bd10276-f28d-4a82-8d40-e0ea7d9eb3c2","source":"hackernews","source_id":"49924964","content_type":"comment","title":null,"body_preview":"I thought this would be a snark but it's an extremely well put together argument against the \"Hashmageddon\".\nIf you're replacing the weakness of SHA-1 just by going to another algorithm, you better be","author":"6thbit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924964"},{"id":"fd1d76ca-2a72-4068-a96d-b17cb008c9c7","source":"hackernews","source_id":"49924513","content_type":"comment","title":null,"body_preview":"From what I'd read, SHA256 in git is showing every sign of being another IPv6. In particular:\n- It's implemented in a non-backwards-compatible way\n- The benefits over the older model are a bit nebulou","author":"nicoburns","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924513"},{"id":"b4def254-1c3d-4bf9-ad91-4ea90553a170","source":"hackernews","source_id":"49924699","content_type":"comment","title":null,"body_preview":"This means, if you migrate your repo, every single commit message that contains text like: \"please see commit <sha1>\" will now be broken.\nThis will be a train wreck. I hope they don't release before a","author":"purpleidea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924699"},{"id":"4f124faa-d2b6-42ec-9128-1d1dccf70c19","source":"hackernews","source_id":"49924540","content_type":"comment","title":null,"body_preview":"I don't understand why Git is not making the SHA-1 and SHA-256 modes far more compatible with each other.\nSHA1-hashed objects should be able to refer to SHA-256-hashed objects, although this seems som","author":"amluto","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","list_heavy_advice"],"bot_score":0.14106629800082637,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924540"},{"id":"c6cb559f-19f9-4b79-879e-c31cb102a129","source":"hackernews","source_id":"49925169","content_type":"comment","title":null,"body_preview":"Linus Torvalds in 2007:\n> but the point is the SHA-1, as far as Git is concerned, isn't even a security feature. It's purely a consistency check. The security parts are elsewhere, so a lot of people a","author":"meinersbur","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925169"},{"id":"cfbfcbdb-0593-4b73-8902-ede6955a92db","source":"hackernews","source_id":"49925011","content_type":"comment","title":null,"body_preview":"One of my favorite fun facts about Fossil SCM (another source control by the devs of sqlite) is that they patched their use of SHA1 6 days after the shattered attack was published:\n\"Both Fossil and Gi","author":"gandreani","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925011"},{"id":"dbfc1053-6bc6-41d0-b38d-fbc46455ff3e","source":"hackernews","source_id":"49924738","content_type":"comment","title":null,"body_preview":"This article is full of mistakes and misleading claims:\n1) It's claiming SHA1 insecurity is theoretical, while SHAttered from 2017 was specifically a pratical proof of concept. The only reason Git was","author":"kpcyrd","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924738"},{"id":"338ef6f3-5769-4768-b67f-0e8b270dc4a3","source":"hackernews","source_id":"49921815","content_type":"comment","title":null,"body_preview":"Can´t read the article, why is this article still here? Is HN doing ads now, pfff?","author":"trilogic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921815"},{"id":"4606f269-00ea-44b2-9a37-e8b098d14ced","source":"hackernews","source_id":"49921576","content_type":"comment","title":null,"body_preview":"Well yeah, hard power is a major impetus behind sovereign wealth funds - be they ADIA, Temasek, Master Trust, QIA, PIF, CIC, etc.\nBut this is the world we live in.\nIf you put your head in the sand, yo","author":"alephnerd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921576"},{"id":"9ed0ea74-1722-4361-bc31-f988b0e471b3","source":"hackernews","source_id":"49921648","content_type":"comment","title":null,"body_preview":"I can’t read the article. Do they explain how it’s more imperialist than what we have now?\nUsing capital ownership to distribute the proceeds of an industry whose raw material was the creative output ","author":"velcrovan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921648"},{"id":"1ad4ee6c-efaf-41df-8367-c8f9d3982ab7","source":"hackernews","source_id":"49924342","content_type":"comment","title":null,"body_preview":"I didn't read because of the paywall, so I don't know how good their argument is, but I'm very skeptical about trusting The Financial Times to determine what is and isn't progressive or techno-imperia","author":"pickleglitch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17527914605697173,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924342"},{"id":"47f48f1d-9d94-4f97-84de-c0c57fc2bb70","source":"hackernews","source_id":"49922545","content_type":"comment","title":null,"body_preview":"Summary of why sovereign wealth funds are generally a bad idea: the governments don’t like to do things that could potentially harm their investments. If a government has large stakes in cigarette com","author":"baron816","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","semantic_specificity"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922545"},{"id":"e3ac5d12-d7b6-4ebc-a3c5-2e00e0023cb6","source":"hackernews","source_id":"49910617","content_type":"comment","title":null,"body_preview":"Wait until someone does that to your favourite cloud provider's customer data.","author":"sdcfgy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1322204972155219,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910617"},{"id":"d723dade-ecbb-4dc3-9e44-333e7dde320e","source":"hackernews","source_id":"49914103","content_type":"comment","title":null,"body_preview":"Seriously, who is responsible for \"none\" JWT tokens. It has caused so many critical security bugs over the years.","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14265445629613693,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914103"},{"id":"20f1761f-1e5b-4c26-a042-ff9a61b68c57","source":"hackernews","source_id":"49912124","content_type":"comment","title":null,"body_preview":"This kid is 16?\nCan’t wait to see what he’s up to in 10 years.","author":"moat","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912124"},{"id":"2b3bfadc-9439-4062-a589-30073467c348","source":"hackernews","source_id":"49917539","content_type":"comment","title":null,"body_preview":"Always happy when I see software I built being used to hack cool targets. Very nice finding!","author":"Sytten","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","emotional_authenticity"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917539"},{"id":"5d404713-7139-40bd-a900-b2f07dd5d179","source":"hackernews","source_id":"49916775","content_type":"comment","title":null,"body_preview":"How many times has Microsoft gone through this? I feel like I remember a similar one with Active Directory a few years back.","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.09116037472527538,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916775"},{"id":"d34bc54b-b15e-4518-a153-9e29df80c88e","source":"hackernews","source_id":"49917563","content_type":"comment","title":null,"body_preview":"> I pulled 2023 snapshots of Titan’s login and privacy pages from the Wayback Machine\nGreat, give them one more reason to attack WBM.","author":"FlameWolf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917563"},{"id":"f6598c9f-d4bf-4423-9744-4cd78973648d","source":"hackernews","source_id":"49917737","content_type":"comment","title":null,"body_preview":"Even more impressive to me than finding the bug is the clear way the article was written. Even if they used AI to write it (which I don't think they did), it reveals an incredible maturity and ability","author":"kmoser","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917737"},{"id":"c96150af-187b-4375-aee6-518d66ecabae","source":"hackernews","source_id":"49923739","content_type":"comment","title":null,"body_preview":"He could have protected that data by dropping all the tables.","author":"jakedata","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923739"},{"id":"729c6402-77ad-4bcd-9600-56f39db36a9b","source":"hackernews","source_id":"49914946","content_type":"comment","title":null,"body_preview":"The kicker... only 5k reward for this is insane. That said probably the attacker didn't need to run as many queries as they did...\n09/17/26 - Awarded $5,000","author":"zk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914946"},{"id":"f0220b9a-2e0b-4a45-ade4-d59a6a81a9a6","source":"hackernews","source_id":"49919903","content_type":"comment","title":null,"body_preview":"Any APT group would have spent enormous time on securing this treasure trove, and moved to extortion.\nCorporations, like Microsoft, offering 5 grand to that in comparison seems just lackluster.\nRelati","author":"Amekedl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919903"},{"id":"7af43730-139a-4ea1-80b8-6ae9593b012a","source":"hackernews","source_id":"49910227","content_type":"comment","title":null,"body_preview":"What is Antares? Can't find anything related to it except for the 1B model, which does not seem to be capable of autoresearch.\nUPD: It's his personal bot.","author":"f311a","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910227"},{"id":"7c1c78a4-1724-4b44-9faa-06785b99276b","source":"hackernews","source_id":"49910587","content_type":"comment","title":null,"body_preview":"wow I am so surprised to hear once again how JWTs are terrible\nhttps://www.howmanydayssinceajwtalgnonevuln.com/","author":"er0k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910587"},{"id":"43b3cd46-c5a3-4444-baee-efa16f9202f3","source":"hackernews","source_id":"49910952","content_type":"comment","title":null,"body_preview":"> {\"alg\":\"none\",\"typ\":\"JWT\"}\nI don't know how this ever became a thing that was allowed into the spec and then picked from the spec and implemented in various implementations.","author":"rdtsc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910952"},{"id":"b088eef0-10ad-408f-bffa-cdba52fa3ea9","source":"hackernews","source_id":"49910759","content_type":"comment","title":null,"body_preview":"There is an internal library at Microsoft that reliably avoids all these JWT problems - Microsoft Identity Service Essentials (MISE). Adopting MISE and upgrading to the latest versions of it have been","author":"verst","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910759"},{"id":"733c60b9-d10b-46b9-b4af-695bed88ac56","source":"hackernews","source_id":"49910764","content_type":"comment","title":null,"body_preview":"> Hey! I’m Faav. A little over a year ago, when I was 15, I published Break into any Microsoft building: Leaking PII in Microsoft Guest Check-In, my first Microsoft write-up. I’m 16 now, and this one ","author":"throwaway2037","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910764"},{"id":"31b475e0-2ea9-419c-974b-e8aadf3892e0","source":"hackernews","source_id":"49910471","content_type":"comment","title":null,"body_preview":"> awarded $5000\nIt's a little perplexing. Of course it's always a controversial topic since it's difficult to value an exploit, but whenever we read about these online, which probably goes through som","author":"sdfhbdf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910471"},{"id":"9ae4cf9d-00a0-4902-ab05-e4c5554efb89","source":"hackernews","source_id":"49910750","content_type":"comment","title":null,"body_preview":">Microsoft had editorial control over this post, cutting sections and figures and reshaping how the impact is described before publication.\nthat is... not great. shame on microsoft.\nits actions like t","author":"john_strinlai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.125089258119034,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910750"},{"id":"49aab3ff-bae3-43e1-8a86-22ff477f8981","source":"hackernews","source_id":"49910944","content_type":"comment","title":null,"body_preview":"We are like... 5 years away from real star wars droids at this pace. keep up the good work!\nWhat was the biggest design challenge you faced?","author":"altruios","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13929822904046435,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910944"},{"id":"41f8796d-3e15-4ae4-8c87-720ad5a3ef9f","source":"hackernews","source_id":"49907420","content_type":"comment","title":null,"body_preview":"I have started to use my editor to build a robotic arm and we are using JEPA for perception and Ornith local model for reasoning as a hybrid approach for arm because there’s no single model that handl","author":"NikhilChowdaryG","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907420"},{"id":"ccf00192-2773-4658-99e1-c54ae650face","source":"hackernews","source_id":"49919798","content_type":"comment","title":null,"body_preview":"Ah.... arduino based. No thanks. If I wanted full linux capable SOCs i'd have chosen something else. They lost their whole point.","author":"vrighter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919798"},{"id":"91e851b6-1731-4a78-ab6f-866774f9982c","source":"hackernews","source_id":"49910827","content_type":"comment","title":null,"body_preview":"I would never design a robot which looks like it can walk, but actually can’t walk. That feels fundamentally dishonest to me. If nothing else it will let down plenty of people when they realise that t","author":"krisoft","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_expression","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910827"},{"id":"1ed07f43-6170-49dc-8ebd-5e33fdbbec9e","source":"hackernews","source_id":"49907355","content_type":"comment","title":null,"body_preview":"I’m sad that it uses the Uno Q. I really dislike the uno Q, since it uses QC SoC, which means no cheap Chinese clone, which is not very accessible to everyone.","author":"mrheosuper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907355"},{"id":"d12afdd9-f4c0-423f-9f6c-b2e7c756bbea","source":"hackernews","source_id":"49891318","content_type":"comment","title":null,"body_preview":"Thanks for sharing! Love that it's open source with the 3D files and instructions included. My son and I are going to build this together. Great project.","author":"salamachinas","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891318"},{"id":"2fee803c-02f5-4dca-9b4d-2ea43818071f","source":"hackernews","source_id":"49909166","content_type":"comment","title":null,"body_preview":"This reminds me of the Otto DIY (https://www.ottodiy.com/), which also used to be a free Arduino (nano) based, 3D-printable robot until it was bought by HP. Just like with the JBR-001 it seems that th","author":"phil42","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909166"},{"id":"705a12a2-d42b-4bc3-8b63-b90a3fc72386","source":"hackernews","source_id":"49912165","content_type":"comment","title":null,"body_preview":"Anyone tried using Jev for fast AI robot decisions? Would it make sense?","author":"Mystery-Machine","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912165"},{"id":"2e464c39-839d-4c4b-bc59-d8a13a3f1efc","source":"hackernews","source_id":"49910973","content_type":"comment","title":null,"body_preview":"Curious to see how they get on with VLAs. They sound great till you have to sit and record hundreds of teleop demos to teach them how to solve your task...","author":"ainch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910973"},{"id":"2a115e36-1a63-4bf2-8f0f-096c21c6915c","source":"hackernews","source_id":"49909950","content_type":"comment","title":null,"body_preview":"Shoutout to people who don't overthink blog setups. \"thisismypersonalblog.com\" AND GO. It'll do the job.\nOn a technical note, your setup is not far from where professional setups are headed [1]. Astra","author":"pj_mukh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","external_link_context"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909950"},{"id":"44d49671-581f-44a5-a389-cdbf109fb006","source":"hackernews","source_id":"49912799","content_type":"comment","title":null,"body_preview":"I thought this was going to be a post about learning robotics.\nIt seems more like a post about hooking up an LLM to a pre-made robotic arm.\nWhile that's interesting, I wouldn't have labeled the post \"","author":"WoodenChair","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912799"},{"id":"6ddef231-9a2b-49f2-bab6-879869a7cc9b","source":"hackernews","source_id":"49909860","content_type":"comment","title":null,"body_preview":"First law of calibration: Make sure you do an error analysis.\nFinding the table surface is pretty useless using a top-down view, even with April tags, because the range error to an april tag is much m","author":"jvanderbot","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909860"},{"id":"18e42b38-3cc0-4337-b253-7b044c87ee05","source":"hackernews","source_id":"49925092","content_type":"comment","title":null,"body_preview":"It's pretty common where I live when someone passes that all their belongings are just moved to the curb for collection. I picked up one of these sometime around 2015 off the curb. I took it apart for","author":"sidewndr46","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925092"},{"id":"466cc82e-a1fb-474a-b01c-82df98060014","source":"hackernews","source_id":"49926662","content_type":"comment","title":null,"body_preview":"> Without sample-and-hold circuitry, this meant the stereo channels were approximately 11 μs out of sync.\nAm I correct in assuming this wouldn't be perceivable on a stereo, based on the speed of sound","author":"malgorithms","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926662"},{"id":"9fcf6e97-fef4-4b9c-9d9b-b22d5c0f65b0","source":"hackernews","source_id":"49926089","content_type":"comment","title":null,"body_preview":"How did the market support all these weird inventions that required so many unique, precise components?\nCD's, LP's, 8-tracks, CRT's, minidisc, microcassettes, VHS, Jaz and Zip drives, laserdiscs. Need","author":"Kon5ole","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_or_stance","natural_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926089"},{"id":"bc5a9da4-3421-4e95-bd73-f9069292cd52","source":"hackernews","source_id":"49912130","content_type":"comment","title":null,"body_preview":"How to make this work with infrared wallpaper?\n\"Ask HN: Are there infrared wallpaper products in US markets?\" (2025) https://news.ycombinator.com/item?id=45444514 :\n> /? infrared wallpaper heating : h","author":"westurner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912130"},{"id":"195f4e4f-1a41-4fc9-92f5-1cca437f12cd","source":"hackernews","source_id":"49914428","content_type":"comment","title":null,"body_preview":"Meanwhile I'm struggling to increase humidity as it is unhealthily dry at my place... (and ultrasonic evaporators are a no-go)","author":"fodkodrasz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914428"},{"id":"647b97f2-3575-4969-b005-332e410eb7e4","source":"hackernews","source_id":"49911178","content_type":"comment","title":null,"body_preview":"That’s impressive humidity drop for a small panel area. Curious how big the room was.","author":"bix6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10652734434124257,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911178"},{"id":"c79df844-6c41-41fa-9c4c-20081a8d97b1","source":"hackernews","source_id":"49911845","content_type":"comment","title":null,"body_preview":"> A 1596-unit array powers a wireless keyboard and simultaneously reduces indoor humidity from 38% to 32%,\nisn't below 40% \"bad\"?","author":"dinkblam","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","missing_platform_voice","false_specificity"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911845"},{"id":"5331940a-8fb9-424d-b022-0a7813f6443e","source":"hackernews","source_id":"49911139","content_type":"comment","title":null,"body_preview":"I've thought for a while that it would be interesting to have micro dehumidifiers on my roof that supplement my water supply from humidity.\nTurn myself into a moisture farmer if you will.\nBut then I w","author":"jedberg","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1121229389734169,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911139"},{"id":"25a0ab2c-5114-41ba-9209-64a7eabc9341","source":"hackernews","source_id":"49911883","content_type":"comment","title":null,"body_preview":"Cool concept. As they mention, more work needs to be done on long term durability, although they saw no degradation in their (very short) testing period. To me, the humidity control seems more worthwh","author":"MostlyStable","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","opinion_and_nuance","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911883"},{"id":"256483a1-31e1-4ee6-9f15-2451a55349c9","source":"hackernews","source_id":"49919921","content_type":"comment","title":null,"body_preview":"https://archive.is/ETJ43\nand https://en.wikipedia.org/wiki/Jacques_Barzun","author":"emmelaich","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919921"},{"id":"631abf1a-ba72-4da7-be74-3a151b79ebdd","source":"hackernews","source_id":"49920696","content_type":"comment","title":null,"body_preview":"> The practical world, the business world, has created the \"credentials society ,\" and beginning in the 40s and 50s it became a mania to qualify for a particular line, to have a certificate or a diplo","author":"Michelangelo11","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","original_commentary","absence_of_ai_signals"],"bot_score":0.16269841269841268,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920696"},{"id":"0d23c994-2b7b-4803-8e28-76495edf38dd","source":"hackernews","source_id":"49919964","content_type":"comment","title":null,"body_preview":"What a delight to see Barzun's name here. I read From Dawn to Decadence in 2000 when I was young. It was one of the first books of its kind that I read, and it stuck with me all these years because it","author":"afpx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919964"},{"id":"66afa18d-9e9e-4901-9d99-6fa16b7dff67","source":"hackernews","source_id":"49919600","content_type":"comment","title":null,"body_preview":"One note on the OP is that the NRMP doesn't use Gale-Shapley, it actually uses the Roth-Peranson algorithm which is a slight modification of the original Gale-Shapley one.","author":"vinnrex","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919600"},{"id":"6b2f022f-3e1a-458f-ac3f-ed261a675305","source":"hackernews","source_id":"49919494","content_type":"comment","title":null,"body_preview":"This is very interesting from pairwise comparison perspective. Infact, humans are  better at pairwise preference scoring rather than estimating a score from single input [1]. In regular dating apps, t","author":"slybot","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.2755722568903577,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919494"},{"id":"cf8068a3-86bf-4552-aa1c-04aa0d189b25","source":"hackernews","source_id":"49919139","content_type":"comment","title":null,"body_preview":"All dating apps are misclassified. They should be under contraceptives.\nThe same problem on every platform. 80% men and few women who get so picky that most men will never reach their standards.\nI fea","author":"samiv","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919139"},{"id":"3dcde8c4-77df-41b1-a9a7-b041d5af760b","source":"hackernews","source_id":"49915977","content_type":"comment","title":null,"body_preview":"Begging economists and dating app designers to understand that the problems with the dating market are not a matching problem but a clearing problem. It's very tempting to think that if one could devi","author":"missedthecue","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915977"},{"id":"368eb989-0f5e-44f3-91f8-377b7990c5fa","source":"hackernews","source_id":"49916230","content_type":"comment","title":null,"body_preview":"Maybe part of the solution for any country dealing with low marriage rate is to ban all private dating apps and only government issued apps are allowed.\nPrivate ones will always prioritize profit whic","author":"aurareturn","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916230"},{"id":"68fd442c-1317-4d3f-b0e6-bee5471f5332","source":"hackernews","source_id":"49915219","content_type":"comment","title":null,"body_preview":"the Singaporean government is often described as having a \"parental\" approach. I guess this move would be on brand","author":"laybak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over_explanation","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915219"},{"id":"94a5468e-fb7f-48a5-9be1-92b6164fa2a8","source":"hackernews","source_id":"49915203","content_type":"comment","title":null,"body_preview":"Stable marriage algorithm or stable matching algorithm?\n> In mathematics, economics, and computer science, the Gale–Shapley algorithm (also known as the deferred acceptance algorithm,[1] propose-and-r","author":"throw0101c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915203"},{"id":"7b4910d5-276e-4bf4-839b-4d8ee900554c","source":"hackernews","source_id":"49915924","content_type":"comment","title":null,"body_preview":"This is tangential but I wrote a Go utility a while back to implement this stable matching algorithm\nhttps://github.com/abhchand/stable-matching\nIt’s an effective yet simple algorithm.  Also widely us","author":"abhchand","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915924"},{"id":"f92e1beb-b8ed-4a1a-9acc-14385fc0acee","source":"hackernews","source_id":"49910521","content_type":"comment","title":null,"body_preview":"I wonder if it's made by the same people behind\nhttps://aphrodite.global/\nThe project was partially started by some students/scholars from there.","author":"storywatch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910521"},{"id":"ee81301c-ed95-453e-becb-dd51ded6195b","source":"hackernews","source_id":"49917509","content_type":"comment","title":null,"body_preview":"I really liked this analysis - it echoes a lot of the comments here - to wit, as an engineer it's tempting to think that this is an engineering problem, but the program might get better results from f","author":"aeontech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","niche_expertise","original_commentary_around_quote"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917509"},{"id":"6a07a96f-f110-4986-8583-4db6a19f2aae","source":"hackernews","source_id":"49915890","content_type":"comment","title":null,"body_preview":"The pilot targeting only government workers reminds me a lot of Lee Kuan Yew's various eugenics policies:\nhttps://en.wikipedia.org/wiki/Eugenics#In_Singapore\nIt certainly doesn't help that the app con","author":"ValentineC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915890"},{"id":"434bf2bc-53f7-4786-9ace-2c17e0cd19c3","source":"hackernews","source_id":"49918244","content_type":"comment","title":null,"body_preview":"It's funny how the govt in Singapore tries to control and subtly orchestrate everything. from (i) mandating the racial quotas across Chinese, Malay, Indian, in each block of public housing; to (ii) on","author":"jaredsia","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","specific_examples","imperfect_expression"],"bot_score":0.41802956292663024,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918244"},{"id":"6ca30efe-cf7a-4534-8d60-1a18a3df3d05","source":"hackernews","source_id":"49918224","content_type":"comment","title":null,"body_preview":"It's difficult to get animals in captivity to mate, as environmental stressors affect them physiologically or they instictively know that conditions aren't right for raising offspring.\nApplies to peop","author":"asphodele","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918224"},{"id":"34f59afb-e17a-430d-9080-860d79b5de78","source":"hackernews","source_id":"49916426","content_type":"comment","title":null,"body_preview":"There is a very simple solution to the problem. Just add a tax to single people and childless couples or reverse give huge tax break to married and couple with kids.\nIn past the motive for marriage wa","author":"mlboss","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","historical_context_personal_interpretation","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916426"},{"id":"f011640b-bbe1-4e9c-852e-79763f107637","source":"hackernews","source_id":"49919197","content_type":"comment","title":null,"body_preview":"To run gale shapley you need a fully ordered full list ranked by preference. If you have 10K people, asking every person to fully order a list of 10K items is not practical.\nWhatever they're running, ","author":"daymanstep","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919197"},{"id":"e59cb5b9-25c1-43b3-851f-5649747f1aca","source":"hackernews","source_id":"49915825","content_type":"comment","title":null,"body_preview":"Depending on the which gender does the initiation; the result is either male optimal (males get the best he can get, females gets the worst among those she would tolerate) or female optimal. I wonder ","author":"qihqi","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915825"},{"id":"ec57432b-d2ac-4c4b-997f-5f19a340ed7c","source":"hackernews","source_id":"49915318","content_type":"comment","title":null,"body_preview":"So on the one hand it's nice to see when a cool algorithm or framework is used IRL.\nOn the other hand, actually applying a 'stable marriage algorithm' to people makes a bunch of assumptions which are ","author":"abeppu","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.15043970762709877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915318"},{"id":"fa240517-32f2-459b-b6a9-c31b099c46b8","source":"hackernews","source_id":"49916724","content_type":"comment","title":null,"body_preview":"In principle this can be a lot better than regular dating apps.\nTinder doesn’t know if they were successful or not. They just know you stopped opening the app. In fact they are incentivized not to mak","author":"janalsncm","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10739405262576236,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916724"},{"id":"cf18d2ee-d6ef-49c0-966c-8ec44c2bcd9f","source":"hackernews","source_id":"49916511","content_type":"comment","title":null,"body_preview":"Cute. Of course, beyond basic deal breakers, neither do people know their preferences (but they think they do), nor do the majority of preference categories actually matter.\nThis is a common problem w","author":"purplepatrick","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916511"},{"id":"154470e2-3047-447b-af75-eeaf6b7adb3a","source":"hackernews","source_id":"49925540","content_type":"comment","title":null,"body_preview":"Love the candor of \"haven't thought about\" giving people an opt out. Not really worth considering for them, kind of moved beyond giving a shit what the consumer thinks about what they're doing at Amaz","author":"totallygeeky","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.07650651223235419,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925540"},{"id":"5a77cac5-cab9-485a-837f-2a9381c3be71","source":"hackernews","source_id":"49925724","content_type":"comment","title":null,"body_preview":"Deeply embarrassing that we tolerate this kind of behaviour. Large corporations are useful machines, but you don't let the machine run when it stops benefitting people. The fact of Amazon's existence ","author":"idiotsecant","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09491025589203973,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925724"},{"id":"3224b554-422f-4fb9-ae5f-49eb476d3e6e","source":"hackernews","source_id":"49922806","content_type":"comment","title":null,"body_preview":"You can try it for free! Download the app and use the free tier to set up two monitors and see what CoIsland can do.","author":"LeDonT","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.5372549019607843,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922806"},{"id":"ddee2b8b-1768-426a-bbcc-95b2bfdbbf95","source":"hackernews","source_id":"49910665","content_type":"comment","title":null,"body_preview":"This is great. The business these companies are in is actually quite simple, and managing the expense of running the hardware is an enormous lever for them when it comes to profitability. They have ma","author":"chrisss395","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910665"},{"id":"f673ba47-295e-47e5-aff4-e2f65f80d8e8","source":"hackernews","source_id":"49908672","content_type":"comment","title":null,"body_preview":"Glad to see good old human cognitive biases (or, in very advanced cases, just sloppy methodology) are still highly competitive with SOTA model hallucinations.","author":"lxgr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908672"},{"id":"4c0f259a-43e0-4b08-b2e1-649e838edb3d","source":"hackernews","source_id":"49902054","content_type":"comment","title":null,"body_preview":"Only ten day interval? I felt Astra got nerfed within a week","author":"aabhay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902054"},{"id":"a186fc5e-1c79-4c5f-8b06-290b6c29a276","source":"hackernews","source_id":"49902253","content_type":"comment","title":null,"body_preview":"It seems as if this is based on demand. Whenever a new model is released, I'm guessing tens of thousands of us switch over to try the latest and greatest, which overloads the servers, leading to nerfi","author":"solfox","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.05417899223856634,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902253"},{"id":"1f8210fa-42fe-4d24-b619-44a92e8faa54","source":"hackernews","source_id":"49908907","content_type":"comment","title":null,"body_preview":"I think Anthropic tries to adjust things to handle their user load, which has negative effects. For example, before they added 1 million tokens back in February, I could effectively prompt Claude to k","author":"giancarlostoro","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","personal_experience","imperfect_expression"],"bot_score":0.12377678630331496,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908907"},{"id":"560b2594-2d9e-457f-bc26-981c02c1a6c4","source":"hackernews","source_id":"49902565","content_type":"comment","title":null,"body_preview":"If it can’t even tell apart Opus 5 and 5.5 (according to the readme) then it’s not useful","author":"zeroonetwothree","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902565"},{"id":"8c0c0955-5aeb-403e-953e-c96662e693b7","source":"hackernews","source_id":"49904232","content_type":"comment","title":null,"body_preview":"We don’t know the model architecture but there’s a lot of evidence to suggest load dependency on the hardware affect models quality (see for example how the original Google Translate models got worse ","author":"kingcauchy","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.3233627460668193,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904232"},{"id":"3dfec509-ad49-49f3-9200-81754ebc2ae8","source":"hackernews","source_id":"49902284","content_type":"comment","title":null,"body_preview":"Anecdata: I've been running a long-lived claude code session with Opus 4.6 for the last few days. Yesterday, almost right after the Sonnet 5.5 announcement, codex starting asking for permission to run","author":"nico","classification":"human_created","confidence":0.85,"indicators":["anecdotal_evidence","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902284"},{"id":"6e56bb5a-7782-4002-b031-63ed9c7c1782","source":"hackernews","source_id":"49902403","content_type":"comment","title":null,"body_preview":"The only reason why claude fable is better than opus in my opinion is that it has more \"criteria\"... if you present a problem and then ask for his recommendation you can get an opinion on why and reas","author":"xlayn","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902403"},{"id":"9ba993be-7bb1-449c-bfb6-d70bb4abbbaf","source":"hackernews","source_id":"49906179","content_type":"comment","title":null,"body_preview":"Is it the models or the users' dopamine receptors that get nerfed after a few weeks?","author":"bandrami","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906179"},{"id":"e0e76e4a-2dac-4040-ba94-231a907d268d","source":"hackernews","source_id":"49905388","content_type":"comment","title":null,"body_preview":"I 100% believe the models are being nerfed and feel it when I use it. Launch day LLM + the week it's released is fantastic. After they get all the press the nerfing starts. When they release a new mod","author":"rw2","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905388"},{"id":"0f3e03f6-f5ca-4e7d-879f-2e9e7bc83add","source":"hackernews","source_id":"49902147","content_type":"comment","title":null,"body_preview":"I wonder if more organizations approving the model on a fast-tracked basis means Anthropic is straining for more compute and thus sheds a tiny bit to handle the increased demand, especially at peak ti","author":"judge2020","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902147"},{"id":"f9c0af4c-e954-4dbe-a92b-6b463f5ce5ca","source":"hackernews","source_id":"49903393","content_type":"comment","title":null,"body_preview":"Complete anecdote, and nothing to do with relative nerfing or not: Opus 5.5 has been surprisingly good for me (including the past couple hours), especially for following research-level questions/direc","author":"winwang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.14281601371718605,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903393"},{"id":"e5f7b44b-e026-4d8e-b39d-254577c150cb","source":"hackernews","source_id":"49902266","content_type":"comment","title":null,"body_preview":"All this dishonesty and shadiness is part of why open models feel inevitable. Even if the total cost of ownership is higher (debatable; seems that way at small scales, but likely not as you grow), I'd","author":"gr_norm","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902266"},{"id":"e4f50beb-d704-4536-846a-d09ecb004ae0","source":"hackernews","source_id":"49906069","content_type":"comment","title":null,"body_preview":"Given the tens of bot accounts in this thread making obviously misleading statements, I think you’re onto something here. Might be a good idea to open a Patreon or something, you probably need throwaw","author":"khalic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906069"},{"id":"e6f6fdb0-219a-4a20-b30f-a9b245a012b1","source":"hackernews","source_id":"49902336","content_type":"comment","title":null,"body_preview":"\"Nerf\"ing models isn't real in the vast majority of reported cases. Benchmarks like this or the 100 other \"let's see if nerfing is real\" copies would have shown it by now if it was.\nI made a graphic t","author":"johnfn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902336"},{"id":"9b5b4069-7aa0-4821-96de-bf0ff12a7eab","source":"hackernews","source_id":"49910534","content_type":"comment","title":null,"body_preview":"Glad someone's keeping track. These threads always turn into “they made it dumber” vs “nah, you're imagining it.”\nA few bad answers can be annoying as hell, but who knows what's behind them. I'm curio","author":"ChristmasTomer","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910534"},{"id":"5242b9b4-231b-4796-85a1-d490e45cded4","source":"hackernews","source_id":"49905447","content_type":"comment","title":null,"body_preview":"As a claude code power user, when I get the 'rate the feedback on Claude' pop up, I used to say good or fine out of habit, and immediately after sending this feedback, I felt an instant degradation an","author":"msejas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905447"},{"id":"08e7928d-3121-4944-9d7e-a36058f9cec7","source":"hackernews","source_id":"49904026","content_type":"comment","title":null,"body_preview":"> It could also mean nothing happened and people are pattern-matching on noise.\nIt is definitely not this. Anthropic has thousands of employees making probably > 100,000+ tiny changes across the entir","author":"sheepscreek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","semantic_blandness"],"bot_score":0.16379310344827586,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904026"},{"id":"40c480dd-ef61-4835-bf2e-8e7c92a77baf","source":"hackernews","source_id":"49902317","content_type":"comment","title":null,"body_preview":"We also have Nerf Bench:\nhttps://www.bridgebench.ai/nerf-bench\nThey test it on launch day, then benchmark it against that. A deviation of above 10% is considered a change. They're currently tracking O","author":"jug","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_anecdote","niche_expertise","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902317"},{"id":"7ae31cf5-3653-4cd2-8545-d9b0a2581aab","source":"hackernews","source_id":"49924444","content_type":"comment","title":null,"body_preview":"I'm really interested in PlayBook and what Ink & Switch are doing. I wish more of their work was out in the open so it would be easier to try out.","author":"eigencoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924444"},{"id":"d0fd178d-e2dd-482e-9b5a-516332c7a0f9","source":"hackernews","source_id":"49920695","content_type":"comment","title":null,"body_preview":"cool, but they should stick to \"handwriting\" and drop the paper, because this is clearly not paper","author":"iammjm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920695"},{"id":"63a612ad-2402-44b0-95bf-ca95d6f44a0b","source":"hackernews","source_id":"49919915","content_type":"comment","title":null,"body_preview":"Cool demo - but like others have said I'm not convinced about the use of \"paper\"","author":"coysh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919915"},{"id":"077071a3-076a-41ad-a585-01d237447017","source":"hackernews","source_id":"49918226","content_type":"comment","title":null,"body_preview":"One of the coolest demos I've seen out of Ink N' Switch in while (tbh, it's seemed like they were really cooking for the year or so).\nUnfortunately, it seems they live demo they published is missing a","author":"chabad360","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918226"},{"id":"02d6e11d-1aa9-4170-b8d4-fb193fc91c9d","source":"hackernews","source_id":"49918273","content_type":"comment","title":null,"body_preview":"From Ink & Switch, discussion on HN from 6 days ago: https://news.ycombinator.com/item?id=49842270","author":"trymas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918273"},{"id":"9ed7c6df-9e99-4641-b747-2ba5c21063dc","source":"hackernews","source_id":"49919783","content_type":"comment","title":null,"body_preview":"It’s a fascinating design approach. Taking a few basic primitives (paper, ink) and seeing how much mileage you can get out of them without interfering with their fundamental behaviors, but also withou","author":"tobr","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919783"},{"id":"6b6258f1-1089-4956-aa24-002f52a8a313","source":"hackernews","source_id":"49919542","content_type":"comment","title":null,"body_preview":"Enjoyed the presentation, at least, but maybe I'm left feeling a little naive about the use of \"paper\" in the pitch. Not so much a metaphor as not actually a paper notebook","author":"mold_aid","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919542"},{"id":"7c4b95ed-0422-47c8-9763-7deb08e303a2","source":"hackernews","source_id":"49925680","content_type":"comment","title":null,"body_preview":"I don't have much to offer unfortunately, but I will say I've had an uptick on spam/unusual emails to my fastmail as well, including to some aliases. I'm wondering if there's not some way actors are s","author":"totallygeeky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.07650651223235419,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925680"},{"id":"cdafe6ed-a933-4f4a-b245-b00acba1c32c","source":"hackernews","source_id":"49925938","content_type":"comment","title":null,"body_preview":"The contact list of the person you emailed in 2017 was obtained by a spammer, who then sent you spam.","author":"montroser","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08942473457047923,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925938"},{"id":"31f0a14d-d01e-462a-bd5c-7d2557615a94","source":"hackernews","source_id":"49915483","content_type":"comment","title":null,"body_preview":"Very interesting, great write up, and awesome blog in general!\nI never got to invest serious time in this idea, but MMW: trimodal EEG+fNIRS+fUSI dry headsets are going to change everything. Each techn","author":"bbor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","personal_perspective","synthetic_empathy"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915483"},{"id":"5a97bf23-6390-4c82-87f3-2f0888f49969","source":"hackernews","source_id":"49914802","content_type":"comment","title":null,"body_preview":"That's cool. Ultrasound imaging should be much more broadly available, like household object next to your toothbrush. I wonder how OpenWater open-source focused ultrasound stimulation is doing.","author":"kanzure","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914802"},{"id":"f827bbee-d5f4-43fc-80e8-515b05604675","source":"hackernews","source_id":"49924200","content_type":"comment","title":null,"body_preview":"The engineering is impressive. The actual information you get out of the technique feels considerably less so.","author":"zghst","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924200"},{"id":"ae6a37ca-864c-4eb9-a335-0d5c522c8671","source":"hackernews","source_id":"49919858","content_type":"comment","title":null,"body_preview":"Cool stuff :)\nWhat's the relationship between the blood flow and energy use? I know fMRI uses BOLD which then has an IIRC ~6s expected pattern that you apply as a convolution on the data, as it's look","author":"IanCal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.14024475086602803,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919858"},{"id":"5850dcfe-623b-4807-83e0-4f375f81c432","source":"hackernews","source_id":"49916715","content_type":"comment","title":null,"body_preview":"How do you propose to solve the “rigid skull” problem (footnote 2 in the post)? Most people like having theirs intact during diagnostic imaging.\nI await clinical use of this with bated breath…","author":"tokyovigilante","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916715"},{"id":"a4ee1ec7-aeaa-4fb3-821e-880ff5922748","source":"hackernews","source_id":"49907543","content_type":"comment","title":null,"body_preview":"The coolest and pre-slop simulator is here:\nhttps://www.ciphermachinesandcryptology.com/en/enigmasim.htm\nA pity that our governments allow such cool tech to be stolen.","author":"1283736","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907543"},{"id":"5a2b83e1-4865-48fc-91ca-92e151a285c0","source":"hackernews","source_id":"49902427","content_type":"comment","title":null,"body_preview":"Seems pretty cool but unfortunately the poor performance on mobile (Chrome 154 and Android 17) makes it unusable for me. I'll have to check it out on desktop.","author":"psolidgold","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902427"},{"id":"c349d12d-76b7-45f9-bd41-50a5538e18ae","source":"hackernews","source_id":"49904953","content_type":"comment","title":null,"body_preview":"Inspection tools ensure historical accuracy; great effort!","author":"DylanMerigaud","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.36212165065138247,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904953"},{"id":"d6aab756-c5b6-43ed-a804-a70061ea1c16","source":"hackernews","source_id":"49904180","content_type":"comment","title":null,"body_preview":"This is really cool. The attention to detail on the internal mechanics is impressive, especially the inspection tools you built. Looking forward to seeing where you take it!","author":"adityamishra241","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.4555555555555555,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904180"},{"id":"466b5bfa-9832-4f6e-9903-01d1c0441c66","source":"hackernews","source_id":"49902945","content_type":"comment","title":null,"body_preview":"It would be nice to be able to back up in the sequence. There were a few times where I realized I had not fully understood a previous step and would have like to be able to review some previous steps.","author":"ted_dunning","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902945"},{"id":"c9176cd2-19b6-4e13-a55e-121428565880","source":"hackernews","source_id":"49905779","content_type":"comment","title":null,"body_preview":"Neat, would be great to have it in WebXR with hand tracking, imagining 2 modes :\n- AR where the machine can be put on your desk, next to documents\n- VR where the machine is in context, e.g. a 3D model","author":"utopiah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1157074554010767,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905779"},{"id":"feffef93-9868-48d7-bedc-f8368f0b5522","source":"hackernews","source_id":"49902863","content_type":"comment","title":null,"body_preview":"I love the presentation! Would you mind sharing the source code?","author":"anonydsfsfs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902863"},{"id":"73d82a2e-a8e5-4b9a-b0dc-e2335cebd759","source":"hackernews","source_id":"49910304","content_type":"comment","title":null,"body_preview":"Cool work. There are some of this educational gems here. Is there a site which combines these treasures (like in a virtual museum?)","author":"heurekamala","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.1729621723183393,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910304"},{"id":"5b306edf-b525-4194-afa7-accf606c5bc4","source":"hackernews","source_id":"49911800","content_type":"comment","title":null,"body_preview":"Really cool project! The only thing I noticed is that the performance feels a bit slow at times, and it could use a little more fluidity, especially when interacting with the model.\nOther than that, e","author":"dmcrespo","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","suspiciously_balanced","template_phrases","platform_fluency"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911800"},{"id":"06e897ab-6f76-465f-93f5-2b14eb9f064e","source":"hackernews","source_id":"49914503","content_type":"comment","title":null,"body_preview":"Maybe of interest \nhttps://observablehq.com/@tmcw/enigma-machine","author":"espinielli","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914503"},{"id":"3c9528b3-085f-459b-b66c-c96bb6dd003b","source":"hackernews","source_id":"49908469","content_type":"comment","title":null,"body_preview":"Good job, I like the many cutaways to show exactly what's going on inside.\nYou may be interested in my simulation of Enigma (https://enigma.virtualcolossus.co.uk) which I wrote back in 2021 (pre-AI!).","author":"virtualcolossus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908469"},{"id":"4e2711b4-8480-435c-951e-f389dbd1d9f3","source":"hackernews","source_id":"49920081","content_type":"comment","title":null,"body_preview":"Was really hoping for a phonetic spelling somewhere on that page…","author":"jonpalmisc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920081"},{"id":"63e4bcfe-ff2d-49af-9228-b82dd83930cc","source":"hackernews","source_id":"49915180","content_type":"comment","title":null,"body_preview":"I want one!\nShould probably start slightly less ambitiously though :P.","author":"andrewaylett","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915180"},{"id":"397008ee-a8ca-4c70-8b84-fe0c455b8ae2","source":"hackernews","source_id":"49919068","content_type":"comment","title":null,"body_preview":"I thought the image of the final product was a render at first, making a real one must have been quite the effort.","author":"nehal3m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919068"},{"id":"04ef9421-c799-449d-8230-13e0565d17ac","source":"hackernews","source_id":"49918436","content_type":"comment","title":null,"body_preview":"I don’t understand what this is. Wikipedia says a uniform polyhedron means that all faces are regular. If all faces are regular, that means its edges are all the same length right? And corners the sam","author":"skrebbel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918436"},{"id":"4b4e7741-b3a6-4f15-95f7-5b486710d3b6","source":"hackernews","source_id":"49916371","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Great_dirhombicosidodecahedron","author":"someothherguyy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916371"},{"id":"57313c11-19e3-4307-8452-b5a47cc74290","source":"hackernews","source_id":"49913865","content_type":"comment","title":null,"body_preview":"They also have their own streaming radio. Awesome list of tools. One of the few remaining shining lights of our original hacker culture, in the sense of the term from this forum’s name. Absolutely lov","author":"user3939382","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913865"},{"id":"c6a74fc5-b4db-4a81-878f-40a2e1892977","source":"hackernews","source_id":"49914420","content_type":"comment","title":null,"body_preview":"See also www.polarhome.com which has sadly closed shell accounts and shutdown machines.\nDiscovering SSH, bash, linux etc in 2004 was magical for me. I always liked the idea of SDF and polarhome and di","author":"naggie","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914420"},{"id":"13ff9370-1633-4d38-9bff-a6bba14f76bc","source":"hackernews","source_id":"49911965","content_type":"comment","title":null,"body_preview":"Some previous discussions:\nApril https://news.ycombinator.com/item?id=47819410\n2022 https://news.ycombinator.com/item?id=31076886\n2017 https://news.ycombinator.com/item?id=14940790\n2017 https://news.y","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911965"},{"id":"804dcd3a-79a4-4d9c-8ef3-0d72b3350e74","source":"hackernews","source_id":"49912715","content_type":"comment","title":null,"body_preview":"I have an SDF login still and I go in there every once in awhile but don't really know what others use it for","author":"moecables","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912715"},{"id":"b311c025-98e6-47cf-93c2-45c36d6851b2","source":"hackernews","source_id":"49913606","content_type":"comment","title":null,"body_preview":"The Interim Computer Museum in Tukwila, WA, is a partner organization.\nhttps://icm.museum/","author":"emigre","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913606"},{"id":"feadb145-6295-45e3-8247-6641f43fbac5","source":"hackernews","source_id":"49910519","content_type":"comment","title":null,"body_preview":"Love SDF. They run some great services for members, like a mastodon instance and pixelfed.","author":"chancitag","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910519"},{"id":"05b439dd-ae53-4b82-a6b9-79c8f4f61deb","source":"hackernews","source_id":"49915961","content_type":"comment","title":null,"body_preview":"I love them but unfortunately it’s just not as robust as it once was with regards to support. I’ve been locked out for some time now but can’t get a response from anyone. I know it’s volunteer driven ","author":"iamhamm","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915961"},{"id":"360203dc-986a-4bf5-9fc5-139e2983b9cb","source":"hackernews","source_id":"49915834","content_type":"comment","title":null,"body_preview":"Oh wow, it even looks like they support far/near pointers from the old DOS days!","author":"cyberax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0.10987839576257717,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915834"},{"id":"86f57e5e-fccf-48f7-ac3d-f99625e7d5ca","source":"hackernews","source_id":"49915767","content_type":"comment","title":null,"body_preview":"No comment about the substance of the article but I just have to give props: this site loaded incredibly quickly for me. Like it felt like a handful of milliseconds between tapping the link on my phon","author":"ninkendo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915767"},{"id":"182a2462-ce64-4665-a9d2-f83bc014d450","source":"hackernews","source_id":"49917022","content_type":"comment","title":null,"body_preview":"I remember this was also used by SN Systems (Sony at the time) as the frontend in their C++ compiler for systems like the PS Vita and PS3.\nI think it's probably irrelevant in this age of Clang a) exis","author":"maximilianburke","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","opinion_or_stance"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917022"},{"id":"1c3d07c5-1e6b-4f38-9acf-77ed1a157d4f","source":"hackernews","source_id":"49914514","content_type":"comment","title":null,"body_preview":"The only implementation to ever support the C++98 “export template” feature, as far as I know. I wonder if that’s still in the open-sourced version.","author":"layer8","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.13426529674009563,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914514"},{"id":"1c7d65c7-c04a-437c-8aba-25e748eb2699","source":"hackernews","source_id":"49915153","content_type":"comment","title":null,"body_preview":"I have fond memories of working on an embedded systems compiler that used the EDG front-end — that would be almost 20 years ago now.\nWe certainly held it in high regard.  It was rare that a compiler b","author":"andrewaylett","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915153"},{"id":"13cbf774-9802-4743-8a52-7877cdc9cf6d","source":"hackernews","source_id":"49913815","content_type":"comment","title":null,"body_preview":"Despite using C++ for a few years now, the EDG source code is still mostly C code (and in fact, the C++ code is still using the old .c file names). In particular, there's no usage of the C++ standard ","author":"dgrunwald","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913815"},{"id":"a06567d2-7eb8-4c3a-8bef-ceaecefd77ee","source":"hackernews","source_id":"49921668","content_type":"comment","title":null,"body_preview":"The weirdest file is the 3M src/unicode_name_fsm.c. Constructing a hardcoded FSM state machine, instead of doing the normal unicode range searches. The range searches can be parallelized, because they","author":"rurban","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","technical_specificity"],"bot_score":0.125394983761553,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921668"},{"id":"e9700606-89d6-40de-a485-2a304e47bc19","source":"hackernews","source_id":"49915756","content_type":"comment","title":null,"body_preview":"I like this emulation feature. A frontend capable of mimicking MSVC or GCC behavior seems very useful for porting code or developing tools that need to exactly replicate the operation of another compi","author":"cryptolobster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915756"},{"id":"df4fb6ae-3683-4965-8df7-c383a938e18c","source":"hackernews","source_id":"49915808","content_type":"comment","title":null,"body_preview":"For the uninitiated, what are/were the strong points of this frontend wrt the others? Why would anyone use it?","author":"Almondsetat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915808"},{"id":"83397599-eae4-4129-9222-e4f00f9ec030","source":"hackernews","source_id":"49913402","content_type":"comment","title":null,"body_preview":"Ooh, fond (and some not so fond) memories of when Silicon Graphics' (MIPS) C and C++ compilers were based on EDG's frontend, with a custom ucode-generating backend, and integrated into CASEVision.  Ea","author":"suid","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913402"},{"id":"f7a528b8-2cfb-432d-a3a9-d60e145a4258","source":"hackernews","source_id":"49914115","content_type":"comment","title":null,"body_preview":"Ah, I used EDG for static analysis, but joined when we were switching over to using Clang for the frontend. I can't say for sure, but part of it was definitely just to save money using open source. Th","author":"etyp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914115"},{"id":"177f635d-3aae-408b-8db3-5b3e380686fc","source":"hackernews","source_id":"49913748","content_type":"comment","title":null,"body_preview":"\"Three tracks, one codebase\" this is such an LLM written sentence.\nEDIT:  But in this case it seems something significant is being released, it would be better with less writing and more human if poss","author":"stuaxo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913748"},{"id":"100da800-e867-44ac-8c00-6f21c7be2f28","source":"hackernews","source_id":"49916149","content_type":"comment","title":null,"body_preview":"I wonder if the source-to-source compilation could be used to transpile C++ code/libraries to other languages - e.g. could this be used (with appropriate modifications of course) to compile FLTK into ","author":"badsectoracula","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916149"},{"id":"f1b36432-4a82-4fca-8c15-1ad9fc44b18a","source":"hackernews","source_id":"49914760","content_type":"comment","title":null,"body_preview":"One interesting thing about the EDG front end is that it can emulate all the others (and in various versions of the others) and what they support, and the errors they might detect.\nIt isn't perfect, b","author":"compiler-guy","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914760"},{"id":"9f1e313b-5e1a-4ac7-a42d-0623713295c5","source":"hackernews","source_id":"49913891","content_type":"comment","title":null,"body_preview":"If I remember correctly, EDG was the only C++ implementation that actually attempted to implement the export keyword for templates in old C++. It was this implementation experience that informed the d","author":"kccqzy","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913891"},{"id":"b530b17a-0516-4163-a516-06e7500c4ff3","source":"hackernews","source_id":"49913825","content_type":"comment","title":null,"body_preview":"It's got history!  That's really unusual for moves to open-source;  the dates on the earliest commits are in 1990 and they do go forward in time so that's really unusual to have that much history.  I ","author":"trebligdivad","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913825"},{"id":"2e415500-7ad8-4b4a-8ac5-9ff0d83e5382","source":"hackernews","source_id":"49913356","content_type":"comment","title":null,"body_preview":"Announcement: https://edgcpp.org/#transition\nThe source code itself: https://github.com/edgcpp/compiler\nDocumentation: https://edgcpp.org/doc/\nAnd for those curious the license SPDX is: Apache-2.0 WIT","author":"OneDeuxTriSeiGo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913356"},{"id":"ae5ae0c6-d51a-4e98-984b-55cd923a573c","source":"hackernews","source_id":"49913404","content_type":"comment","title":null,"body_preview":"Wow. This is big news for C++.\nFor background -- and I am not an expert here -- their C++ frontend is widely known. I first heard of it because Visual C++'s Intellisense uses it, which was notable bec","author":"vintagedave","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913404"},{"id":"0186d701-015b-4fe6-a585-949cf13522ba","source":"hackernews","source_id":"49914423","content_type":"comment","title":null,"body_preview":"What's not mentioned in the announcement (at least based on a quick skim) is that EDG the company is winding down, which is likely the reason why they're open sourcing the front end.\nhttps://en.wikipe","author":"jabl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914423"},{"id":"bf106011-4c32-457f-813c-848a02c004fe","source":"hackernews","source_id":"49906946","content_type":"comment","title":null,"body_preview":"This is somewhat similar to HuggingFace smolagents where the model writes code that calls tools, instead of emiting json to describe the tool call per turn. Here Codemode is one tool that the model ca","author":"carlsborg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906946"},{"id":"34bc8d52-1240-4212-a232-854d0bc24276","source":"hackernews","source_id":"49913495","content_type":"comment","title":null,"body_preview":"The shimmering effect on the web page... it does not add to the experience. It subtracts. It is very distracting. I want to read what you wrote but keep getting distracted with things moving on the sc","author":"cheema33","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.04659123798853685,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913495"},{"id":"98d960cd-f450-4eb7-9210-37c439562d39","source":"hackernews","source_id":"49907658","content_type":"comment","title":null,"body_preview":"As many others have commented: good, I too am an mcp hater.\nHowever- in my testing, mcp is really quite fast, and its pretty much free at this point- with frontier models. Context rot is, from what iv","author":"agentdev001","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907658"},{"id":"6d8a0bca-3f38-4be2-9b01-d3daed84bee8","source":"hackernews","source_id":"49909007","content_type":"comment","title":null,"body_preview":"I'm wondering why these aren't extensions rather than baked in. Extensions would be consistent with the historical development mantra of pi.","author":"Jenk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909007"},{"id":"89d23a69-8ef2-40c8-8448-cd939940ec80","source":"hackernews","source_id":"49909156","content_type":"comment","title":null,"body_preview":"I don't use \"AI\" but I'm using \"MCP\" to remotely control software running on another computer on the local network by sending JSON-RPC with netcat\nI send an Authorization header with a Bearer token bu","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","self_reference"],"bot_score":0.14287370657466927,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909156"},{"id":"8212db33-666d-4a76-bc4b-3040de4bed77","source":"hackernews","source_id":"49907883","content_type":"comment","title":null,"body_preview":"> The first thing to remember is that the world is not static.\nI will use this to talk to my manager about the project status","author":"darepublic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907883"},{"id":"47a3a761-4976-4f8f-bb9a-4684e7925af6","source":"hackernews","source_id":"49906911","content_type":"comment","title":null,"body_preview":"> And while we could have just wired up the metadata to enable better MCP extensions, we also think that MCP with Codemode solves quite a few of the issues that it traditionally had.\nThere's just some","author":"wren6991","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906911"},{"id":"556769d9-e11a-46da-859f-499f98d2f9a5","source":"hackernews","source_id":"49907715","content_type":"comment","title":null,"body_preview":"I'm a bit bumped when I first saw pi is moving from bash to codemode and also adding MCP, since I thought that loses the purity and simplicity of the \"use bash for everything\" philosophy. However, aft","author":"magnio","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","synthetic_empathy"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907715"},{"id":"b4189600-0de9-461f-ad3d-489043688713","source":"hackernews","source_id":"49907054","content_type":"comment","title":null,"body_preview":"I had no idea pi didn't support MCP! I'm a new user, I just started messing around with it. I was getting my tooling up and running and tried to get one of my database MCPs working (Which, in retrospe","author":"NichoPaolucci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.06781535587492998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907054"},{"id":"6db89be8-f122-4fca-94b6-95597c55ee50","source":"hackernews","source_id":"49907542","content_type":"comment","title":null,"body_preview":"I'm still confused about what this codemode is. Models have been trained to chain bash and other typical unix tools well. They're so good at that to an uncanny level. Why do we want to not utilize thi","author":"raincole","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.1418035713992711,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907542"},{"id":"3499e27e-1aad-43fd-ae10-60f9588f3bd4","source":"hackernews","source_id":"49907956","content_type":"comment","title":null,"body_preview":"I use mcporter[0] for consuming MCP when suitable CLIs aren’t available. It exposes MCPs as shell commands. Agents compose using standard shell primitives. Tool returns json? Pipe into jq.\nAnother per","author":"statenjason","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907956"},{"id":"6fe1c7d5-d672-4724-bbba-2bf420bddd05","source":"hackernews","source_id":"49908117","content_type":"comment","title":null,"body_preview":"I don't understand MCP still? What can MCP do that a skill + cli can't? I've been using hax (https://usehax.dev) and haven't missed skills at all to be honest.","author":"CamilleScholtz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908117"},{"id":"a0be8b0e-4763-4cfb-b29c-25ff3b79f3a3","source":"hackernews","source_id":"49908820","content_type":"comment","title":null,"body_preview":"> The way we like to think about MCP at this point is that it should be much closer to OpenAPI with intelligent tool discovery. That means tools should return structured data and tools should be disco","author":"abtinf","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.028710782055546356,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908820"},{"id":"402cead9-1a45-4c71-a93e-a6a9c02903c5","source":"hackernews","source_id":"49927923","content_type":"comment","title":null,"body_preview":"MCP should have been an HTTP protocol from the get-go.","author":"cryptonector","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927923"},{"id":"595dfdd9-d766-43e4-8aa2-f200d4c097fa","source":"hackernews","source_id":"49906964","content_type":"comment","title":null,"body_preview":"I feel the same way about needing support for sub-agents, those feel pretty foundational to me.\nI suspect that a smart model driving multiple dumber models for work and then using sub-agents with the ","author":"KronisLV","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_anecdote","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906964"},{"id":"ac6b3bd1-519d-4f7e-a518-8f151872eeaa","source":"hackernews","source_id":"49906865","content_type":"comment","title":null,"body_preview":"I appreciate their reluctance towards MCP, but /something/ is better than nothing.\nIt’s suboptimal for the reasons the author outlines: but so is USB-C. So is NVME, so is HDMI.\nWe use these hugely suc","author":"_fw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906865"},{"id":"80e38fb6-a2bb-4c0f-954a-10dece3600d7","source":"hackernews","source_id":"49907780","content_type":"comment","title":null,"body_preview":"This was the easiest call and many like me made it in March[0] among all of the anti-MCP wave of influencers claiming it dead (many, many prominent folks in tech including Garry Tan).  Literally every","author":"CharlieDigital","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907780"},{"id":"906b06a7-1b50-4843-8ad4-090d2e76fe95","source":"hackernews","source_id":"49910371","content_type":"comment","title":null,"body_preview":"Props to the team not only for changing their minds from a strongly-held belief but making it very public and not hiding the fact that it's a reversal.\nThe linked post from Armin is gold:\n\"... wheneve","author":"gk1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910371"},{"id":"7a1d56b3-1f83-47c3-ac5f-39b61c2dc4c7","source":"hackernews","source_id":"49908136","content_type":"comment","title":null,"body_preview":"Lately I found MCP to be much more than a coding tool. For example, I implemented it in my more complex macOS apps [0] like rcmd, Clop, Lunar, so they can be configured by natural language.\nSo even wi","author":"alin23","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908136"},{"id":"bf20237f-b8f4-4f45-948a-e4e88b0846b8","source":"hackernews","source_id":"49915959","content_type":"comment","title":null,"body_preview":"> Infinite sums are rather inconvenient to calculate in finite time, although this one does converge to a finite value since the terms become exponentially smaller. We could compute until the terms be","author":"crdrost","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915959"},{"id":"551e76a4-e0c0-41e2-ac93-3ab4651189e2","source":"hackernews","source_id":"49906910","content_type":"comment","title":null,"body_preview":"Honestly, this is the exact article I needed to finish my Space Age run.  I finished Aquilio then started building quality plants on each planet but spent many hours iterating designs.  The feedback l","author":"willis936","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906910"},{"id":"aa077afd-06e6-448c-8eaf-b03ec0ccd466","source":"hackernews","source_id":"49906183","content_type":"comment","title":null,"body_preview":"There is another very interesting post on this, but abusing the rng of factorio to always get what you want, amazing work...\nhttps://www.reddit.com/r/factorio/comments/1weddwd/tired_of_...","author":"slightlygrilled","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906183"},{"id":"6b0ae4db-1bb4-44f5-82fb-406d4c3298fb","source":"hackernews","source_id":"49906132","content_type":"comment","title":null,"body_preview":"I played Factorio a fair bit before Space Age came out, it's awesome. I played it for ages with my kid, and it's a great tool for having him think about software decisions.\nHowever I hit a wall with t","author":"lordnacho","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","self_reference","platform_fluency","emotional_authenticity"],"bot_score":0.16220324500372393,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906132"},{"id":"2c954bc8-55e2-4f5c-b1df-4edd64346f24","source":"hackernews","source_id":"49913328","content_type":"comment","title":null,"body_preview":"Same trick as absorbing Markov chains — solve for the fixed point instead of summing the loop. Shows up in Leontief input-output models and PageRank too.","author":"JaumeGar","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913328"},{"id":"57280bce-5188-46c0-a28d-d84405c12ccf","source":"hackernews","source_id":"49907169","content_type":"comment","title":null,"body_preview":"Factorio's charm lies in the constant pursuit of better. True 'quality' means tearing it all down and rebuilding cleaner.","author":"sage981","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907169"},{"id":"4ce00e9c-a3ff-4c33-a89b-cb945ec764fb","source":"hackernews","source_id":"49914251","content_type":"comment","title":null,"body_preview":"> Factorio pretty much founded the factory video game genre.\nI’m pretty sure Zachtronics predates Factorio. SpaceChem 2011, Factorio 2020. I like Factorio more… but SpaceChem is the more demanding puz","author":"Pet_Ant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1518796874098555,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914251"},{"id":"47a03602-863a-41b6-98dc-f4909008194d","source":"hackernews","source_id":"49905933","content_type":"comment","title":null,"body_preview":"I wonder how much we could optimize real world agricultural and industrial processes if we reallocated just a tiny fraction of the energy that goes into this game.","author":"bob1029","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905933"},{"id":"da2d902f-3c51-4b06-bcaa-8f2fa78b7a71","source":"hackernews","source_id":"49905829","content_type":"comment","title":null,"body_preview":"You can make the descriptive / non-math text in LaTeX look better in math mode by using \\text{} e.g. $T_\\text{products}=...$!","author":"tobytylam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905829"},{"id":"5a74061e-c32f-4c60-b145-eb577224523b","source":"hackernews","source_id":"49913120","content_type":"comment","title":null,"body_preview":"I've had a lot of fun with stuff like this - beyond solvers for Satisfactory/DSP/etc using ILP, i've also made automatic blueprint creators for DSP, Factorio, and Satisfactory - give it a factoriolab ","author":"DannyBee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","genuine_specificity","absence_of_ai_signals"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913120"},{"id":"812e05b0-b0e4-498d-b142-e1fd4c3c00a9","source":"hackernews","source_id":"49905754","content_type":"comment","title":null,"body_preview":"I would elect the people that does this kind of analysis and management for President.","author":"jordiburgos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_expressed"],"bot_score":0.20562454160632543,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905754"},{"id":"5d21a2ca-6f69-4f16-876f-944aa4c61232","source":"hackernews","source_id":"49911514","content_type":"comment","title":null,"body_preview":"Computing an infinite sum of matrix powers seems a bit nasty, but actually reformulating the problem as a transfer matrix (where legendary -> legendary with probability 1) let's you express the state ","author":"djkorchi","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911514"},{"id":"317c8eaf-f3a5-4d3b-bb30-9f19d16da2d5","source":"hackernews","source_id":"49905638","content_type":"comment","title":null,"body_preview":"The systematic and scientific approach is absolutely warranted if you want to produce legendary quality at scale. I brute forced my way to legendary mech armor with manually steered recycler loops and","author":"hangrybear666","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905638"},{"id":"6c15c5a2-0709-4fc4-aa9a-8d94bcc541bb","source":"hackernews","source_id":"49907943","content_type":"comment","title":null,"body_preview":"“Space casino” is gone from Factorio 2.1 as asteroid reprocessors don't take quality items anymore. Motivated by devs that it was 'just too easy' to get legendary items this way.","author":"unglaublich","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49907943"},{"id":"b14eb124-4164-4730-95bd-a5e278852d4e","source":"hackernews","source_id":"49905750","content_type":"comment","title":null,"body_preview":"The difference between Washing and Upcycling is enormous. That does fit my observations, it's nice to see it quantified.\nAnother aspect that is nice to see quantified is how big the effect of better q","author":"fabian2k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905750"},{"id":"3f976f2f-3903-43fa-bb78-5d0b39454c5d","source":"hackernews","source_id":"49910105","content_type":"comment","title":null,"body_preview":"> Factorio pretty much founded the factory video game genre\nI feel very nerd sniped by this one! Factorio was heavily influenced by minecraft mods like industrialcraft2 which create factories inside o","author":"michael-online","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910105"},{"id":"2f1631b1-0067-47c5-a5b9-1adee83fab67","source":"hackernews","source_id":"49908649","content_type":"comment","title":null,"body_preview":"Oh boy, this is a rabbit hole I've gone down pretty hard as well. I made a python script and a separate js app for running linear solvers on the upcycling problem. I really like the author's expositio","author":"scottmsul","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_indicators"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908649"},{"id":"26453878-d901-4d14-b792-c39ff933cd74","source":"hackernews","source_id":"49905946","content_type":"comment","title":null,"body_preview":"If anyone is interested I made a build that can make most items at the highest quality possible using a single assembler by switching the active recipe on the assembler. You just throw in the basic re","author":"DanielHB","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905946"},{"id":"ff22ce39-78db-4d8e-9e61-b4779631f058","source":"hackernews","source_id":"49910002","content_type":"comment","title":null,"body_preview":"I knew the second Eric posted about releasing Slug to the public domain we'd get 100s of \"OpenSlug\" slopped-up. Will be interesting to see which implementation will win or if Slug will keep being a th","author":"logdahl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910002"},{"id":"72cc2d56-509b-456c-aa2f-b38b216b8a15","source":"hackernews","source_id":"49910069","content_type":"comment","title":null,"body_preview":"There's another GPU text rendering algorithm missing from the comparison: Rook & Possum's Scanline Sweeper:\nhttps://rookandpossum.com/posts/scanline-sweeper/\nSean Barret (creator of the stb public dom","author":"sirwhinesalot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910069"},{"id":"5b548806-3706-42e3-ab57-df02997ac434","source":"hackernews","source_id":"49910533","content_type":"comment","title":null,"body_preview":"Is there a runtime comparison of the shaders needed?  Seems like you might have to do a lot of texture sampling if you have to walk the ray through the data but maybe there's a trick?\nMSDF is pretty m","author":"jayd16","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910533"},{"id":"c382280b-a124-419c-ae3e-54c2771c20b4","source":"hackernews","source_id":"49909639","content_type":"comment","title":null,"body_preview":"MSDF corners gave me trouble til I bumped the distance range at small sizes.","author":"hncbw02z5a","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24585539288344782,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909639"},{"id":"15d7d305-c0a6-4340-8e06-672cb9e505ec","source":"hackernews","source_id":"49909269","content_type":"comment","title":null,"body_preview":"MSDF looks better than Slug for me in the first example.\nBut slug wins in perspective in my eyes.\nI use MSDF to render crisp text in my webgl hobby game. Hope to publish it with source code when I get","author":"bel8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909269"},{"id":"1b554dc1-1f85-4013-90da-f880f6158104","source":"hackernews","source_id":"49910088","content_type":"comment","title":null,"body_preview":"Interesting read. Text rendering techniques have always fascinated me.\nI'm a bit confused because at some points it seems like the author is conflating \"tessellation\" and \"Rive\". Are they the same thi","author":"seanw265","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910088"},{"id":"bc0138b2-d6e4-4dbe-9481-9d8db81865cf","source":"hackernews","source_id":"49917748","content_type":"comment","title":null,"body_preview":"Somehow this ended up next to\nhttps://news.ycombinator.com/item?id=49909610","author":"musicale","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917748"},{"id":"6aa08794-4789-416c-bd44-2fd0266aa9ed","source":"hackernews","source_id":"49909423","content_type":"comment","title":null,"body_preview":"Slug looks impressive!\nThe project I'm most known for is basically an MSDF shader with a bloom pass. It serves my needs 100%, though if I expand to support arbitrary text, I may reach for Slug.\nThe on","author":"rezmason","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909423"},{"id":"180eaeeb-e002-46f3-a66d-dea10ef11c22","source":"hackernews","source_id":"49909956","content_type":"comment","title":null,"body_preview":"> \"In 2017 Eric Lengyel published an algorithm, called Slug, that stopped dodging. It renders glyphs directly from their outlines in the fragment shader, with no texture atlas and no per-frame tessell","author":"pavlov","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909956"},{"id":"b08991e3-a29b-454a-93d5-6a389482fc0e","source":"hackernews","source_id":"49910847","content_type":"comment","title":null,"body_preview":"“What makes glyphs hard” Another reason is hinting. Traditional text renderers like FreeType are aware of the pixel grid and they adjust the curves slightly, snapping them to that grid. For all method","author":"Const-me","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910847"},{"id":"922ef403-8d8d-4a2b-8d08-beca79d8110c","source":"hackernews","source_id":"49909513","content_type":"comment","title":null,"body_preview":"Here's a simple Slug rendering example on top of sokol_gfx.h:\nvia WebGPU backend: https://floooh.github.io/sokol-webgpu/slug-sapp.html\nvia WebGL2 backend: https://floooh.github.io/sokol-html5/slug-sap","author":"flohofwoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909513"},{"id":"f9f93c80-99a6-450d-a265-b4d79cbe27f8","source":"hackernews","source_id":"49925804","content_type":"comment","title":null,"body_preview":"I'm the author of slughorn/osgSlug, and was surprised to find this thread. The article my boss put out a few days ago focused mostly on the \"text-centric\" aspects of Slug (which is what it was origina","author":"cubicool","classification":"human_created","confidence":0.95,"indicators":["self_reference","platform_fluency","genuine_specificity","natural_digressions","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925804"},{"id":"c2819111-c574-4944-8340-93078bf823da","source":"hackernews","source_id":"49920180","content_type":"comment","title":null,"body_preview":"The permanent floating accessibility menu is irritating. I'm reading this on a tablet, and it's very difficult to not have it cover text.","author":"theandrewbailey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920180"},{"id":"b3bb28ef-0956-4d0e-aebe-583a6b8879b1","source":"hackernews","source_id":"49912854","content_type":"comment","title":null,"body_preview":"As hobby project, I wrote a font rasterizer algorithm (two algorithms actually) that produces pixel perfect anti-aliased images (like Slug) using a similar but different algorithm. Rather than using S","author":"exDM69","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912854"},{"id":"d68f6ace-014e-4b83-9d7e-295f4d39d38f","source":"hackernews","source_id":"49923028","content_type":"comment","title":null,"body_preview":"Everything old is new again (in this case, 27 years old):\nhttps://gamedev.net/tutorials/programming/graphics/s-buffer-...\nhttps://en.wikipedia.org/wiki/Scanline_rendering\nhttps://mcejp.github.io/2021/","author":"zackmorris","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.18974720577668858,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923028"},{"id":"b4e1c112-8cf8-41cd-b81d-f2edea4a299e","source":"hackernews","source_id":"49909328","content_type":"comment","title":null,"body_preview":"Man, I am getting incredibly tired of reading LLM-generated writing","author":"jdanford","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909328"},{"id":"1b3feef4-7b58-4144-b48d-d9713ea30186","source":"hackernews","source_id":"49913103","content_type":"comment","title":null,"body_preview":"This article has some inaccurate information since MSDF atlas doesn't have to be baked statically, so the \"CJK character means huge atlas\" is not really an issue if you can async upload them to the at","author":"YuechenLi","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913103"},{"id":"de1d1a06-493d-4c9f-aa92-29a1495bf7c1","source":"hackernews","source_id":"49909734","content_type":"comment","title":null,"body_preview":"I've also been working on a GPU curve renderer, Windfoil, based on a formulation that Fable 5 originally proposed to me during a directed search [1]. It is similar in some ways to Slug, not always as ","author":"mattdesl","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","self_reference","genuine_specificity"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909734"},{"id":"31bd3eec-919e-4989-a9a3-c4dc2632eca0","source":"hackernews","source_id":"49910163","content_type":"comment","title":null,"body_preview":"I once implemented SDF text rendering. To me, the thing I liked the most about this technique it how easy it is to add effects on top. With a few lines of shader code, I had outlines and softening of ","author":"GuB-42","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910163"},{"id":"5d65e574-91d8-4b9a-b8c8-b2f7bc691765","source":"hackernews","source_id":"49914431","content_type":"comment","title":null,"body_preview":"Slug mentioned!\nWhen the Slug patent was released to the public domain, I put together[1] Snail[2], a Slug implementation in Zig.\nOne thing I found was that it was tough to get small text to look good","author":"psyclyx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914431"},{"id":"7f1c41db-0e72-4663-bbab-9133ade38fb5","source":"hackernews","source_id":"49916537","content_type":"comment","title":null,"body_preview":"Maybe this works as review for people who already know it, but it seems like it might be overwhelming for beginners. Learning to recognize 2-5-1 when you hear it in a song might be a better way to sta","author":"skybrian","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","human_indicator_absence_of_ai_signals"],"bot_score":0.1256524104193511,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916537"},{"id":"ac790fb3-1414-4c1d-982a-a7c905617090","source":"hackernews","source_id":"49921511","content_type":"comment","title":null,"body_preview":"dat dude sounds half the time like complete nonsense and then like jazz and blues ... he has so very few out of the box moments, ... is what I thought a few days ago .. and just now I remembered he's ","author":"loopydosuette","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921511"},{"id":"1bd6d179-e6bd-4357-a5b5-0f6f0a2b4123","source":"hackernews","source_id":"49916790","content_type":"comment","title":null,"body_preview":"Giant steps is a triangle, Central Park west is a square","author":"asimpletune","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916790"},{"id":"079c0321-5098-40bf-8bc7-58064890aaa4","source":"hackernews","source_id":"49920812","content_type":"comment","title":null,"body_preview":"Isn't this basically just mirror image of this?:\nhttps://en.wikipedia.org/wiki/Circle_of_fifths","author":"harvie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920812"},{"id":"4037cfa1-253f-4d21-a39e-d042363f550b","source":"hackernews","source_id":"49924414","content_type":"comment","title":null,"body_preview":"These visual aids will make a musician of you the way a slide rule will make you an engineer.","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.12854835550168797,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924414"},{"id":"fa3bd7fe-93b1-454b-b0ba-fcb240c262b2","source":"hackernews","source_id":"49915548","content_type":"comment","title":null,"body_preview":"Here's an explanation of John Coltrane's \"Giant Steps.\"\nhttps://www.youtube.com/watch?v=62tIvfP9A2w","author":"tniemi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915548"},{"id":"0be83ecd-7360-44c0-907a-ad893f8c759b","source":"hackernews","source_id":"49917236","content_type":"comment","title":null,"body_preview":"Here I made this for you cool cats: https://eznj.github.io/coltrane","author":"_eznj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917236"},{"id":"12c42d29-cc7c-4c8e-9f9b-efb412d48260","source":"hackernews","source_id":"49919908","content_type":"comment","title":null,"body_preview":"\"Everyone thinks Coltrane wrote that, he didn’t. It’s Slonimsky. That book started all the jazz guys improvising in 12-tone. Coltrane carried that book around till the pages fell off.\"\n-- Quincy Jones","author":"bita_nidir","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.17668998778510822,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919908"},{"id":"1679230b-9257-4d8a-84bc-23771ba17a51","source":"hackernews","source_id":"49910722","content_type":"comment","title":null,"body_preview":"A nuclear power plant is essentially a coal power plant with free fuel. \nToday, if you literally built a coal power plant with free fuel it would not be cheaper than solar. \nMy question: If you built ","author":"idontwantthis","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910722"},{"id":"918b6ba2-7e2e-47fe-81f3-6297e4c2f2ec","source":"hackernews","source_id":"49904257","content_type":"comment","title":null,"body_preview":"Place your bets now.\nTime until first power generated, and actual final total cost.\nI’ll go 15 years and $10 Billion.","author":"testing22321","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904257"},{"id":"e0fdc9e7-6392-46a8-8b94-f3996cbef318","source":"hackernews","source_id":"49905433","content_type":"comment","title":null,"body_preview":"The BWRX-300 footprint is so large they might as well just build large nuclear power units again and get 3-4x the power","author":"preisschild","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905433"},{"id":"163b60b1-14e6-46fa-b8eb-479dc91294e3","source":"hackernews","source_id":"49924494","content_type":"comment","title":null,"body_preview":"In other news, SMRs appear to be fading away in Canada.\nRIP SMRs: Is It the End of the Line for Small Modular Nuclear Reactors?   [in Canada]\nhttps://www.theenergymix.com/rip-smrs-is-it-the-end-of-the","author":"pfdietz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924494"},{"id":"f945818d-03d9-4568-b31e-c3154c8947f9","source":"hackernews","source_id":"49915906","content_type":"comment","title":null,"body_preview":"First, the Wiki page[1] for this reactor design has so little technical information.  Frankly, it is a disappointing.  For example, no where on the page does it explain that \"300\" means 300MW nameplat","author":"throwaway2037","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915906"},{"id":"79f14106-9212-42b3-b332-0f2f848cb9f1","source":"hackernews","source_id":"49904050","content_type":"comment","title":null,"body_preview":"This is a 10th Generation Boiling Water Reactor. Here's some relevant links:\nhttps://en.wikipedia.org/wiki/BWRX-300\nhttps://www.gevernova.com/nuclear/carbon-free-power/bwrx-300...\nInteresting point: n","author":"CobaltFire","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","links_provided"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904050"},{"id":"0c2b4d34-a00e-4f95-bcaa-a4e8af6a43d0","source":"hackernews","source_id":"49925043","content_type":"comment","title":null,"body_preview":"The \"AI for math fund\" is strong and you shall be assimilated.\nFunding in math is a joke. It is run by the Simons Foundation and a couple of others. There is hardly any independent math any more.\nLook","author":"qre-qwou","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_examples","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925043"},{"id":"c459756f-b644-4f2a-9448-6ee17e1e7fe8","source":"hackernews","source_id":"49927995","content_type":"comment","title":null,"body_preview":"As a non mathematician I think it could be kind of interesting to see what the AI can come up with.","author":"tim333","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","synthetic_empathy","absence_of_personality"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927995"},{"id":"5d7dbf6e-64cd-4a43-92fc-4309e27118e5","source":"hackernews","source_id":"49912504","content_type":"comment","title":null,"body_preview":"Another factor not mentioned in the post is the EMS service at Burning Man is highly coordinated and prepared: https://www.youtube.com/shorts/f52w3PrHMXU","author":"ehe78qhe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912504"},{"id":"54676e39-646d-4101-8885-513f994249ea","source":"hackernews","source_id":"49915743","content_type":"comment","title":null,"body_preview":"I wouldn't be surprised if they just suppressed other deaths by moving them off campus in the past.\nThere a several videos online that show how their staff manipulates and shields people from getting ","author":"Grimeton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915743"},{"id":"887fb31a-bf6a-4af3-9323-cb717e82575c","source":"hackernews","source_id":"49918752","content_type":"comment","title":null,"body_preview":"Another selection bias in favor of 0 deaths: Getting there isn't totally trivial and not exactly cheap, so if you're feeling so sick you're literally gonna die within a few days, it's unlikely you wil","author":"archi42","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918752"},{"id":"281b2fb3-ca11-48f8-bad4-ce382c4c5f2f","source":"hackernews","source_id":"49913844","content_type":"comment","title":null,"body_preview":"A FAANG founder nearly broke his neck at Burning Man when he started doing giants on a Russian swing with no idea how to get off of it.","author":"jboggan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913844"},{"id":"6fe66021-5e70-4592-9985-ca911cb44a2f","source":"hackernews","source_id":"49912794","content_type":"comment","title":null,"body_preview":"Every calculated rate depends on what you put in the denominator, so it's a good idea to pay attention to denominators. Trying out different denominators can be helpful for putting a number into diffe","author":"skybrian","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.1256524104193511,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912794"},{"id":"9c4c4a09-7cdf-4998-9deb-834f5bba2f9a","source":"hackernews","source_id":"49918885","content_type":"comment","title":null,"body_preview":"In general, a burning man's death rate is close to 100%. Humans are very sissy when the temperature rise above 50°C.","author":"X-Ryl669","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918885"},{"id":"317fabfe-59e6-48ff-a9da-51db50ed1b8d","source":"hackernews","source_id":"49921876","content_type":"comment","title":null,"body_preview":"This is wild, nowhere was mentioned the cause of deaths?","author":"VeninVidiaVicii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","direct_question"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921876"},{"id":"65d4551b-bdb4-4999-9b5a-24ece3515ca8","source":"hackernews","source_id":"49912202","content_type":"comment","title":null,"body_preview":"In my opinion, you should put in your AGENTS.md to use ethnicities and not human races.\nBecause human races sucks, scientifically.\nI know it’s somehow still heavily used in the part of the world where","author":"speedgoose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912202"},{"id":"9dfbe73e-6148-4e37-ba6f-2753f8697cf6","source":"hackernews","source_id":"49913169","content_type":"comment","title":null,"body_preview":"I believe this is why it's important to report metrics like Excess Mortality/Deaths rather than just Deaths when doing this sort of analysis [0].\n[0] https://en.wikipedia.org/wiki/Excess_mortality","author":"jszymborski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913169"},{"id":"de1406ea-3563-4708-94b8-94db6dec2d9e","source":"hackernews","source_id":"49919379","content_type":"comment","title":null,"body_preview":"I wouldn't have thought burning man death rates would be higher, so does this make it a strawman argument :)\nBut yeah. No one is driving or on a bike or in a hospice at burning man.","author":"ekejjedjndbd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919379"},{"id":"c14bb9bc-f0b9-4416-a72a-ff26703f674b","source":"hackernews","source_id":"49920417","content_type":"comment","title":null,"body_preview":"Isn’t there a simple explanation for the discrepancy in mortality rates: if someone is seriously ill, they typically don’t participate in the first place.","author":"Archelaos","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920417"},{"id":"58652a57-f825-4e7f-80b2-500975eb8dc3","source":"hackernews","source_id":"49913445","content_type":"comment","title":null,"body_preview":"Great article. I think the author has lots of potential to do other interesting analysis.\nExample: Why living near a world-class hospital decreases your expected lifespan. Areas around top specialized","author":"frays","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913445"},{"id":"2c6de509-2f1d-4a13-ba2a-7b79d3078e6a","source":"hackernews","source_id":"49912524","content_type":"comment","title":null,"body_preview":"I'm not sure what the point of this article is, the author claims 3 deaths at Burning Man is not unexpected because the age-adjusted mean death rate in the US  predicts that you'd expect 4.9 deaths. B","author":"0PingWithJesus","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912524"},{"id":"719154b4-486d-41f5-a3b2-26fc10169ccf","source":"hackernews","source_id":"49916496","content_type":"comment","title":null,"body_preview":"Isn’t there selection bias though …\nbecause if someone feels physically well enough to go to Burning Man, then the probability of them dying in the next week is near zero in comparison to the national","author":"tiffanyh","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916496"},{"id":"deae27ef-1a7f-4840-aba2-55ce32ea06a4","source":"hackernews","source_id":"49912780","content_type":"comment","title":null,"body_preview":"One point that I haven't seen mentioned here is that deaths that happen outside of the event boundaries are not \"counted.\" For example, if someone is medevac'ed and dies en route or in a Reno hospital","author":"totallynotabird","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.17789411590606194,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912780"},{"id":"0222bcf1-beab-4584-aa19-e13b4613a36a","source":"hackernews","source_id":"49911897","content_type":"comment","title":null,"body_preview":"The biggest factor is selection bias. If you are in the hospital with some terrible medical condition you aren’t going to Burning Man.\nIt would be interesting to look at cause of death at Burning Man,","author":"zeroonetwothree","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911897"},{"id":"bdca725f-dc80-4971-a1dd-19f4c896e278","source":"hackernews","source_id":"49913195","content_type":"comment","title":null,"body_preview":"Brent Chapman, author of \"Incident Management for DevOps and SRE\", just got back from his annual \"not exactly a vacation\" trip to Burning Man, where he's worked as a \"Dispatch Supervisor\" since 2012.[","author":"buredoranna","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913195"},{"id":"951ecd94-3018-46f4-8f1f-17076d580efc","source":"hackernews","source_id":"49912142","content_type":"comment","title":null,"body_preview":"Looking at population-level statistics, even adjusted for age, is useless. Going to burning man requires a level of health, energy, free time (not dealing with health issues), and freedom from chronic","author":"Aurornis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.135724852137069,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912142"},{"id":"00910ac9-bbef-41e8-84d1-6938761605c0","source":"hackernews","source_id":"49912204","content_type":"comment","title":null,"body_preview":"Some of this is selection bias, but lots of this is active work by the organizers.\nBurning Man has slowly re-created the regulatory state in response to the standard pressures of civilization.  To the","author":"michael1999","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912204"},{"id":"3fda02e0-9d79-47be-8a76-7314d5187357","source":"hackernews","source_id":"49889437","content_type":"comment","title":null,"body_preview":"Love it! I'm currently learning electronics (again, did some in high school) and this kind of project is really inspiring.\nThank you for sharing the build process.","author":"nesk_","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889437"},{"id":"84121c30-015f-44c9-bd1f-0fd44c3a3b53","source":"hackernews","source_id":"49893425","content_type":"comment","title":null,"body_preview":"very nice+ I have a project on my \"will i ever start this\" list for putting this onto a sphere with integrated IMU/acc","author":"busssard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.14275206830425785,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49893425"},{"id":"9c4aaf4e-653f-4754-bfc5-b8ef2fa443ec","source":"hackernews","source_id":"49903796","content_type":"comment","title":null,"body_preview":"that's really cool and somewhat burries the lead IMO that embedded rust wasmi runtime & loading 3rd part displays us a very powerful pattern. I hadn't seen fuel before but metering loading and frame t","author":"Already__Taken","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903796"},{"id":"e5eb4909-e626-426a-9136-54842b93dd22","source":"hackernews","source_id":"49906184","content_type":"comment","title":null,"body_preview":"Seeing this makes me want to dust off my ESP32 and some addressable LEDs. Always wanted to build something similar.","author":"kelt_row","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906184"},{"id":"254eef76-10a1-4773-9a44-948cb41a3aa2","source":"hackernews","source_id":"49888954","content_type":"comment","title":null,"body_preview":"Excellent choice in music for the demonstration.\nhttps://music.apple.com/us/album/neon-pattern-drum/134973653...","author":"Vakaiser","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888954"},{"id":"abaf254a-e43d-4344-a894-f54e936653ce","source":"hackernews","source_id":"49895442","content_type":"comment","title":null,"body_preview":"Insanely cool and very well built! Natural patterns are a great basis for visuals","author":"doawoo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49895442"},{"id":"ff5b9d72-9075-493f-9eba-8820905b4510","source":"hackernews","source_id":"49892352","content_type":"comment","title":null,"body_preview":"Very cool!! Love that it takes uploaded Wasm sketches, so people can contribute to it by writing their own patterns for it!","author":"rishabhaiover","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892352"},{"id":"f3a935b1-3388-405e-9561-0fdbcc504621","source":"hackernews","source_id":"49902395","content_type":"comment","title":null,"body_preview":"The geometry is really beautiful and the 3D print work and Led placement is also really good. Thanks for sharing the project, it's inspiring. I too have a sense of enjoyment from pulsating LEDs. I'm n","author":"skyberrys","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.1585168262503877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49902395"},{"id":"b04cfe72-e26e-4b22-95e9-4239a8ae6d05","source":"hackernews","source_id":"49892070","content_type":"comment","title":null,"body_preview":"WLED on that would be awesome.  Pop an esp32 and make a 2d map","author":"yeehawjared","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892070"},{"id":"479a69d0-13b9-4c3a-9f98-b8cd861d3e4a","source":"hackernews","source_id":"49892909","content_type":"comment","title":null,"body_preview":"I would love to know how the paper used as diffusor was fixed to the 3d model","author":"asdfasdfe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.20717382316186386,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892909"},{"id":"be9cf7bc-efdb-4ccd-8af8-c873750ed2ef","source":"hackernews","source_id":"49892419","content_type":"comment","title":null,"body_preview":"This kind of audio visualization reminds me of the old Windows Media Player. I enjoyed watching it back when I was a kid.\nToo bad. Software audio visualization's no longer common. But hey your hardwar","author":"jan_Sate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49892419"},{"id":"e863f96e-a12d-4c41-81ed-6f5da0668f05","source":"hackernews","source_id":"49888595","content_type":"comment","title":null,"body_preview":"Always wanted to build something like this. The way the sound drives the phyllotaxis patterns is truly mesmerizing.","author":"miles_io","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888595"},{"id":"2bf63539-8db4-4f87-b4ef-c4eebab53b82","source":"hackernews","source_id":"49890625","content_type":"comment","title":null,"body_preview":"Cool. CadQuery is perfect fit for such organic modeling. I wonder if there is anything similar for pcb design.","author":"mordv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49890625"},{"id":"9b3fa50d-a706-43a4-ade4-68f4ba2cf9e8","source":"hackernews","source_id":"49891148","content_type":"comment","title":null,"body_preview":"Neat trick to use mulberry paper under a clear printed part. I wonder if you could simulate stained glass like that.","author":"michaelbuckbee","classification":"human_created","confidence":0.7,"indicators":["natural_digression","terse_replies","absence_of_ai_signals"],"bot_score":0.14773027103533704,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49891148"},{"id":"1b7f269d-a8ab-4905-91c4-bf86d2ca30f6","source":"hackernews","source_id":"49897173","content_type":"comment","title":null,"body_preview":"Because I desperately want to make my own (and maybe modify it a bit to fit my own hardware biases), I found the repo for the hardware:\nhttps://github.com/jagnat/fib_quintant_minimizer\nIt would be rea","author":"petsfed","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49897173"},{"id":"a028b0ef-618a-4921-b1d9-ab26afb0270b","source":"hackernews","source_id":"49896245","content_type":"comment","title":null,"body_preview":"Well...\nI bought one of those some time ago.\nMight interest the HN crowd...\nhttps://www.evilgeniuslabs.org/one-inch-fibonacci128","author":"realo","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","self_reference"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49896245"},{"id":"bcf60d47-3e95-4db4-a2b9-ef61199e8d5e","source":"hackernews","source_id":"49888476","content_type":"comment","title":null,"body_preview":"Cool! Remarkably similar to Voria Labs who produce a product called Lumanoi https://voria.com/\nPerhaps an example of convergent evolution? :)","author":"lukeify","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888476"},{"id":"6c775e3e-5aee-4b8e-b2ed-e35c8cf19bd5","source":"hackernews","source_id":"49889245","content_type":"comment","title":null,"body_preview":"Love how the 5 PCBs slot into each other to form the final shape.\nWith respect to the assembly: do yourself a massive favor and let the PCB fab also assemble the LEDs. With a simple bill of materials ","author":"XRG","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_and_advice","natural_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49889245"},{"id":"0ade2719-baac-4241-8f91-d9b3dc4735f9","source":"hackernews","source_id":"49888287","content_type":"comment","title":null,"body_preview":"Very cool. 5-fold symmetry on the PCB to use up the board allowance is particularly neat.\nA trick that poor hobbyists learn early on is to make pads a little larger than necessary for SMT parts so you","author":"throwaway219450","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49888287"},{"id":"1f0b0e06-2771-4e34-bb74-09478bbc2d6a","source":"hackernews","source_id":"49917986","content_type":"comment","title":null,"body_preview":"To see sites from back then checkout:\nhttps://internethistoryroulette.com/\n- could be improved whereby the \"facts\" bubbles change too quickly when turned on.\nBut the idea of placing a random site in a","author":"adrianwaj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.0954123359549034,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917986"},{"id":"9b5a8b16-6fae-42ad-a5f3-67a43ae308ea","source":"hackernews","source_id":"49915914","content_type":"comment","title":null,"body_preview":"I just remembered ripterm and https://en.wikipedia.org/wiki/Remote_Imaging_Protocol","author":"dnewcome","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915914"},{"id":"b4a7961f-cc25-4f6b-9972-0b6ecb2a0e22","source":"hackernews","source_id":"49920967","content_type":"comment","title":null,"body_preview":"I'm quite glad that using an 56k modem back in the days was a different experience than what this side shows here - at least in Germany and with my Elsa Microlink 56k modem.","author":"cHaOs667","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920967"},{"id":"79495d45-3e53-4c24-a562-dcc91bbc5c1c","source":"hackernews","source_id":"49920140","content_type":"comment","title":null,"body_preview":"So f*ing cool, thank you!! :-D Sent the link to my children that was born with high speed broadband.","author":"Boilerplate4U","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920140"},{"id":"fd4db133-8fbf-4650-b87d-9fbe9070b51b","source":"hackernews","source_id":"49921178","content_type":"comment","title":null,"body_preview":"Start > Run... > command.com\nLaunches a command prompt, just like I hoped it would. Nice.","author":"jihadjihad","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.1538679859788991,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921178"},{"id":"db8ac299-e7c8-4bf6-b415-e0be3cedc0a0","source":"hackernews","source_id":"49922691","content_type":"comment","title":null,"body_preview":"This is amazing. Loved the emails! Thank you for making it.","author":"4ndrewl","classification":"human_created","confidence":0.72,"indicators":["terse_reply","genuine_emotion","platform_fluency","short_content_length"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922691"},{"id":"19dc4a36-4862-47e2-98ff-913a7b8129b7","source":"hackernews","source_id":"49916932","content_type":"comment","title":null,"body_preview":"Who is upvoting this AI-generated nonsense?  This is embarrassingly badly made.  We have a solitaire game where you cannot drag the cards (and HTML elements move around every time you click), a pinbal","author":"Dwedit","classification":"human_created","confidence":0.82,"indicators":["strong_opinion_with_stance","emotional_authenticity","concrete_specificity","platform_fluency","absence_of_hedging","imperfect_expression"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916932"},{"id":"3e90f690-aacb-4b39-a97a-7fb5cdc5c0dd","source":"hackernews","source_id":"49921664","content_type":"comment","title":null,"body_preview":"Love it how short the startmenu & its entries were back then!\nToday, startmenu is showing me Xbox & videos on a MS server installation.","author":"KellyCriterion","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10054055912560643,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921664"},{"id":"1e5b6adc-7e6c-467e-9f76-2643c978ea5a","source":"hackernews","source_id":"49916424","content_type":"comment","title":null,"body_preview":"this is great, but everything loads WAY too fast. It took forever to get anything to load back in the day.","author":"strikefo","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916424"},{"id":"74ea3ae0-3fec-45c2-bda4-58fe8c75acdc","source":"hackernews","source_id":"49923646","content_type":"comment","title":null,"body_preview":"Sadly, the same amount of knowledge was conveyed by a 56k modem in a 5 second  page load as a 1GBps instant web page load today.","author":"krunck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.14198796929352614,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923646"},{"id":"5824bd3f-75ec-4e2d-b3d9-7d51a40b2faa","source":"hackernews","source_id":"49921374","content_type":"comment","title":null,"body_preview":"This is great! I especially enjoyed the live chat feature, that was surprising. Should definitely allow HN to go through on the browser, though, that would be awesome. It would only take... ~90 second","author":"sgarland","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","genuine_specificity"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921374"},{"id":"7f17bb72-fb4b-4342-a306-9a7dccd33823","source":"hackernews","source_id":"49922534","content_type":"comment","title":null,"body_preview":"Love the detail of getting kicked off the internet because someone picked up the phone.\nBack when I was 12, I installed linux on an old 386 to set up a little server. I remember writing the connection","author":"waldopat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922534"},{"id":"75dfc841-c95e-4385-9d4a-f7695f279f61","source":"hackernews","source_id":"49916597","content_type":"comment","title":null,"body_preview":"Vibe coded replica, not the actual OS or programs.\nAlso riddled with inaccuracies.","author":"VCFundedGenYer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.09775267340958596,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916597"},{"id":"0b4e02fd-5246-4733-af08-761a57e892dd","source":"hackernews","source_id":"49916473","content_type":"comment","title":null,"body_preview":"Lovely. 16MB of RAM in the 90s? That's luxury.\nAnd that dial-up sound always takes me back to happier times. Not unlike normal people's childhood songs.","author":"artyom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916473"},{"id":"55aa0956-bd10-46bc-a25c-be0cf905cc11","source":"hackernews","source_id":"49916713","content_type":"comment","title":null,"body_preview":"Amazing. When we were all living offline by default, and you had to go online. Now sadly it's the opposite.\n(When did this change? Around 2012?)","author":"101008","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09540414066556502,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916713"},{"id":"872acf2e-5343-44d1-a50b-d49c3eca7061","source":"hackernews","source_id":"49921704","content_type":"comment","title":null,"body_preview":"I was a high schooler working at CompUSA when 56K modems were first available and it was a sensation. They were flying off the shelves. I still had a 28.8 modem at home at the time.","author":"cainxinth","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921704"},{"id":"7941236f-9cd4-4433-9124-e1fdd9b028b6","source":"hackernews","source_id":"49917359","content_type":"comment","title":null,"body_preview":"Like others mentioned, the intention is great but too much AI.\nThe icons do not even look remotely close to the dial-up computers.\nWhen it disconnects, the reconnection sound is not that at all.\nPages","author":"h4kunamata","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_criticism","platform_fluency"],"bot_score":0.1284870821436792,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917359"},{"id":"3d20b7c2-cac8-4b14-8e67-f9e78a3422c5","source":"hackernews","source_id":"49916787","content_type":"comment","title":null,"body_preview":"This is very similar to a project I'm working on called Sim95 [1]. It has an entire networking stack and visual basic style language. You can host your own websites, chat servers, anything you want, a","author":"jermaustin1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916787"},{"id":"38ee8cbb-4e76-4ee0-b12f-58e0b20192f5","source":"hackernews","source_id":"49916677","content_type":"comment","title":null,"body_preview":"While I would certainly consider jobs abroad, I think that not getting your PhD in the US is a huge risk, especially as an American who might eventually want to return to the States. American PhDs bas","author":"drnick1","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","niche_expertise","platform_fluency"],"bot_score":0.1284870821436792,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916677"},{"id":"b465190f-2c9f-4436-bc9f-18a15dee6519","source":"hackernews","source_id":"49918211","content_type":"comment","title":null,"body_preview":"I just finished my MS doing ML research at tokyo tech (and also went to georgia tech!!), and I don't think I would honestly recommend it to someone unless they know they primarily want to live in Japa","author":"esrh","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918211"},{"id":"06a3c3d0-0813-4819-a435-f39d61fa75fb","source":"hackernews","source_id":"49917117","content_type":"comment","title":null,"body_preview":"I did my PhD at Titech (Suzukakedai).\nThe 3-year limit is not a hard limit. It is common to have an extension. It may also depend on the department. Most foreign students drop after 3 years due to a l","author":"kimurakaera","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917117"},{"id":"9c814d80-e6f9-4ca8-a07a-3f868e0a84c2","source":"hackernews","source_id":"49920772","content_type":"comment","title":null,"body_preview":"I have a post graduate degree from a Japanese university. I thought the undergraduate program in my home country was far more academically rigorous. Most of my fellow students here seemed to be trying","author":"totetsu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","absence_of_personality"],"bot_score":0.11401259822879037,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920772"},{"id":"bc700645-c161-4bf7-8062-0a34c4fc5684","source":"hackernews","source_id":"49917688","content_type":"comment","title":null,"body_preview":"> I recently completed my PhD in Computer Science at Tokyo Institute of Technology (now the Institute of Science Tokyo)\nThey never knew why their collegiate apparel business was so successful...","author":"musicale","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917688"},{"id":"cbcfd04a-3c36-4086-bb2a-940ff4afc7a4","source":"hackernews","source_id":"49919142","content_type":"comment","title":null,"body_preview":"I did a machine learning PhD while working in a smaller town in India. (not from US, but came from a research position at a lab at AAU in Denmark, my native place)\nIt's fun to read the piece, I worrie","author":"gumbojuice","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience_narrative","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919142"},{"id":"4795f033-c227-4e46-9c96-3282d782dbf9","source":"hackernews","source_id":"49915769","content_type":"comment","title":null,"body_preview":"Excellent article. I have worked for twenty years at another university in Tokyo and taught and supervised many non-Japanese graduate students, but I still learned things from the author's perspective","author":"tkgally","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","self_reference"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915769"},{"id":"cda07e7f-3fde-4fa1-b112-ab67405bf448","source":"hackernews","source_id":"49915774","content_type":"comment","title":null,"body_preview":"I am the author of this. Happy to discuss!\nOne thing to note is that, after I submitted the final draft of this article, the Japanese government ended the MEXT university track or is at least planning","author":"mcyc","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","personal_experience","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915774"},{"id":"d58b0426-cc05-43d7-a571-a0d9c1bcbaaf","source":"hackernews","source_id":"49904755","content_type":"comment","title":null,"body_preview":"I applied to the caltech mathaton.\nWhile applying, I looked at the current SoTA, (briefly) read through some of the papers, and realized that I am very far away from understanding them.\nUnderstanding ","author":"areoform","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904755"},{"id":"8de796aa-545d-43cd-a25f-7d620322d652","source":"hackernews","source_id":"49916681","content_type":"comment","title":null,"body_preview":"So it seems mathematics is a perfect playground for LLM's to show off their abilities. Is this the end of mathematics done by humans? probably.. but that still wont stop some people from going into th","author":"globalnode","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy","human_indicator_imperfect_expression"],"bot_score":0.20454545454545453,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916681"},{"id":"db0c3219-4332-4215-ae73-3009abed677e","source":"hackernews","source_id":"49920063","content_type":"comment","title":null,"body_preview":"Some of this is minor reasonable adjustments, much of it will just be ignored.","author":"philipwhiuk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.1311983532608778,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920063"},{"id":"5d69d9c8-6317-4fda-80e7-0a852f04224e","source":"hackernews","source_id":"49922028","content_type":"comment","title":null,"body_preview":"Let’s see who HN now thinks are selfishly standing in the way of the democratizing force of Big Tech: mathematicians.","author":"keybored","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922028"},{"id":"86449376-7499-43b5-8543-7063108ce352","source":"hackernews","source_id":"49918415","content_type":"comment","title":null,"body_preview":">and we ask them to stop testing advanced mathematical problems on proprietary models.\nBeing able to move the frontier of maths as fast as possible goes against this. Seeing where the latest models ca","author":"charcircuit","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.14265445629613693,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918415"},{"id":"436aaedd-d91b-4777-890e-814d71fb4862","source":"hackernews","source_id":"49919134","content_type":"comment","title":null,"body_preview":"Do the labs have a genuine interest in mathematics beyond generating interesting marketing material?","author":"__alexs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919134"},{"id":"0aa3bccc-52fc-4232-b99a-b88c3e68f27e","source":"hackernews","source_id":"49917614","content_type":"comment","title":null,"body_preview":"Something I've been thinking about that I don't quite know how to formalize is the role of _understanding_ in the cycle of progress. The other component would be discovery - generating proofs, creatin","author":"joeldw","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917614"},{"id":"4344c0e1-594a-40f3-ad91-36aee8f3e7b7","source":"hackernews","source_id":"49905617","content_type":"comment","title":null,"body_preview":"> However, it is now the case that AI can output mathematical arguments in situations without the human who prompted it being able to understand the arguments, verify them, or take responsibility for ","author":"dsign","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905617"},{"id":"828c75ac-f69c-4dac-ab71-e3efb4cb7c14","source":"hackernews","source_id":"49919638","content_type":"comment","title":null,"body_preview":"I'm curious how this will ultimately pan out. Presently, we scrutinize frontier labs because they're the ones able to easily deploy large agent swarms. It's not hard to imagine that as costs come down","author":"yuzuquat","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919638"},{"id":"e052871a-6f23-40bb-baa3-04f465bdd748","source":"hackernews","source_id":"49904694","content_type":"comment","title":null,"body_preview":"This paper wants AI companies to pay human mathematicians to understand AI-generated stuff.\nThat's an unusual ask.","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1413346619042715,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904694"},{"id":"1527a10c-22ba-4beb-b622-d3efad8fec6e","source":"hackernews","source_id":"49920968","content_type":"comment","title":null,"body_preview":"I find somewhat funny and interesting the different posts on how the mathematics community should handle AI. I understand this is entirely new, but I do get a feeling that most of these posts \"try to ","author":"onemoreproof","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920968"},{"id":"b610b630-2467-493b-8b1b-22389eb4fcb4","source":"hackernews","source_id":"49906555","content_type":"comment","title":null,"body_preview":"As an answer to AI companies, this is so bad: instead of trying to find a path to a win-win-ish solution with some trade-offs, this says: sorry, we cannot think of any, so just stop making money, will","author":"astaza123","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906555"},{"id":"05ec4c1a-d692-4079-b289-81e4a6b966f8","source":"hackernews","source_id":"49905313","content_type":"comment","title":null,"body_preview":"I saw an interview (in French) of Cédric Villani, speaking on behalf of him and other Fiels medalists, who said that in order to advance mathematics we need three things:\n- ideas\n- students\n- problems","author":"LelouBil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905313"},{"id":"d9a99186-36c9-47e4-a5e6-566f3b72fa7e","source":"hackernews","source_id":"49904638","content_type":"comment","title":null,"body_preview":"For every important match problem solved by AI, without mathematicians we wouldn't know about the existence and importance of the problem.\nFamous mathematical conjectures are social constructs, formed","author":"unddoch","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","polished_first_draft"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904638"},{"id":"7b395fcd-aa18-4dd1-80d0-95db11214ff0","source":"hackernews","source_id":"49905203","content_type":"comment","title":null,"body_preview":"Either mathematical progress helps advance society, in which case progress is a good thing.\nOr mathematics is more like a hobby, and while ai may spoil their fun, they need to move on like chess and g","author":"mchusma","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","terse_replies","platform_fluency"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49905203"},{"id":"583a058b-f2d9-4343-b792-e76ce1ebed50","source":"hackernews","source_id":"49904600","content_type":"comment","title":null,"body_preview":"> we ask them to stop testing advanced mathematical problems on proprietary models.\nMaybe I'm alone on this, but for some reason these sorts of requests strike me as akin to gatekeeping how someone sh","author":"throwaway713","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904600"},{"id":"de335f4e-6a82-49fb-b5c1-0ae5953dbeba","source":"hackernews","source_id":"49919756","content_type":"comment","title":null,"body_preview":"I think the answer to this is simple: Mathematicians don’t own math. Math is a tool to do useful things. I don’t want this gatekept by people who have a sense of entitlement. And luckily enough, they ","author":"Chance-Device","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.14836673600293765,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919756"},{"id":"d0ba78e9-fa42-4fce-bd9f-2ad3ede153d9","source":"hackernews","source_id":"49904744","content_type":"comment","title":null,"body_preview":"Mostly pretty straight forward. The idea that proofs be desloppified, attribute existing literature properly, and published somewhere expediently where it can be commented on, with artifacts for verif","author":"kingstnap","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904744"},{"id":"d09903cc-6c70-4a9a-9d83-6d9b397fe145","source":"hackernews","source_id":"49917681","content_type":"comment","title":null,"body_preview":"Hey Yall!\nI’ve adapted it to run in your DAW as a VST, Audio Unit, and AAX plugin for Pro Tools.\nCheck it out: https://www.temeculadsp.com/nibbi\nCode: https://github.com/temeculadsp/nibbi\nVideo: https","author":"johnwheeler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917681"},{"id":"2d0e6561-b3f1-4caa-b630-b108517be770","source":"hackernews","source_id":"49916765","content_type":"comment","title":null,"body_preview":"Glad to see stuff like this.  I'm willing to pay quite a bit more for products supporting oss/osh.","author":"gkhartman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916765"},{"id":"fee33080-eb73-479e-879b-25fde25b100f","source":"hackernews","source_id":"49919986","content_type":"comment","title":null,"body_preview":"HN Marketplace? I've got a Chompi in Berlin which I'd be willing to pass on. Contact in Profile","author":"stigi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919986"},{"id":"eba62ec2-f81e-4470-9968-b6196eb59bf1","source":"hackernews","source_id":"49919960","content_type":"comment","title":null,"body_preview":"I love people making little things like this and so one hates to throw rocks from the sidelines.\nBut I literally laughed out loud, HARD, at the price.","author":"jrm4","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919960"},{"id":"80148190-5ff0-43e3-a521-6ecc12c30390","source":"hackernews","source_id":"49913648","content_type":"comment","title":null,"body_preview":"I've had my eye on one of these little musical wonder boxes for a long time!\nI'm still hoping to try one soon. Maybe this is my time!","author":"ElijahLynn","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913648"},{"id":"f48e5b5e-ec86-4f57-98c9-2214f3ebdc43","source":"hackernews","source_id":"49917729","content_type":"comment","title":null,"body_preview":"I wanted one of these but never thought it was worth hour much they charged. I guess that's how most people felt.","author":"NDlurker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917729"},{"id":"486f7141-a858-4ffc-a5d8-d566b1b6ad3e","source":"hackernews","source_id":"49919151","content_type":"comment","title":null,"body_preview":"The CHOMPI is a very fun project.. have considered building one myself over the years, but I think I have a bit more motivation to build a FundamentalFrequency LMN-3, which is in a similar form factor","author":"MomsAVoxell","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","personal_anecdote"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919151"},{"id":"278a7f92-5d04-4e47-b669-c3381ad721d0","source":"hackernews","source_id":"49925986","content_type":"comment","title":null,"body_preview":"I use this. My focus in in wringing the most ROI possible from my AI Interns. Breadcrumb is like upgrading to a better model and a better brain simultaneously.","author":"jsh42","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925986"},{"id":"6794f21f-b0f3-42bd-bfe3-062e437f0eb9","source":"hackernews","source_id":"49927603","content_type":"comment","title":null,"body_preview":"I mean, whatever.\nAI chaps my ass when a restaurant that charges $125 per person for the prix fixe menu has it answering the phone. You're not Walmart. Don't be cheap. I don't mind if the host(ess) is","author":"devilbunny","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927603"},{"id":"53a1e3b4-e0ec-474f-af18-6d2fdc25e79d","source":"hackernews","source_id":"49927374","content_type":"comment","title":null,"body_preview":"People that think using AI for basic stuff like promotional posters and menus is a good idea have no idea there's a large(?) subset of the population who is instantly repulsed by it.\nBefore AI, such d","author":"Cyan488","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927374"},{"id":"2e1920b6-88f6-4463-a016-138364c06119","source":"hackernews","source_id":"49918368","content_type":"comment","title":null,"body_preview":"Where I live, you can get made-to-measure shirts. I think it’s overkill to wear suits just because your body proportions are unusual.","author":"techaqua","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918368"},{"id":"616a2446-3214-490b-abf8-aac208e4fd17","source":"hackernews","source_id":"49921995","content_type":"comment","title":null,"body_preview":"Almost every suit worth paying good money for uses a fine type of wool for the outer fabric. Wool has advanced a lot over the years but has always been breathable,  odor-resistant and not terrible in ","author":"nunez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","strong_opinions"],"bot_score":0.12658353500568215,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921995"},{"id":"612819db-290d-4eaa-9133-ca3543b23656","source":"hackernews","source_id":"49918441","content_type":"comment","title":null,"body_preview":"I would sweat my ass off! I'm a guy who wears shorts and a t-shirt in autumn and spring. I can't imagine life in summer in a suit.","author":"unglaublich","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918441"},{"id":"f30dbd70-830c-4ecf-ad5f-55983f9e1777","source":"hackernews","source_id":"49918514","content_type":"comment","title":null,"body_preview":"I find there is no clothing more uncomfortable than jeans. I simply don’t get their appeal. Washing makes them lose color, their material is rough. Maybe a good choice for workers, but not for wearing","author":"geff82","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","personal_preference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918514"},{"id":"551b8d85-0c00-42eb-953e-400dcd6ba118","source":"hackernews","source_id":"49918449","content_type":"comment","title":null,"body_preview":"Slowly but surely I think modern mass manufacturing is going to move towards personalised mass manufacture. I think in the meantime the clothes industry needs to do a better job of sizing, that is pro","author":"PaulKeeble","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.20454545454545453,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918449"},{"id":"e85aa282-d7dc-46c7-bd0b-8e45854fb6fd","source":"hackernews","source_id":"49927072","content_type":"comment","title":null,"body_preview":"Tailored clothes fit better than off the peg clothes.\nI think that's what you're trying to say?","author":"sans_souse","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927072"},{"id":"529d54d5-1d48-4242-b83f-48708676cda9","source":"hackernews","source_id":"49918547","content_type":"comment","title":null,"body_preview":"I am always in the market for a good tailor.\nFinding clothes that don't suck has become increasingly difficult. I have a hard time believing that some of this isn't on purpose. It's one thing to use c","author":"bob1029","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918547"},{"id":"755b3810-8ac6-4c2c-bd5b-b7339d98f71f","source":"hackernews","source_id":"49921359","content_type":"comment","title":null,"body_preview":"Suits, neckties etc are decorations to project status, they are not functional, IMO. Same with shoes.\nThey'll fade away as wigs, top hats and bowler hats have. I don't recall seeing anyone in a suit i","author":"stasomatic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0.15941873497092449,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921359"},{"id":"8531d813-1ab7-4185-809d-50571f9a9d2e","source":"hackernews","source_id":"49918278","content_type":"comment","title":null,"body_preview":"Well-tailored suits also make you look sharp af.\nThe day I got the most compliments for my clothes was when I was wearing a suit for my college farewell and smoking (no, it's not a cool habit, I'm jus","author":"WelkinFolk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918278"},{"id":"8dfb5b38-43af-47fb-9825-2ed8e93ffdce","source":"hackernews","source_id":"49918416","content_type":"comment","title":null,"body_preview":"For me wearing a suit is the worst in terms of clothing. One reason is the buttons. I hate wearing something with buttons. Just why. Instead I will just wear a white T-shirt. and then the jacket also ","author":"zelphirkalt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_preference","self_awareness_of_opinion"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918416"},{"id":"0147f920-abe4-455a-b405-ef9d5aea0dfb","source":"hackernews","source_id":"49918300","content_type":"comment","title":null,"body_preview":"People say that your clothes are your expression. But actually it its other way around. You are an expression by your clothes. Your clothing tells you how to walk, behave and talk. You find yourself a","author":"zkmon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.19715447154471544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918300"},{"id":"09597317-be26-4379-8ce9-acf471b3fe53","source":"hackernews","source_id":"49918378","content_type":"comment","title":null,"body_preview":"> Buttons > Zippers\nI disagree. Yes, the failure mode of buttons is better. But the opening/closing process of zipper is much more convenient/faster than for buttons, and I dress and undress a lot mor","author":"hutattedonmyarm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918378"},{"id":"75593c4c-c128-4a4e-87b4-685f9d4bee5f","source":"hackernews","source_id":"49918390","content_type":"comment","title":null,"body_preview":"Tailored suits fit better than off-the-rack street clothes? That is not an argument for suits, it's an argument for tailoring.","author":"hambes","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918390"},{"id":"3e705a4a-71c6-42d2-99fd-126fe4ef64a3","source":"hackernews","source_id":"49927419","content_type":"comment","title":null,"body_preview":"But suits are very modern clothing; what we consider normal black suit is very much 20th century phenomenon, the uniform of a modern business man. So the dichotomy of \"modern clothing\" vs \"suits\" seem","author":"zokier","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927419"},{"id":"1a50f549-20d4-4d46-afdd-e9fb9be0cec3","source":"hackernews","source_id":"49918324","content_type":"comment","title":null,"body_preview":"Certainly some valid points. My main issue with suits is your choice of materials is essentially just wool and polyester. Polyester is something I avoid at all costs, but wool is both expensive and de","author":"Gigachad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918324"},{"id":"735716ce-5b5b-46c6-9862-976acf4fe5e4","source":"hackernews","source_id":"49918287","content_type":"comment","title":null,"body_preview":"I would like to note that suit pants are ridiculously comfortable, and generally a fitted suit is far more comfortable than nearly anything else I wear daily. I don’t understand what crimes society ha","author":"setr","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918287"},{"id":"290e5112-1a96-4800-ac23-a1f9a1d42f39","source":"hackernews","source_id":"49918361","content_type":"comment","title":null,"body_preview":"You can also get custom-made jeans and T-shirts. They fit better, you can pick the fabric, you can choose details, plus tailors tend to be fun to chat with. I could spend a whole day browsing the loca","author":"sasaf5","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","emotional_authenticity","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918361"},{"id":"d2dffaa9-da82-499c-877c-35183ac2771c","source":"hackernews","source_id":"49918424","content_type":"comment","title":null,"body_preview":"Reading posts like this makes me painfully aware just how neurodivergent I am.\nIt took me until... late twenties? to understand that most people _aren't_ feeling physically uncomfortable in anything l","author":"klausa","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918424"},{"id":"18120cea-ec58-4ebd-895e-e2b18e4226c7","source":"hackernews","source_id":"49918270","content_type":"comment","title":null,"body_preview":"100% agree. Its a tragedy that most men only wear suits for special occasions. When a suit is your daily driver, you'll get it tailored and set up correctly... its basically like walking around in paj","author":"jppope","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.10074646744721634,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918270"},{"id":"8c8b039b-d3dd-4cad-86d9-0ecbf70bdb5b","source":"hackernews","source_id":"49918401","content_type":"comment","title":null,"body_preview":">Suits are made to be able to be tailored to the wearer’s measurements. But modern clothes aren’t. For example, even though there are high, medium, and low rise pants, I can’t adjust their rise to my ","author":"NalNezumi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918401"},{"id":"0d122aeb-648e-4925-a307-5afbc6a42995","source":"hackernews","source_id":"49913430","content_type":"comment","title":null,"body_preview":"Uhm, I can see the desire to simplify, but the passage about \"reachability\" sounds odd.\nSure, TLA+ lets you verify whether P is true in every state of every behavior by checking []P. But a _counterexa","author":"lou1306","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913430"},{"id":"9b990960-e00e-4236-a88f-5e2d11f7429a","source":"hackernews","source_id":"49912267","content_type":"comment","title":null,"body_preview":"From \"How did software get so reliable without proof? (1996) [pdf]\" (2024)  https://news.ycombinator.com/item?id=42425617 :\n> From \"The Future of TLA+ [pdf]\" (2024) https://news.ycombinator.com/item?i","author":"westurner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912267"},{"id":"3c08b4cb-7eca-44ea-92c8-c1a272be016f","source":"hackernews","source_id":"49912002","content_type":"comment","title":null,"body_preview":"Related:\nThe internet discovers TLA+. Now what?\nhttps://news.ycombinator.com/item?id=49863600","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912002"},{"id":"b13bc205-27d3-43fd-a0ea-79b57e8336f3","source":"hackernews","source_id":"49914375","content_type":"comment","title":null,"body_preview":"IMO TLA+ is not very good. It has super weird syntax, and a whole separate DSL (PlusCal) to give it workable syntax for programs. You can really tell it was created by the same mind as LaTeX.\nWhat is ","author":"IshKebab","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.11559856378495947,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914375"},{"id":"88b15a05-eccd-4aa2-b5e5-37ec23ad814d","source":"hackernews","source_id":"49911792","content_type":"comment","title":null,"body_preview":"i think part of this is a shortcoming of our programming languages. generally, languages allow for the expression of partial graphs, which makes the verification problem technically challenging. my ta","author":"rrook","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911792"},{"id":"1748ef9c-1c14-45ce-9f76-a8552bbcd1f9","source":"hackernews","source_id":"49911400","content_type":"comment","title":null,"body_preview":"Great write-up. People keep saying \"we can just write tests\" or more recently \"we can use formal verification,\" thinking these are sufficient safeguards we can use and then relegate all the implementa","author":"adamddev1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases","semantic_specificity"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911400"},{"id":"4e608578-4cbf-46db-a2ba-d9863dbe3eca","source":"hackernews","source_id":"49918540","content_type":"comment","title":null,"body_preview":"I've been trying to get into formal specification & verification too, but with Z notation (which is specifically for specification) instead, together with a couple of different theorem-provers. It's f","author":"Revanche1367","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","opinion_and_stance","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918540"},{"id":"e4b60c36-f12b-40a8-a91c-08f9f18c0347","source":"hackernews","source_id":"49912416","content_type":"comment","title":null,"body_preview":"I love this. This is great to read if you are trying to use TLA+ for something.\nIn a different vein, another thing TLA+ isn't great at is modeling atomics and in particular weak-memory semantics or an","author":"singron","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912416"},{"id":"4690b1bf-8239-44eb-97f0-a399be22d672","source":"hackernews","source_id":"49911795","content_type":"comment","title":null,"body_preview":"I discovered Quint[0] due to this comment[1] on HN. Quint is \"an executable specification language [which works in JavaScript] with delightful tooling based on the temporal logic of actions (TLA)\". I ","author":"sourdecor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911795"},{"id":"acca1f15-120a-4715-b321-26966303b11f","source":"hackernews","source_id":"49918093","content_type":"comment","title":null,"body_preview":"While both TLA+ and ADA/Spark might be necessary, I haven’t noticed much mention of ADA/SPARK here, which kind of surprised me that they are not used in conjunction as frequent as I might have thought","author":"spaintech","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918093"},{"id":"647305c5-3a02-4d7e-8f17-8a01ce93b9d3","source":"hackernews","source_id":"49904590","content_type":"comment","title":null,"body_preview":"I am not joking when I say that 4chan is a more rejuvenating and life affirming place than Linkedin","author":"nicebyte","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904590"},{"id":"30381eda-26df-441b-9e52-e309a76f308f","source":"hackernews","source_id":"49924123","content_type":"comment","title":null,"body_preview":"Just create a custom filter in ublock origin:\nwww.linkedin.com##div:matches-attr(data-testid=\"mainFeed\")\nYou could also add in\nwww.linkedin.com##aside:matches-attr(aria-label=\"Aside\")\nfor good measure","author":"gentile","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924123"},{"id":"d7b73a2f-bdb2-4e05-92d2-9298073aea21","source":"hackernews","source_id":"49921860","content_type":"comment","title":null,"body_preview":"I’ve been applying for jobs in the last couple of months and on 80% of the sites I needed to include my LinkedIn profile or I couldn’t send my resume… so I had to forcefully create a profile there so ","author":"paoliniluis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921860"},{"id":"7c0fdd32-9a87-4f8b-b3a5-f4d24b025fec","source":"hackernews","source_id":"49920535","content_type":"comment","title":null,"body_preview":"OP can be glad he’s in the tech space.\nIn finance it’s even more unhinged. Lots of value creation through synergies while avoiding boiling the ocean and aligning priorities.","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12913954266274755,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920535"},{"id":"ba2d82ca-439a-42c7-a1b7-a1140ce5e075","source":"hackernews","source_id":"49912593","content_type":"comment","title":null,"body_preview":"I'm glad that LinkedIn's bullshit \"inspiration porn\" has finally gotten the hatred I always felt it deserved [1].\nIt's been an issue since well before LLMs were common, but LLMs have brought it up to ","author":"tombert","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912593"},{"id":"e5c3027e-3a23-4e4a-bcb3-9c858873d220","source":"hackernews","source_id":"49922460","content_type":"comment","title":null,"body_preview":"Deactivating my LinkedIn account was one of the best things I did for my mental health. I have not missed it even once, and my career has never been better.","author":"mil22","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","strong_opinion","terse_replies"],"bot_score":0.15408520829727554,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922460"},{"id":"61fc4e8f-8d85-4232-9066-da9c8d285b50","source":"hackernews","source_id":"49922233","content_type":"comment","title":null,"body_preview":"I would like this opportunity to promote https://sifa.id - a Linkedin alternative built on ATProto. Not my work, but I think it is a very interesting alternative. Currently lacks recruiting tools, AFA","author":"chr00t","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922233"},{"id":"6e82d144-fe9f-4a32-aa9a-842bdeea7d5d","source":"hackernews","source_id":"49913366","content_type":"comment","title":null,"body_preview":"I joined a call once to meet a guy and he was all energetic and speaking in tongues of an LLM hitting epic one liners and I thought he was just a coke addict. Turns out his reality is basically linked","author":"mawadev","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","personal_anecdote"],"bot_score":0.12127582765117119,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913366"},{"id":"83156043-fc8a-4f5c-80f1-989d1d60b9f9","source":"hackernews","source_id":"49923619","content_type":"comment","title":null,"body_preview":"Strong words. I'm surprised to see this much criticism of LI. I find genuinely useful content there (happy to share examples). I also post regularly, in good faith and after careful research - though ","author":"ljubomir","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923619"},{"id":"c9907ae3-2ad7-46be-ac1f-9ea3ce3ce2a9","source":"hackernews","source_id":"49917782","content_type":"comment","title":null,"body_preview":"Surely LinkedIn is just doing a \"front page algorithm\" and these are the posts he interacts with most? I've literally never seen a single one haha","author":"quasarj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917782"},{"id":"b7d5b8b8-7230-4f78-8779-c78569b8ae52","source":"hackernews","source_id":"49904519","content_type":"comment","title":null,"body_preview":"LinkedIn is truly an odd place. I think it’s more performative than Instagram.","author":"jmathai","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904519"},{"id":"ef856f86-bff5-4613-a790-40ebbbb7c7ac","source":"hackernews","source_id":"49914607","content_type":"comment","title":null,"body_preview":"I love when people complain about X being in their feed on social media, and I see none of X. Do they not understand the basics of the algorithms? The more you engage with X, the more they show it to ","author":"s1mon","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","template_phrases"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914607"},{"id":"43cd23a5-7386-4be2-b010-5c486f3a052a","source":"hackernews","source_id":"49913483","content_type":"comment","title":null,"body_preview":"My wife got into a car accident.\nOn a sunday.\nI didn't go to the hospital.\nI had a client, and a project.\nReady to go.\nOn a sunday.\nYou don't give up when life challenges you, you move faster.\nKeep bu","author":"d2kx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913483"},{"id":"3334ea15-7e7a-4e6a-86fe-bf2ad0c7d11c","source":"hackernews","source_id":"49920596","content_type":"comment","title":null,"body_preview":"This old blog [0] post about recruiters and LinkedIn is fascinating as:\n- recruiters used to claim they had \"proprietary algorithms\" for finding candidates\n- it really boils down to them just spamming","author":"alexpotato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","self_reference","absence_of_ai_signals"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920596"},{"id":"f740ad87-fb8a-4177-8c33-32e6f009d85e","source":"hackernews","source_id":"49913271","content_type":"comment","title":null,"body_preview":"Slightly off topic. I've had exactly one consulting engagement come from LinkedIn, back in 2013. Someone met with a VC, was told they needed a Ruby on Rails developer, found me, and it was off to the ","author":"rietta","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913271"},{"id":"84b08244-e9c8-4a6c-a139-c0c3046b00da","source":"hackernews","source_id":"49904814","content_type":"comment","title":null,"body_preview":"You guys are playing it wrong. You don’t larpmax in general, you do it to hit specific targets.\nThe person who decides my promotions  follows me on LinkedIn. I never really see her except at the Chris","author":"MisterMunchkin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904814"},{"id":"728b9d13-914a-402c-a296-b439c3479430","source":"hackernews","source_id":"49904725","content_type":"comment","title":null,"body_preview":"I don't have a LinkedIn account and don't really care about it. The one thing, however, that bothers me to no end is all the many, many times when a LinkedIn page comes up near the top of the results ","author":"kleiba2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49904725"},{"id":"9164756a-4bc5-496f-be0f-180b1f98451f","source":"hackernews","source_id":"49920513","content_type":"comment","title":null,"body_preview":"Thinking that I've got at least 18 years of professional experience, and I've had my own website for years (maybe a different domain a decade back), with my work, experience and email address publicly","author":"punkbit","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920513"},{"id":"cb7bee96-6185-4b3a-90c3-5a3cdf175bee","source":"hackernews","source_id":"49919303","content_type":"comment","title":null,"body_preview":"I'm not clear why people who hate LinkedIn stay on it. If it is not useful to you, leave. If you want an account but hate the feed, don't read it.\nI agree that it has problems. I've also gotten multip","author":"codingdave","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.04655396345317046,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919303"},{"id":"cb20aeb8-9545-447d-971a-a005b0885445","source":"hackernews","source_id":"49920807","content_type":"comment","title":null,"body_preview":"What I find hilarious about linkedin as I was recently looking for work a few months prior. I whipped up a job search agent to browse the site and others and find jobs that may interest me and match m","author":"_superposition_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920807"},{"id":"f3ad1921-6556-47bc-9bd3-d7fdd39766d7","source":"hackernews","source_id":"49927696","content_type":"comment","title":null,"body_preview":"Disney World was built on a swamp, and it was constructed higher than ground level for multiple reasons. The utility corridors are a byproduct of that.\nSo TLDR your city is stupid for not raising the ","author":"joezydeco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927696"},{"id":"a4b74f00-6665-4081-8f38-16f6f37dbf15","source":"hackernews","source_id":"49927678","content_type":"comment","title":null,"body_preview":"Helps that Disney World was built up and not down. Everything is above sea level because it's in a swamp in Florida. Ground floor for guests is several stories up. I feel like Disney World is more com","author":"dexwiz","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927678"},{"id":"98d5e120-86aa-4f8c-9bde-6bb431c03c76","source":"hackernews","source_id":"49927653","content_type":"comment","title":null,"body_preview":"From the article:\n\"Directly beneath the Magic Kingdom is a sprawling network of tunnels. Initially designed to shepherd around Mickey and his friends, the system now also serves as one of the largest ","author":"ripe","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927653"},{"id":"7ebf2369-7017-4cce-a77a-4a87a8fc65c5","source":"hackernews","source_id":"49919562","content_type":"comment","title":null,"body_preview":"Interesting! Similar to what Fiberplane was doing pre-pivot, but local and not cloud-based.","author":"rohitpaulk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919562"},{"id":"125d4964-9f08-4298-bff8-5c26100aba7e","source":"hackernews","source_id":"49920339","content_type":"comment","title":null,"body_preview":"I have something very similar that works in neovim buffers for those interested (unfortunately mostly AI written, yet to be reviewed, but is being used frequently by me)\nhttps://github.com/mktip/bsh.n","author":"amdivia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.2755722568903577,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920339"},{"id":"93968b3a-1f78-4c3a-9c05-18ff2d2e9555","source":"hackernews","source_id":"49918344","content_type":"comment","title":null,"body_preview":"I can foresee my team using this for documenting our local tooling. I’m wondering also if it could store a login token to make authenticated requests with, to create sales handovers from.","author":"trwhite","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918344"},{"id":"5f3fe39d-5671-430d-88a7-809b0c899dee","source":"hackernews","source_id":"49923218","content_type":"comment","title":null,"body_preview":"Reminds me of Atuin runbooks!\nhttps://blog.atuin.sh/atuin-desktop-runbooks-that-run/","author":"cckolon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923218"},{"id":"d268a3fe-ac29-4a73-99b2-92aa1ad227b5","source":"hackernews","source_id":"49918206","content_type":"comment","title":null,"body_preview":"This is pretty cool. I've been interested in runnable code in markdown for a long time. It's a kind of \"literate programming¹\" which I've always thought was one of Knuth's best ideas.\nMore prior art: ","author":"20after4","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0.11167332229459942,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918206"},{"id":"67246827-d6ee-43e8-af98-8b0db4fd1aff","source":"hackernews","source_id":"49912495","content_type":"comment","title":null,"body_preview":"I feel like there has been a few takes on this (atuin desktop comes to mind[0] but apparently it's not a going concern anymore?) why hasn't it caught on?\n0: https://github.com/atuinsh/desktop","author":"edude03","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.134195970177754,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912495"},{"id":"428c1274-2e09-4d08-b768-d2c44ec87d67","source":"hackernews","source_id":"49918042","content_type":"comment","title":null,"body_preview":"Very similar to RMarkdown, though Ledge seems more flexible.\nhttps://rmarkdown.rstudio.com/","author":"pavo-etc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918042"},{"id":"bbad9c27-c530-450e-be6d-2f480b6ede0e","source":"hackernews","source_id":"49918674","content_type":"comment","title":null,"body_preview":"Interesting. This seems like a good alternative to Jupyter Notebooks. I get annoyed when working with them using agents. They avoid editing the file directly because there is too much JSON bloat (or s","author":"theis_once","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","authentic_frustration","platform_fluency","natural_digressions","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918674"},{"id":"cb23806f-88d9-4b53-b374-e22e90127643","source":"hackernews","source_id":"49906143","content_type":"comment","title":null,"body_preview":"Very cool! I launched something similar as well. My idea was to create a working document in which people could develop their own tools and agents. Conversations with coding agents are treated as edit","author":"baranguneysel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49906143"},{"id":"4935837f-5d09-4619-aa65-c16222866d26","source":"hackernews","source_id":"49920124","content_type":"comment","title":null,"body_preview":"> I built Ledge because I spend much of my day copy/pasting commands from my notes into the terminal. I was inspired by how much cmux helped me organize my terminals - but there was still a split brai","author":"Piraty","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920124"},{"id":"e4570ab9-a88e-4e52-85fc-fd4aeea7b549","source":"hackernews","source_id":"49913383","content_type":"comment","title":null,"body_preview":"Really love the project, it reminds me of a now dead xiki[1]\n[1]: https://www.youtube.com/watch?v=YufgfbUgEgI and xiki.org","author":"olexsmir","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.2811278124459132,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913383"},{"id":"edfe56d5-0a69-4b50-a925-5489441a7dbc","source":"hackernews","source_id":"49911985","content_type":"comment","title":null,"body_preview":"As an Emacs user for over a decade I think this is brilliant, it solves my biggest gripes with org-babel which prevent me from using it in a team setting.\nLedge is a lot like org-babel from Emacs, but","author":"theCodeStig","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911985"},{"id":"b07066cb-d625-47ce-85a0-cbcfe8cb9e07","source":"hackernews","source_id":"49911906","content_type":"comment","title":null,"body_preview":"This is awesome I will definitely play around with it. Fits the niche gap as a standalone app vs something like [Observable Framework](https://observablehq.github.io/framework/) for data analytical ty","author":"TheGoodBarn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911906"},{"id":"bfceb645-a65b-485f-97f6-146c3c0cfd3a","source":"hackernews","source_id":"49922120","content_type":"comment","title":null,"body_preview":"I was recently researching apps like this for the usecase of writing devops/tech-support \"playbooks\", and also (related) \"runnable readmes\". Among many approaches and attempts I found, I most liked th","author":"akavel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922120"},{"id":"307d2101-eecb-472f-89c7-c2d721e98855","source":"hackernews","source_id":"49920006","content_type":"comment","title":null,"body_preview":"Nice, I'll have to give this a try.\nI like the concept, I know there have been some other things in the general area but often tied a bit more to data analysis.\nI am a big fan of documenting processes","author":"IanCal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.14024475086602803,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920006"},{"id":"ed797dde-8833-4627-bc2c-e666d42af0f6","source":"hackernews","source_id":"49922344","content_type":"comment","title":null,"body_preview":"This seems like the logical evolution of `mask` which i've been using and enjoying for a long time, felt like I needed to give it a shout out https://github.com/jacobdeichert/mask","author":"ArvidSu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922344"},{"id":"d3e9dbc2-d6f0-4a5b-8838-b3de796da50d","source":"hackernews","source_id":"49912570","content_type":"comment","title":null,"body_preview":"I went to look at Atuin Desktop to see what the crossover was with this product, and it's fascinating to see that the repo was archived the day this was posted here!\nhttps://github.com/atuinsh/desktop","author":"drayfield","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912570"},{"id":"29727337-ebdc-4804-ad8b-8d89f5da5073","source":"hackernews","source_id":"49918799","content_type":"comment","title":null,"body_preview":"Great idea! During my time as a researcher, I heavily used org-babel. I used it to put code for data wrangling, plots, and notes into a single document. The notes would often contain formulas to descr","author":"mfld","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918799"},{"id":"c5b9ed3b-6eb4-4269-97af-0552fe047169","source":"hackernews","source_id":"49920497","content_type":"comment","title":null,"body_preview":"I have created Brashtag language for this and other things [1].\nHere I am using it as frontend to Jupyter and ollama [2].\n[1] https://github.com/PratikDeoghare/brashtag\n[2] https://youtu.be/IMXgIE0Vlj","author":"pratikdeoghare","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920497"},{"id":"29229764-d67b-4f32-97e6-7c6a513316d2","source":"hackernews","source_id":"49908872","content_type":"comment","title":null,"body_preview":"> something happened once in the past and turned ok hence you should never ever worry about other vaguely similar things ever again\nThat's how it sounds to me","author":"233mhz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908872"},{"id":"3362c214-a42b-4ca2-9f66-0f2792cfaa0b","source":"hackernews","source_id":"49923281","content_type":"comment","title":null,"body_preview":"While I appreciate the point being made here, a tangential thought:\n> A century later, the torments felt by my great-great-grandfather are forgotten. The garage feels like it has always been in the fa","author":"incanus77","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923281"},{"id":"89fad52a-6860-4e79-b468-082bc9ab965d","source":"hackernews","source_id":"49909046","content_type":"comment","title":null,"body_preview":"You are not the farrier in this analogy. You are the horse.","author":"voidmain","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909046"},{"id":"62166d58-7804-4f89-9df9-63af1f56751a","source":"hackernews","source_id":"49914921","content_type":"comment","title":null,"body_preview":"So naive.\nAutomation will take everything it can in a race to the bottom towards higher profits.\nYour great great grandfather changed, and the automation didn't keep up.\nThis time it will, and there w","author":"CrzyLngPwd","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.13355270189008683,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914921"},{"id":"b729616d-c5c2-493e-8a61-3ff23ae76a36","source":"hackernews","source_id":"49920669","content_type":"comment","title":null,"body_preview":"Dont you think silicon based AI will soon outstrip the energy it needs to run at AGI scale? Since we can already grow brain organoids (and let them spread out flat instead of being crumpled up in a ba","author":"bawana","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases","synthetic_empathy"],"bot_score":0.38917476368627935,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920669"},{"id":"59fe0e02-6c7d-4083-bea6-ebacd77f6570","source":"hackernews","source_id":"49913552","content_type":"comment","title":null,"body_preview":"Other than Uber and Uber eats, I can’t imagine myself doing anything other than those. I might get a security guard certificate and guard empty halls during the night, which quite suits me.\nNot a hand","author":"markus_zhang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","personal_specificity"],"bot_score":0.13764307545697368,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913552"},{"id":"295fc348-19fd-443b-a5a5-1eba9209f1bb","source":"hackernews","source_id":"49909719","content_type":"comment","title":null,"body_preview":"Well written, and good to reflect on.\nHowever, the one thing I feel like is missed by some in these conversations is that what's being built is a general purpose thinking machine, not a coding machine","author":"zeven7","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909719"},{"id":"6f64b415-e568-4829-9a70-31b8283f4b51","source":"hackernews","source_id":"49908854","content_type":"comment","title":null,"body_preview":"Back in the '70s my dad used to tell a joke about his dad. He said that my grandfather had a job that supported his whole large family while my dad was growing up. But unfortunately technology caught ","author":"delichon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11958307952143721,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908854"},{"id":"d9554009-6747-4823-a097-dc777b727a09","source":"hackernews","source_id":"49908894","content_type":"comment","title":null,"body_preview":"The last hundred times we automated things, we automated muscles. Today, the number of people employed purely for their muscle is very small.\nThis time is the first time we've automated higher level r","author":"0c3ca83","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.33112781244591327,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908894"},{"id":"40146a6c-0bf9-4b12-80c8-bdf2a14c5d24","source":"hackernews","source_id":"49918796","content_type":"comment","title":null,"body_preview":"My key thought is this, many of us necessarily work in low-purpose, boring corporate development jobs. The code was the only thing making it enjoyable, because problem solving was the skill we enjoy e","author":"ehnto","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","semantic_blandness","template_phrases"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918796"},{"id":"c0151e00-2ed5-44c7-8743-7dc4315312a9","source":"hackernews","source_id":"49908657","content_type":"comment","title":null,"body_preview":"My grandad ran a small letterpress shop and when phototypesetting came in he didn't retrain, he just did smaller and smaller jobs until it was wedding invitations.","author":"hn9zmdcaou","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908657"},{"id":"fc800431-a3f3-47f9-8471-ab99bf392933","source":"hackernews","source_id":"49909041","content_type":"comment","title":null,"body_preview":"I don’t particularly like the horse to engine angle because it doesn’t capture the issue well.\nWhen we automated physical activity people that were crowded out moved into knowledge work. Now we’re aut","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12913954266274755,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909041"},{"id":"4f72c83d-25f1-4d7c-9721-1b80872243d8","source":"hackernews","source_id":"49913517","content_type":"comment","title":null,"body_preview":"I’ve been coding for over 20 years. I may not be the perfect coder, but for me, the real goal has always been solving problems and coding is just a side effect. If I could solve an operational problem","author":"mrbonner","classification":"human_created","confidence":0.78,"indicators":["self_reference","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12758880342110973,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913517"},{"id":"af6f2291-54b2-4c84-a3fc-148a6f36ec3b","source":"hackernews","source_id":"49908903","content_type":"comment","title":null,"body_preview":"Amazing. I bet this can really help thousands of programmers who are simply not needed, because companies decided to replace them with AI agents. These philosophical ponders are very comfortable to do","author":"rckt","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908903"},{"id":"0f896ee4-173d-4b8d-8d99-6e7001c5f7a7","source":"hackernews","source_id":"49908685","content_type":"comment","title":null,"body_preview":"And my great great grandpa thought horses would lose all their jobs to cars. And they all did and it was never the same again.\nThere’s no quick answers, but intuitively I think we all get that the % o","author":"zug_zug","classification":"human_created","confidence":0.7,"indicators":["historical_analogy","imperfect_expression","opinion_without_over_qualification"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49908685"},{"id":"c0193831-440c-4928-a5f4-932af2872ef2","source":"hackernews","source_id":"49919605","content_type":"comment","title":null,"body_preview":"Yes, but OH, the destruction along the way.\nMy son wants to enter the software profession. He isn't just immitating his father, he really considered different careers and really likes this one. He is ","author":"mcherm","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.32957160722119977,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919605"},{"id":"24325051-0e8c-428d-9882-dbd96d9419f4","source":"hackernews","source_id":"49912374","content_type":"comment","title":null,"body_preview":"Have any of these articles actually addressed HOW software developers are supposed to retrain for good jobs? Personally I have neither the money nor the years to go back to college to get a livable jo","author":"harimau777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912374"},{"id":"fcc569c9-25f1-47ad-97d3-65e597b820f0","source":"hackernews","source_id":"49917974","content_type":"comment","title":null,"body_preview":"Lots of doom in here.\nIf software engineering goes the way of the dodo, I suspect most other white collar jobs are also displaced (anything done entirely on the computer, really). A few years after th","author":"NichoPaolucci","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.06781535587492998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917974"},{"id":"773858ab-6329-441c-a8c7-c478baedbcdd","source":"hackernews","source_id":"49913170","content_type":"comment","title":null,"body_preview":"There is a quote from a CGP Grey video from a bit over a decade ago, \"There isn't a rule of economics that says better technology makes more, better jobs for horses. It sounds shockingly dumb to even ","author":"bhelkey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_reference","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913170"},{"id":"31577e15-b4cf-4aa0-b3fe-3990df91dedf","source":"hackernews","source_id":"49909182","content_type":"comment","title":null,"body_preview":"Author here! Thanks for all the comments. This post isn't meant as a lesson or a judgment, something to tell \"just shut up and adapt like my ancestor did\". The situation is hard, and I wasn't trying t","author":"megalomanu","classification":"human_created","confidence":0.85,"indicators":["author_here","personal_anecdote","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49909182"},{"id":"2eefecfc-200a-414f-b1ec-36c4af2cbc73","source":"hackernews","source_id":"49913465","content_type":"comment","title":null,"body_preview":"If you're counting milliseconds why use Javascript?","author":"secondcoming","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913465"},{"id":"e3e995d1-844f-47d1-8fb9-9552d450c994","source":"hackernews","source_id":"49918605","content_type":"comment","title":null,"body_preview":"> 5x faster Edge Functions: V8 isolates to Firecracker MicroVMs\nOff-topic, but ...\nI've noticed over the last 5 years I find myself increasingly incapable of understanding the title of HN posts upon f","author":"ur-whale","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_deprecation_humor","platform_fluency","natural_digression","speculative_hypothesis"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918605"},{"id":"e8462256-4bc9-499b-87f3-4fdc07277f3f","source":"hackernews","source_id":"49916988","content_type":"comment","title":null,"body_preview":"I don't think isolates are good idea. We need kernel level process isolation. Chrome itself doesn't trust isolates.","author":"groundzeros2015","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916988"},{"id":"ac129a3b-98dc-42bb-ae4d-b6efa24313f3","source":"hackernews","source_id":"49918479","content_type":"comment","title":null,"body_preview":"We are running Postgres and Bun on the same tech at Prisma. It’s good.","author":"sorenbs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918479"},{"id":"c42dbdb1-7f04-4cdb-a523-c3d30d336b18","source":"hackernews","source_id":"49913155","content_type":"comment","title":null,"body_preview":"Wish it explained where the v8 isolate latency is coming from compared to microvms","author":"aaronvg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913155"},{"id":"8db20f74-22ba-43cd-88a7-829f3ada3048","source":"hackernews","source_id":"49914744","content_type":"comment","title":null,"body_preview":"> When the MicroVM boots up and the JavaScript server begins to listen on a port, we take a snapshot of the MicroVM. [...] we start a new MicroVM from that snapshot.\nThat sounds scary, since forked RN","author":"CodesInChaos","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914744"},{"id":"6f59f462-4976-4c6c-9c4b-88baa4b131da","source":"hackernews","source_id":"49914175","content_type":"comment","title":null,"body_preview":"This is highly interesting considering AWS invented the MicroVMs for lambda, yet node on lambda is dog slow (both in latency and throughput). I can traumadump on request. I bet they could use some of ","author":"torginus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914175"},{"id":"a8f0fbc8-87d2-4ff0-be25-ef48c55733c4","source":"hackernews","source_id":"49917756","content_type":"comment","title":null,"body_preview":"All else being equal, v8 isolates should be lower latency than firecracker.\nAs they mention, the v8 latency was because the v8 runtime was hosted externally.\nFirecracker has better security model.\nThi","author":"WatchDog","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917756"},{"id":"29004575-95ea-47fd-91b1-b605c4fa9322","source":"hackernews","source_id":"49914371","content_type":"comment","title":null,"body_preview":"The next time you want to curse AWS, remember they gave us Firecracker, one of the best microvm technologies out there, and the basis of at least a few non-AWS products out there (this one being the n","author":"jedberg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_reference","absence_of_ai_signals"],"bot_score":0.1121229389734169,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914371"},{"id":"a86edc11-27f8-4472-afb2-344a59ae0396","source":"hackernews","source_id":"49913275","content_type":"comment","title":null,"body_preview":"I'm having trouble understanding/believing this, given that Cloudflare Workers are also v8 isolates and run vastly faster than the 25-40ms that netlify says their isolates took...","author":"nchmy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913275"},{"id":"22876b85-1762-4bf1-ad23-f5467264a3ff","source":"hackernews","source_id":"49915566","content_type":"comment","title":null,"body_preview":"> In the past, requests went out to a hosted execution service. Today, they run on MicroVMs inside our own edge network — roughly 5x faster at the median.\nSo, the execution itself might now be slower ","author":"yencabulator","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915566"},{"id":"95cd23a7-3700-4e55-8ff4-d750a2984eb3","source":"hackernews","source_id":"49913777","content_type":"comment","title":null,"body_preview":"Alex from Unikraft here!  Happy to answer any questions about the microVM part of the story from our side.\nWe also did a couple of technical write ups if you're interested:\n- https://unikraft.com/blog","author":"nderjung","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913777"},{"id":"5b0b5813-e10c-41c7-b99d-fe33b9bb2094","source":"hackernews","source_id":"49919081","content_type":"comment","title":null,"body_preview":"If someone in Netlify is listening, could you please add support for Fetchable[1] in Netlify Edge Functions? I opened a ticket 1 week ago but it has gone unanswered[2].\nThe idea behind Fetchable is to","author":"franciscop","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919081"},{"id":"73b899f1-7b2c-4df4-9603-e473a9253f59","source":"hackernews","source_id":"49914558","content_type":"comment","title":null,"body_preview":"I've been using SlicerVM extensively - which is Firecracker MicroVMs for the regular person (and for the irregular with their platform offering) - to run local 'edge' style workloads locally and secur","author":"Normal_gaussian","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914558"},{"id":"42c7fa82-986d-4270-9e60-9d8f0a9376ab","source":"hackernews","source_id":"49922746","content_type":"comment","title":null,"body_preview":"Seems like he got around to making a spiritual successor to antimony which was also a really cool piece of software. This made my day.","author":"dcanelhas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922746"},{"id":"e9a19d23-7588-467d-aac0-4f90fdee01d4","source":"hackernews","source_id":"49917685","content_type":"comment","title":null,"body_preview":"I also made a SDF editor, with different goals. It's WebGL-based for pasting code from ShaderToy and can export STLs for 3D printing. https://sdf2stl.saej.in/","author":"pvillano","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.13809035755983384,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917685"},{"id":"1ae0dcec-59b9-4118-a4fa-d11f1489d9bb","source":"hackernews","source_id":"49914414","content_type":"comment","title":null,"body_preview":"> My favorite project along those lines is Kartik Agaram's Mu[3], which wraps emulation, tracing, and time-travel debugging around a subset of x86 assembly language.\nFrom https://akkartik.name/code : ","author":"mncharity","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.0769662202596584,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914414"},{"id":"176d8ff1-8ee0-469b-ad58-5d5b51e4fd5d","source":"hackernews","source_id":"49914419","content_type":"comment","title":null,"body_preview":"Note that Matt Keeter has been at this for quite a while now, very generously sharing his efforts and research:\nhttps://www.mattkeeter.com/research/\nIn particular, his thesis is well-worth reading: ht","author":"WillAdams","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.11434262652984595,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914419"},{"id":"c497ced7-2724-496f-a892-3013ed95764f","source":"hackernews","source_id":"49917856","content_type":"comment","title":null,"body_preview":"This just makes me think about optimizing model weights to run as 'close to the metal as possible' (i.e. within or 'just above' a UEFI boot environment, like the NightRun project), so that there isn't","author":"thoughtpeddler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","open_to_discussion"],"bot_score":0.05760136639491446,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917856"},{"id":"1ceb3d48-4038-48a8-8d49-6b0810f02a68","source":"hackernews","source_id":"49919823","content_type":"comment","title":null,"body_preview":"Congrats on launch! Tried it on the gemma-4-26b-qat-4bit model. Was indeed faster on token generation then on oMLX (82.8 tok/s vs 76.5 tok/s), but the prefill time was ~2.6x slower (709 tok/s vs 1843 ","author":"mrtsepelev","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919823"},{"id":"72abf312-b877-48ec-80bc-afa55829da01","source":"hackernews","source_id":"49917355","content_type":"comment","title":null,"body_preview":"One thing I'd want to see in the evals is per-turn latency across a full agent trajectory, not just end-to-end time. In my experience the workload flips mid-run: early turns are prefill-heavy (big sys","author":"lin7c","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917355"},{"id":"5950b43e-6d41-41b1-9a8e-6936acaad928","source":"hackernews","source_id":"49912559","content_type":"comment","title":null,"body_preview":"How does this compare to ZML's llmd https://zml.ai/llmd/ ?","author":"teabee89","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912559"},{"id":"912568a9-be90-4458-9d1f-7c5f1429c1af","source":"hackernews","source_id":"49918283","content_type":"comment","title":null,"body_preview":"Self-optimizing inference is one of those problems where marginal gains compound—small improvements in batching, KV-cache reuse, and routing across thousands of requests add up fast.\nThe hard part isn","author":"aitoolcrux","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918283"},{"id":"7cf87d0b-4f8d-4c18-8b5c-7a9a17b69a40","source":"hackernews","source_id":"49915610","content_type":"comment","title":null,"body_preview":"Curious how the evals for this work on real agent workloads versus synthetic benchmarks. In my experience, agent cost and latency profiles change a lot once there's a tool-use loop involved, because t","author":"singh_abinashi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915610"},{"id":"7fd205ab-ab33-4086-8117-30916b48e308","source":"hackernews","source_id":"49917914","content_type":"comment","title":null,"body_preview":"For those running local models on macOS with Apple Silicon, how does Magnitude differ from what Apple's own first-party Core AI now does during its \"specialization\" procedure, wherein it performs some","author":"thoughtpeddler","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0.05760136639491446,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917914"},{"id":"01af6415-74a1-4071-aff5-14a1ccbc1f67","source":"hackernews","source_id":"49913270","content_type":"comment","title":null,"body_preview":"Cool idea! Do you happen to have benchmarks for Strix Halo (AMD Ryzen AI Max+ 395)? I take it that Qwen3.8-Flash-Next is not supported?\nAnd a more general question: does your engine detect and optimiz","author":"c7b","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.06558818948490648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913270"},{"id":"77942a49-d6d8-4af3-8a28-2e28e9e33d45","source":"hackernews","source_id":"49918517","content_type":"comment","title":null,"body_preview":"Everyone focusing on the specs side, but how is this enterprise going to make money, given it is a YC cohort company?","author":"larodi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918517"},{"id":"3f0a5ae6-cac1-48fe-8377-b8e34eb820f0","source":"hackernews","source_id":"49912157","content_type":"comment","title":null,"body_preview":"Any source on the benchmarks/methodology besides the image? There's a ton of variance possible in llama.cpp's performance depending on how it was configured. I'd also like to see benchmarks against ML","author":"nateb2022","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912157"},{"id":"74a53d9e-58c0-4c0c-8de0-aa12893a73df","source":"hackernews","source_id":"49915740","content_type":"comment","title":null,"body_preview":"2x llama.cpp\" on what, an M3 Max? llama.cpp's metal kernels already saturate memory bandwidth. Real agent bottleneck isn't single-stream tok/s — it's KV cache for 5+ concurrent 128k contexts on 24GB V","author":"happybox2016","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915740"},{"id":"d758cb4c-758b-413c-9bd4-c12273229dda","source":"hackernews","source_id":"49912423","content_type":"comment","title":null,"body_preview":"Congratulations on the launch, it looks like an impressive product and tool!\nQ: From my (very, very limited!) understanding, I’m under the impression that part of the “inference engine inertia” is tha","author":"msdz","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","specific_question"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912423"},{"id":"9634b3e6-2a68-4b61-aee3-48b4f7e7dab2","source":"hackernews","source_id":"49912533","content_type":"comment","title":null,"body_preview":"I have two NVIDIA GPUs (16GB+16GB) here, and it detects them each twice (says I have 4 GPUs). But then, it says most models are too big (anything >8GB?) and seems to run only on one GPU (5070ti).\nUnfo","author":"herf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912533"},{"id":"3cbe9d1e-c8dc-473d-9e3d-252f016f6840","source":"hackernews","source_id":"49918132","content_type":"comment","title":null,"body_preview":"On a Mac the baseline I'd want is MLX, not llama.cpp. llama.cpp isn't the fast path on Apple Silicon for most models people run locally, so a speedup over llama.cpp could still be slower than mlx_lm. ","author":"sebastienburel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918132"},{"id":"6c12e253-fdd2-42cd-8ec4-7f1b0468780c","source":"hackernews","source_id":"49925770","content_type":"comment","title":null,"body_preview":"Congrats on the launch. We went down a similar path with OpenAmer (open source) and the lesson that stuck: for self-optimizing agents, the bottleneck is not making the agent smarter, it is verifying t","author":"openamer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925770"},{"id":"e6eed022-2c58-46a0-a211-fd152588176d","source":"hackernews","source_id":"49918498","content_type":"comment","title":null,"body_preview":"Ok so i took the time to benchmark this on the following on my m5 max 128gb:\nQwen3-4B-Instruct-2507-4bit \nQwen3.5-35B-A3B-4bit\nQwen3.5-9B-MLX-4bit\nQwen3-Reranker-0.6B-4bit\nQwen3-Coder-30B-A3B-Instruct","author":"bythreads","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918498"},{"id":"ad5c8d0e-efc3-4b43-af8f-c25c56212078","source":"hackernews","source_id":"49915207","content_type":"comment","title":null,"body_preview":"How accurate are speed estimates in the UI? I'm asking because for Qwen 3.8 (Q8) the speed numbers cited in the UI look quite poor:\n  Estimated speed on your machine\n  Context tokens Tokens / sec\n  25","author":"kmike84","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.125,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915207"},{"id":"1315000f-4059-4710-9d70-da4e93748397","source":"hackernews","source_id":"49912862","content_type":"comment","title":null,"body_preview":"Fwiw, top of my own pain-point list (I suppose given the first item, that's a pun) includes:\nExternal/policy-based throttling for temperature control. Unthrottled, my laptop bottom goes skin-burn hot.","author":"mncharity","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.0769662202596584,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912862"},{"id":"db4537d2-6eaf-4850-a15c-6d4f2123f52a","source":"hackernews","source_id":"49912331","content_type":"comment","title":null,"body_preview":"This seems to be a good idea. However, beating llama.cpp on speed is a low bar :)\nI found it to be a good baseline, but at least on Mac there was always something way faster, and/or with better memory","author":"kmike84","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.125,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912331"},{"id":"9dd09fe1-f4d3-4135-a175-ed8fafe33a55","source":"hackernews","source_id":"49912394","content_type":"comment","title":null,"body_preview":"On my local inference box I have a perpetual codex thread open in my llama.cpp checkout that I periodically ask to take a look at currently pending llama.cpp PRs, do some research on latest MTP, Dflas","author":"lxe","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.06383738592893125,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912394"},{"id":"ec30c7dd-fd82-4692-9ac6-9370f101753e","source":"hackernews","source_id":"49915181","content_type":"comment","title":null,"body_preview":"Is there any evidence the brain is a quantum device?","author":"brcmthrowaway","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.18446564985114805,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915181"},{"id":"1d82f48c-896c-4b1a-aace-0b5b63663e92","source":"hackernews","source_id":"49915803","content_type":"comment","title":null,"body_preview":"Stopped reading here when I recognized the slop\n“The work coming out is moving this from ‘Are they relevant?’ to ‘This is a major motif of how the cortex processes information,’”","author":"cfloyd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915803"},{"id":"c219de74-8c29-40c0-a1d3-c7ecc8a539c6","source":"hackernews","source_id":"49913473","content_type":"comment","title":null,"body_preview":"This is what Walter J. Freeman III* spent his career working on, surprised he wasn't mentioned. I used to be very obsessed with him.\nhttps://en.wikipedia.org/wiki/Walter_Jackson_Freeman_III\nNonlinear ","author":"pessimizer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","personal_anecdote"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913473"},{"id":"d4ca6237-a875-47c1-8d38-865e749aceea","source":"hackernews","source_id":"49916252","content_type":"comment","title":null,"body_preview":"I know it's anecdotal and irrelevant to the real science, but whenever neuroscience comes up, I think about the Exhalation short story Ted Chian, about a civilization with brains that rely on air pres","author":"tholman","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916252"},{"id":"4a980d24-7373-4838-b021-4cfd07ccfc5a","source":"hackernews","source_id":"49915879","content_type":"comment","title":null,"body_preview":"I think there will be a lot to be learned if we can scale up the high resolution measurement methods here to map exactly how brainwaves travel when performing specific tasks.\nMaybe they should recruit","author":"2001zhaozhao","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.13190979880728657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915879"},{"id":"a7022da1-902f-4059-a530-52d63da05708","source":"hackernews","source_id":"49914493","content_type":"comment","title":null,"body_preview":"It’d be interesting to try and model the various waveforms observed as time crystals and see if the mathematics of the latter can (partially) predict the former.","author":"altairprime","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.09628681890048617,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914493"},{"id":"c96748c6-4706-4df1-bfff-97ba88517562","source":"hackernews","source_id":"49913575","content_type":"comment","title":null,"body_preview":"Wow!!\n“The work coming out is moving this from ‘Are they relevant?’ to ‘This is a major motif of how the cortex processes information,’” said Earl K. Miller(opens a new tab), a cognitive neuroscientis","author":"ElijahLynn","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913575"},{"id":"0f8a3665-3b1c-4104-a6d3-5e8117c106e5","source":"hackernews","source_id":"49913952","content_type":"comment","title":null,"body_preview":"Brain waves are to biological neural populations what large-scale, low-dimensional activation modes in the transformer’s residual stream are to an LLM.","author":"aronaxe","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913952"},{"id":"1da9bc38-7752-4ad7-97de-d95ee53798c2","source":"hackernews","source_id":"49923139","content_type":"comment","title":null,"body_preview":"the problem is: do these waves affect a neuron's behavior?\neeg waveology faces the same problem as, for instance, Penrose and the quantum brain gang.  there can be epiphenomena - they're not causal, b","author":"markhahn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923139"},{"id":"8ea0aca3-20b3-4784-9d9e-24cf83f3e365","source":"hackernews","source_id":"49913591","content_type":"comment","title":null,"body_preview":"> Surprisingly Complex Waves Reveal the Brain's Inner Workings\nFrom my ignorant point of view I can't quite make sense of the title. Brain is probably the last organ one would be surprised to find com","author":"rdtsc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913591"},{"id":"24d973ca-ac6c-4c78-b1ed-12b5e7ae51f6","source":"hackernews","source_id":"49921852","content_type":"comment","title":null,"body_preview":"Has anyone worked with https://shop.openbci.com/products/ultracortex-mark-iv?varian...? If so could they share how easy/ergonomic it was to have this set up to move around the home and work with and r","author":"ghm2180","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1753710593142198,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921852"},{"id":"28dfa7a4-8168-4e96-b728-64e690e99d71","source":"hackernews","source_id":"49915213","content_type":"comment","title":null,"body_preview":"My hypothesis:\nSentience / consciousness is “hosted by” or “seated in” structured EM fields. Neurons are just the mechanism.\nI’ve not yet thought of a way to falsify this hypothesis, but I continue to","author":"breckinloggins","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915213"},{"id":"b7c032c4-b4c1-4bbb-8a6a-6dea8d143587","source":"hackernews","source_id":"49913634","content_type":"comment","title":null,"body_preview":"Bit of a sensationalist title - EEG/iEEG measurements have led to worthwhile clinical outcomes but also are an avenue for bunk pseudosccience so it pays to be careful whenever you see the words 'brain","author":"paimapi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15535606553289844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913634"},{"id":"58be4662-6d62-40df-88ba-04fa5db94e31","source":"hackernews","source_id":"49921104","content_type":"comment","title":null,"body_preview":"OT - This is pretty interesting research in understanding the flow of information through the brain. The correlation with similar research using mice appears to confirm these flow modes.\nMy thoughts o","author":"doodlebugging","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921104"},{"id":"9f3f37a6-fc33-440a-ab0d-50e89437c36e","source":"hackernews","source_id":"49918073","content_type":"comment","title":null,"body_preview":">  If you’re paying attention to what you are looking at, signals are traveling backward from receptors in your eyes to the visual cortex, and then forward into the rest of the brain via the wave to f","author":"ghm2180","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","personal_experience_and_opinion","platform_fluency","specific_details_and_nuance"],"bot_score":0.1753710593142198,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918073"},{"id":"87250211-7b24-4023-8f05-fccf6415aee4","source":"hackernews","source_id":"49914829","content_type":"comment","title":null,"body_preview":"For context, the debate in the field has been whether these are epiphenomena of the actual neuronal activity, or a meaningful driver of further activity.\nI don’t think these studies quite rest the cas","author":"randomImmigrant","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.21830129620014213,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914829"},{"id":"7d1c09ce-5000-499d-9171-a868f9fb2e41","source":"hackernews","source_id":"49921133","content_type":"comment","title":null,"body_preview":"> Many people know that you shouldn’t do decimal calculations, such as those involving U.S. dollars and cents, with the floating-point numbers in most programming languages. This is because decimal nu","author":"jgalt212","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921133"},{"id":"1592b7a1-bcc0-4eee-b1c5-fc87cd811445","source":"hackernews","source_id":"49921057","content_type":"comment","title":null,"body_preview":"Possibly the first case I've encountered where image loaded before the text. A grid of 1px rectangles? How unsettling.","author":"krige","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921057"},{"id":"f6f614c0-9d60-4ba0-8a1f-8a485e4ba24c","source":"hackernews","source_id":"49921364","content_type":"comment","title":null,"body_preview":"Besides Python’s fractions, there are also constructive reals, exemplified by Android calculator where you can swipe any answer to get as many digits as you want.","author":"sobriquet9","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921364"},{"id":"d72780f9-c85e-4596-ac38-1c3a0f1383f8","source":"hackernews","source_id":"49920451","content_type":"comment","title":null,"body_preview":"> Many people know that you shouldn’t do decimal calculations, such as those involving U.S. dollars and cents, with the floating-point numbers in most programming languages. This is because decimal nu","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920451"},{"id":"ca1d0c17-e322-44b0-9584-67b4a2cd0517","source":"hackernews","source_id":"49924442","content_type":"comment","title":null,"body_preview":"Great blog post by Peter Gibbons, Michael Bolton, and Samir \"Nagana-work-here-anymore\" about their time at Initech\nhttps://www.youtube.com/watch?v=yZjCQ3T5yXo\n\"all right so when the subroutine compoun","author":"kphorn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924442"},{"id":"d4bf37f5-0549-42d7-9ab5-e8db40f03d33","source":"hackernews","source_id":"49921036","content_type":"comment","title":null,"body_preview":"Accounting has the concept of materiality. But you still want the figures to tally to the last cent.\nOne way to do this is to separate the computation/storage and presentation layer: use integers to s","author":"sieve","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921036"},{"id":"d7a0f509-fdf4-4b3a-ad58-4fdb9227ca4c","source":"hackernews","source_id":"49926324","content_type":"comment","title":null,"body_preview":"How did you handle the various optimizations and CPU architectures? compilers are notoriously easy to build but hard to optimize and maintain.","author":"helpprotactiniu","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926324"},{"id":"f7bc91b7-b551-4231-ba95-c243ed8de25c","source":"hackernews","source_id":"49912806","content_type":"comment","title":null,"body_preview":"Have we made any progress on a cracked version?\nhttps://www.reddit.com/r/wallstreetbets/comments/8aiz67/how_...","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912806"},{"id":"f8a7c828-8b43-417f-b12e-c1d1680e9217","source":"hackernews","source_id":"49918207","content_type":"comment","title":null,"body_preview":"A keyboard that resembles the old-school bloomberg one would be so cool. Wonder if something like that already exist...","author":"crispr245","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.18846110021386694,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918207"},{"id":"3892ade1-14f5-4c10-848f-8c944202f830","source":"hackernews","source_id":"49912141","content_type":"comment","title":null,"body_preview":"Love how those dense screens make numbers checkable at a glance. Tiny shops still live that gap—bank lumps vs invoice lines—just without a dedicated terminal.","author":"michaelastreiko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912141"},{"id":"1886992b-ac32-4aae-948b-8338c6cf2e21","source":"hackernews","source_id":"49911039","content_type":"comment","title":null,"body_preview":"Any idea on what technologies/toolkits are used to build Bloomberg terminal?","author":"Flex247A","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911039"},{"id":"39144b64-325b-4e51-89c9-4cfbbaf7a578","source":"hackernews","source_id":"49914587","content_type":"comment","title":null,"body_preview":"> I especially love that Gross taped his login and password directly on his keyboard, which makes the object more relatable. I may never know what it’s like to manage billions in assets from a Bloombe","author":"nomagicbullet","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","relatable_observation"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914587"},{"id":"c329e845-d903-4ec2-80e2-67f539798e1d","source":"hackernews","source_id":"49911261","content_type":"comment","title":null,"body_preview":"The article has an image of terminal keyboard used by a legendary trader... the key-caps are immaculate; the letters haven't faded at all. Amazing. I wonder if they were double-shot...","author":"nxobject","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911261"},{"id":"cdacfcd3-bbff-4480-a550-6f84b41fdd11","source":"hackernews","source_id":"49912361","content_type":"comment","title":null,"body_preview":"I did an internship in finance in college. Worked at a Bloomberg terminal that earned more money than me","author":"johnhamlin","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912361"},{"id":"7a455bd0-ef75-4f3e-b1d0-d0ce4d4c7433","source":"hackernews","source_id":"49912095","content_type":"comment","title":null,"body_preview":"Does someone know any font that is similar to the closed-source Bloomberg terminal font? I really love that font.","author":"graboid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912095"},{"id":"8cc539cf-2718-40fd-8c1b-e1020b7a8500","source":"hackernews","source_id":"49912185","content_type":"comment","title":null,"body_preview":"It may be of interest to some that Bloomberg has an ocaml based DSL built in for pricing exotic derivatives.","author":"mhh__","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies","platform_fluency"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49912185"},{"id":"23a09066-2e2d-416d-9c10-70d8799d730d","source":"hackernews","source_id":"49914201","content_type":"comment","title":null,"body_preview":"Andrew Paprocki: Bloomberg: home-grown server-side scripting\nthis is a great video to watch if you're curious about how the bloomberg terminal ui was made.\nhttps://youtu.be/ODgs0eWAIKc","author":"pulkas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914201"},{"id":"7c1e36ad-6b8d-44af-b756-821c23475bfe","source":"hackernews","source_id":"49923227","content_type":"comment","title":null,"body_preview":"> joined by former Salomon colleagues Thomas Secunda, Duncan MacMillan, and Charles Zegar\nThis is just too funny to be true: one bloke named \"a second\" and the other one named \"clock\" in Polish langua","author":"andrew-v","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923227"},{"id":"9efd77c4-1dc1-41f4-add9-aecb49424f2f","source":"hackernews","source_id":"49911481","content_type":"comment","title":null,"body_preview":"Related: A look back: The Bloomberg Keyboard\nhttps://news.ycombinator.com/item?id=17079033 (104 comments)","author":"helsinkiandrew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911481"},{"id":"47edaa2c-09ec-48ce-a2ef-acc59e838474","source":"hackernews","source_id":"49913090","content_type":"comment","title":null,"body_preview":"I wish that article showed what the display looks like instead of just the keyboard. Others here have mentioned the lovely information density; I'll have to search elsewhere to see it","author":"bbkane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913090"},{"id":"16606556-1916-40ed-808b-a60efa456e4b","source":"hackernews","source_id":"49919046","content_type":"comment","title":null,"body_preview":"Maybe related, but is anyone familiar with a series of trading terminals from BT in the UK? I cut my teeth in circuitry repair working on these models like the 405 and 405i in the early 2000s. \nThese ","author":"drayfield","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919046"},{"id":"ebea9770-2036-4f79-be65-0930e7d761ac","source":"hackernews","source_id":"49918267","content_type":"comment","title":null,"body_preview":"Starting October 14, 2026, Bloomberg is requiring a physical Bloomberg Keyboard for login and access on all Bloomberg Open Terminal workstations.\nThe harder Bloomberg tries to control and restrict its","author":"jaredsia","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.41802956292663024,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918267"},{"id":"d041ffab-b70e-45d5-a2bc-5d415e5bc68a","source":"hackernews","source_id":"49921266","content_type":"comment","title":null,"body_preview":"Bloomberg's interface looks overwhelming at first, but a trader who knows where everything is can scan a lot of information  very quickly. There's probably a useful distinction between an interface be","author":"hizlikovboy27","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921266"},{"id":"47123f87-812b-4bc3-bc3d-611bbbd9d156","source":"hackernews","source_id":"49913646","content_type":"comment","title":null,"body_preview":"For completeness' sake, here's also a history of competitor REUTERS' terminal:\n• https://www.thebaron.info/archives/technology/reuter-monitor...\n• https://www.thebaron.info/archives/technology/reuters","author":"jll29","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913646"},{"id":"bfab6f41-46a2-42c6-b9b9-44e802a7c49e","source":"hackernews","source_id":"49911050","content_type":"comment","title":null,"body_preview":"The modern Terminal is based on a private fork of Chromium to give it the look and feel of a VT100 terminal, and integrate their private networking and security technologies. The BBT predates HTTP, an","author":"mandevil","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","genuine_specificity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911050"},{"id":"1e17e0fb-fbc0-47db-9f8b-be65f6fb1bdd","source":"hackernews","source_id":"49910786","content_type":"comment","title":null,"body_preview":"I have the highest regard for these terse, but information-dense displays that enable humans to quickly grasp all information they need to do their jobs, and nothing more. This is also something avion","author":"rbanffy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.14595690705259673,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49910786"},{"id":"78140728-2dcc-4c27-9591-e94028348d2e","source":"hackernews","source_id":"49922377","content_type":"comment","title":null,"body_preview":"Trump Jr. added as a paid advisor to one, a Kushner to another, and gone are the risks.","author":"dolphinscorpion","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922377"},{"id":"5deb2c64-0c8b-4659-8aa7-8b7cb13120b6","source":"hackernews","source_id":"49922737","content_type":"comment","title":null,"body_preview":"\"Nice Ai Lab you have here. Would be a shame if anything happened to it.\"","author":"TriadDarren","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922737"},{"id":"3551a17d-0e41-4561-af1a-c1d6fd113b7b","source":"hackernews","source_id":"49925594","content_type":"comment","title":null,"body_preview":"If only these companies had the means to make political donations to make his all go away. Oh wait, they do and it’s election season!","author":"a_ba","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925594"},{"id":"c480eb14-0442-4e05-b8a8-c9af00643652","source":"hackernews","source_id":"49922366","content_type":"comment","title":null,"body_preview":"FTC starting the process of immunizing OpenAI, Anthropic, and a few other well-connected AI companies from liabilities or future prosecutions for any of their fully premeditated actions.","author":"pessimizer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922366"},{"id":"0f74a320-75c9-4a6f-ad73-9d79d7e450bb","source":"hackernews","source_id":"49921836","content_type":"comment","title":null,"body_preview":"Did a 6(b) response once and the slow part wasn't the documents, it was agreeing internally on what counted as a \"safety incident.","author":"hncbw02z5a","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24585539288344782,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921836"},{"id":"0ca9103e-dfad-4a08-ac67-d78e059c596a","source":"hackernews","source_id":"49921291","content_type":"comment","title":null,"body_preview":"They should be investigating them because of massively selling below cost price.\nHow is this a fair, level, playing field, U.S.? Making a large pile of money to put millions of people out of a job, it","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921291"},{"id":"4af51113-f79f-4321-a6b3-55735dc5c579","source":"hackernews","source_id":"49923448","content_type":"comment","title":null,"body_preview":"All before the midterms: FTC \"investigations\", 2500 US troops withdrawn from Iraq, SR-71 supposedly reentering service.\nWhat about the price of gas?","author":"23ahGa17","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.42728377277800267,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923448"},{"id":"10e6e659-c908-49a2-a931-b22966e0e15c","source":"hackernews","source_id":"49922739","content_type":"comment","title":null,"body_preview":"Imagine if a car company like Ford or Toyota came out and said their new cars are kind of out of control and they needed special indemnities and protection from liabilities if they want to keep sellin","author":"chrsw","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_opinion"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922739"},{"id":"dcd77885-5553-4247-bb29-4b546e450a0c","source":"hackernews","source_id":"49922948","content_type":"comment","title":null,"body_preview":"Do we really think that FTC under this administration, which is in bed with top tech billionaires giving gifts for inauguration will do anything against them?\nLet's not kid ourselves.","author":"elAhmo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922948"},{"id":"a6b3d1e1-e196-409f-9e2e-eaf3fd9cbb85","source":"hackernews","source_id":"49923312","content_type":"comment","title":null,"body_preview":"What a shame that the focus in the article seems to be on \"winning.\" Seems like winning comes first and safety comes second, and the only question is how far apart they are. That's not surprising, but","author":"6gvONxR4sf7o","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_expression","semantic_focus"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923312"},{"id":"f7146fa2-bf49-4595-91f9-c93ae366512b","source":"hackernews","source_id":"49922475","content_type":"comment","title":null,"body_preview":"Just a way to pretend like they're doing anything in front of the public. What's there to investigate? Risks are pretty wide open. Crimes have been committed and admitted to.","author":"herunan","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922475"},{"id":"0911c871-2131-48ed-bd3d-bb150b559cdd","source":"hackernews","source_id":"49922661","content_type":"comment","title":null,"body_preview":"Hey, that's good news. I was hoping it would be the FBI, but the FTC will do.\nFTC is still mostly not compromised by industry sleeper agents. FBI is still independent also.\nCAISI NIST is very compromi","author":"lukewarm707","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922661"},{"id":"c48842a0-e219-477a-9044-ae03336ec15c","source":"hackernews","source_id":"49925476","content_type":"comment","title":null,"body_preview":"\"Product risks\"? The hell? How about cartel like behavior trying to stifle their competition.","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925476"},{"id":"7afb312d-6a1a-4592-826b-d51bd212953a","source":"hackernews","source_id":"49925821","content_type":"comment","title":null,"body_preview":"Looks like their \"Oops! we can't control our dog\" PR campaign has backfired.","author":"CodeWriter23","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925821"},{"id":"aab2d6dd-c82b-434b-a480-4f2cc9875ae4","source":"hackernews","source_id":"49921416","content_type":"comment","title":null,"body_preview":"They just need to hire the right lobbyists, get a meeting at the White House, agree on the terms and call it a settlement.\nAnd if the FTC chair is not agreeable, they will be threatened by said lobbyi","author":"Cipater","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921416"},{"id":"d94118fa-7cec-421f-8144-a10a802053a6","source":"hackernews","source_id":"49921808","content_type":"comment","title":null,"body_preview":"If the FTC weren't investigating three of the largest and fastest growing companies in the country for one thing or another, it would be kinda surprising to me.","author":"asdfasgasdgasdg","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921808"},{"id":"2e616fc5-8f46-4116-8ce7-3b1929b7bc17","source":"hackernews","source_id":"49921265","content_type":"comment","title":null,"body_preview":"My prediction: nothing will come of this, and these investigations will either be concluded favorably or dropped no less than six months after the midterms.\nThere's only one voice that matters in this","author":"jfasi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921265"},{"id":"fb02e610-6807-4be6-ab8c-b564fc3a01a0","source":"hackernews","source_id":"49915625","content_type":"comment","title":null,"body_preview":"The very cool https://www.astrouxds.com aims to be the pixel version of the physical dashboards. It's a very cool design library.\nNot related to Astro the templating engine.","author":"greazy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915625"},{"id":"577efffc-3c0b-42e4-8bd5-332cbdf54b13","source":"hackernews","source_id":"49916549","content_type":"comment","title":null,"body_preview":"Maybe every abstraction is a finite state machine, and we can construct an analog circuit of any of them. I have an opinion about metrics where they are not the data, but the emergent analog signal fr","author":"motohagiography","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916549"},{"id":"25770fd5-2882-42b4-93bf-576dd5feb823","source":"hackernews","source_id":"49919292","content_type":"comment","title":null,"body_preview":"I wonder if those end up on ebay? What would even be a term to search for?","author":"heeen2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919292"},{"id":"8b80d627-69f8-4d00-a4aa-542ccbe0447c","source":"hackernews","source_id":"49917332","content_type":"comment","title":null,"body_preview":"Hmm. Is this why rail maps tend to look like circuit traces?\nIt’d kind of make sense for the operator status map to look like the map you hand out, or put in stations. The design is an abstraction goo","author":"apgwoz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917332"},{"id":"8ccd2cca-feeb-460f-8e8a-2ae557a566e5","source":"hackernews","source_id":"49918607","content_type":"comment","title":null,"body_preview":"Does anyone still sell cheap standardized modular components like these to make your own dashboards, etc??","author":"shauniel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918607"},{"id":"90a5e605-811c-4d07-8b8a-0cf15406b464","source":"hackernews","source_id":"49916390","content_type":"comment","title":null,"body_preview":">This big industrial switch toggled between day and night. I don’t know if it changed the operation of the system, or is just switched on some sort of a dark mode for the panel itself:\nI think we can ","author":"jacquesm","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","specific_technical_reasoning","platform_fluency"],"bot_score":0.10460315960803916,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916390"},{"id":"cf2b8566-09dc-4404-a9f3-e1b8fdc9f115","source":"hackernews","source_id":"49919711","content_type":"comment","title":null,"body_preview":"Helsinki has one on display in the mid-level concourse of the Hakaniemi metro station. Sadly, it has no blinking lights.","author":"euroderf","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919711"},{"id":"0d1aa71d-2ad4-42ad-ba7a-02d74e3e329a","source":"hackernews","source_id":"49919442","content_type":"comment","title":null,"body_preview":"Very impressive. I also like this LECTRON-system by Gregor Greger from 1965. BRAUN bought the rights and then Dieter Rahms worked on the design in 1967.\nProduced until 2022 (!)\nYou can still find some","author":"frnz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919442"},{"id":"48aed4cd-3cbc-4ba7-9805-3d265f572f6e","source":"hackernews","source_id":"49917316","content_type":"comment","title":null,"body_preview":"These are tiny compared to what Hans Zimmer is using: https://synthanatomy.com/2025/10/syntesla-giorgio-iii-a-mons...","author":"bezko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917316"},{"id":"19a5d16a-2e15-47a9-8989-1c68da46e7af","source":"hackernews","source_id":"49918399","content_type":"comment","title":null,"body_preview":"> And I believe this was a way to annotate that something was… fixed, maybe? Or on its way to being fixed?\nA \"Rotte\" is the crew working on railway construction. So I assume this is a label to warn th","author":"looperhacks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918399"},{"id":"70ea05cc-8267-46eb-8d3d-a1af4a2ef73e","source":"hackernews","source_id":"49915229","content_type":"comment","title":null,"body_preview":"> Don’t you just want to rotate it, no matter what it does?\nA grandparent's house had light switches that looked kind of like this but black (bakelite). And they are very satisfying, a good amount of ","author":"Aardwolf","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915229"},{"id":"c29534dc-af92-4aa0-abea-9949028a6dc3","source":"hackernews","source_id":"49913533","content_type":"comment","title":null,"body_preview":"There's really so much physicality to interacting with objects that we've lost as we switch to more and more touch screens and capacitive buttons. Also the reassuring \"thunk\" of a nice chunky button t","author":"DocJade","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","opinion_without_overqualification","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913533"},{"id":"8f2fe7c8-808b-410d-a8f5-679edb63520d","source":"hackernews","source_id":"49920809","content_type":"comment","title":null,"body_preview":"These designs seem so honest. Ie the maker really tries to communicate to the user.\nCompare to most modern UI:s that are all about demos and looks and actually hostile towards users. I can't know what","author":"Gravityloss","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15926977492524833,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920809"},{"id":"4ebbe93d-0a1c-4e42-9494-33c471feeecd","source":"hackernews","source_id":"49918571","content_type":"comment","title":null,"body_preview":"Does anyone know how these actually worked under the hood? Was it essentially just a mounting solution, and you wire them up how you need on the back, or were they essentially pluggable modules with s","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1434539558337275,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918571"},{"id":"970534d7-4bb3-4f01-b8ac-4a9c80ce8ebe","source":"hackernews","source_id":"49918188","content_type":"comment","title":null,"body_preview":"These very distinctly remind me of electric/electronic didactic \"toys\" from the at least 80s. Plastic cubes, containing a single (usually) circuit component, like switches, resistors, lights, coils, o","author":"krige","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918188"},{"id":"fa022738-80a3-480e-abda-576f8c847eab","source":"hackernews","source_id":"49926480","content_type":"comment","title":null,"body_preview":"In the late 1990s or maybe early 2000s, there was a documentary about FedEx and they filmed inside their central operations room.\nAll of the planes were tracked on giant panels velcro panels that allo","author":"alexpotato","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","natural_digressions","platform_fluency","template_phrases"],"bot_score":0.141399337099789,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926480"},{"id":"5ff83237-4818-4c9b-9c62-f078f46a550f","source":"hackernews","source_id":"49915500","content_type":"comment","title":null,"body_preview":"I recently watched both the 1974 and 2009 versions of The Taking of Pelham 123 and it really stood out how the industrial designs of their respective eras helped elevate the original[1][2] in comparis","author":"slg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.19686265364691852,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915500"},{"id":"9a2604d7-ce55-481d-8154-d9e1cf8e412a","source":"hackernews","source_id":"49922902","content_type":"comment","title":null,"body_preview":">  I do imagine these panels must have been interactive with all the buttons?\n\"Spurplan\" (roughly \"track plan\") signalling control panel. To allow a train from point A to point B, you hold down the bu","author":"red_admiral","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922902"},{"id":"75ff82eb-5bba-4040-8245-8443135ad6df","source":"hackernews","source_id":"49927144","content_type":"comment","title":null,"body_preview":"the idea is good to have those kind of things to evaluate ideas but it is but the score is not really clear, if I have 4/10 does it means my idea is 4 out of 10 to build or the red team gives it a 4/1","author":"lwi00","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927144"},{"id":"fd46df73-0fb4-4939-8523-5bc76da5bd0a","source":"hackernews","source_id":"49927915","content_type":"comment","title":null,"body_preview":"I don’t understand this type of business. It’s basically a set of prompts? Why wouldn’t I just ask Claude to do the same? It can spawn multiple agents and have them red-team any idea","author":"dgellow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08445255001603628,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927915"},{"id":"efdff4d7-0898-43b6-88ca-ba164f8aabea","source":"hackernews","source_id":"49927469","content_type":"comment","title":null,"body_preview":"I like the name, and the idea. Not sure 6 AI Agents could give you the feeback that the free market naturally provides. Cool idea though","author":"skellertor","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927469"},{"id":"7812f471-15f1-4031-a091-f427579dbd5a","source":"hackernews","source_id":"49927799","content_type":"comment","title":null,"body_preview":"PREMORTEM: AI idea red team. Submit a startup idea. Six AI agents simultaneously try to tear it apart — market, tech, competition, unit economics, and more. A seventh writes the memo.\nIDEA SCORE Avera","author":"unsnap_biceps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927799"},{"id":"a2b5dd26-84a4-4039-88dd-1768e66f6f1b","source":"hackernews","source_id":"49916866","content_type":"comment","title":null,"body_preview":"Relevance of this information:\nhttps://www.dailymail.com/sciencetech/article-16172545/us-sp...","author":"anonymousiam","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916866"},{"id":"27091061-d4d3-48c5-ade6-3ac3cfd72abc","source":"hackernews","source_id":"49920699","content_type":"comment","title":null,"body_preview":"Confirm you have receive 10000 from Nicholas Sparks \nNew mpesa balanc","author":"Hellenmusimbi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920699"},{"id":"d50e0a3d-f709-4b66-a495-4fa6678d0b8b","source":"hackernews","source_id":"49915615","content_type":"comment","title":null,"body_preview":"I am more concerned about Facebook's Spyglasses. That one\nis quite pertinent.","author":"shevy-java","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.14092174735094595,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915615"},{"id":"5bab71bb-3d83-4b41-a1eb-c14baf25d9c5","source":"hackernews","source_id":"49921182","content_type":"comment","title":null,"body_preview":"just a reminder that despite the endless billions spent on spy and war nonsense\nUS somehow felt empowered yet lost Korea, Vietnam, Iraq, Afghanistan and within 800 more days Iran wars\noh and North Kor","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.14489065306460097,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921182"},{"id":"41b00d88-577e-46a2-a089-c328b322f678","source":"hackernews","source_id":"49918696","content_type":"comment","title":null,"body_preview":"Ursula Andress, Raquel Welch, Farrah Fawcett?\nBoomers been busy naming","author":"cluckindan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","terse_replies"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918696"},{"id":"6378799d-db3a-445c-b287-0cb2b2bd002c","source":"hackernews","source_id":"49915876","content_type":"comment","title":null,"body_preview":"See also: https://en.wikipedia.org/wiki/Orion_(satellite)","author":"walrus01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915876"},{"id":"6a3ae10d-f3fc-4a6c-8f1d-c34d5d63edcb","source":"hackernews","source_id":"49918951","content_type":"comment","title":null,"body_preview":"Now imagine what the military have up the sleeve and for how long in regard of AI. They had all the supercompute at hand long before nvidia commodified it.","author":"wartywhoa23","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918951"},{"id":"078ebdfa-65ef-4521-98dd-03348060ac82","source":"hackernews","source_id":"49916393","content_type":"comment","title":null,"body_preview":"Small error. In the 1960s TALENT and KEYHOLE were different things. TALENT was data from the U2 programs, KEYHOLE was satellites.  The \"TALENT-KEYHOLE\" name today is a generalized classification (\"TK\"","author":"sandworm101","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","external_link_context"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916393"},{"id":"6977447f-8040-4964-a36c-05c77f0b06d5","source":"hackernews","source_id":"49922195","content_type":"comment","title":null,"body_preview":"If you have sharp eyes you can look up on a moonless night and see all sorts of shit floating by that you will not find on the sat tracking apps. They orbit too quickly to usefully follow with astrono","author":"monster_truck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","false_specificity"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922195"},{"id":"c0cdab4f-70b9-47c4-a3c2-3b506cbe3d9f","source":"hackernews","source_id":"49915786","content_type":"comment","title":null,"body_preview":"I’m not going to be alive in 40 years, but I would like to have known what classified information will be released in 2066 dealing with satellites in orbit now?","author":"dbdoug","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915786"},{"id":"b5e663ac-5873-4282-aa70-07a804837d6a","source":"hackernews","source_id":"49915346","content_type":"comment","title":null,"body_preview":"Related submission: https://news.ycombinator.com/item?id=49914880 - \"A Cold War Spy Satellite Named After Farrah Fawcett Just Blew Apart in Orbit\"","author":"Jtsummers","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915346"},{"id":"f88f2bb9-dac2-49ee-b377-f8c47f9cd283","source":"hackernews","source_id":"49917496","content_type":"comment","title":null,"body_preview":"A while ago, NRO put on-line a bunch of declassified documents [1], including their internal books about the history of satellite reconnaissance. But it was all in one unsorted pile, often scans of ba","author":"generuso","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917496"},{"id":"8de87f78-7baa-4cb7-a03c-58b59c4bc2d2","source":"hackernews","source_id":"49915580","content_type":"comment","title":null,"body_preview":"The incredible and futuristic technologies the US managed to deploy decades before the competition reminds me of the story of how the NRO gifted NASA a couple of their old decommissioned satellites in","author":"Almondsetat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915580"},{"id":"ee0d8984-6c51-4ec1-8a58-64f3ceed1772","source":"hackernews","source_id":"49920537","content_type":"comment","title":null,"body_preview":"Related: https://adc.org/case/blumenthal-v-mullin/","author":"ulfbert_inc","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920537"},{"id":"663dce3e-61b7-4b23-8665-895657a8ea06","source":"hackernews","source_id":"49920915","content_type":"comment","title":null,"body_preview":"The Government can search anyone or any thing that is attempting to enter the Country for any reason.\nIf you’re just now getting upset about this then you need to check your political bias becise that","author":"chriscrisby","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920915"},{"id":"6652c1ae-faba-481c-964f-e0bb3fb0486d","source":"hackernews","source_id":"49924789","content_type":"comment","title":null,"body_preview":"Plese dont be on the side of the border agents, you didnt know they exist until 2001.","author":"Charly_HW","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924789"},{"id":"92b7654d-5631-44d6-93c6-1bb46a9bb066","source":"hackernews","source_id":"49926890","content_type":"comment","title":null,"body_preview":"I don't get this article, the person being searched could've refused? They wilfully yielded.","author":"commandersaki","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926890"},{"id":"f6320050-4dd0-41b5-8e7d-27497af7c816","source":"hackernews","source_id":"49921264","content_type":"comment","title":null,"body_preview":"American society should have done something about the excessive power these agents have had for a long time at the border and in the travel authority. The things they would ask, and their attitudes an","author":"ocd","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921264"},{"id":"07963661-14ee-45e2-b591-33d146fe2d4c","source":"hackernews","source_id":"49926098","content_type":"comment","title":null,"body_preview":"You know, I've been looking for an excuse to play with an Ubuntu phone.  Maybe I can justify buying one purely for travel so that nothing terribly interesting is on there.\nGranted, even if they seized","author":"tombert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926098"},{"id":"73801e6f-4a10-4bf0-a7ee-4c2eee4407a6","source":"hackernews","source_id":"49926306","content_type":"comment","title":null,"body_preview":"Legally, would my data be safer if I shipped an encrypted phone/hard-drive/laptop through USPS? Does that have more/fewer legal protections than being on my person when you cross the border? Is there ","author":"3eb7988a1663","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926306"},{"id":"7dac9087-c7a0-41c8-8100-80d598d9c0b3","source":"hackernews","source_id":"49920548","content_type":"comment","title":null,"body_preview":"Does \"search your phone\" include any externally-hosted content that can be accessed by said phone?","author":"spiclk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920548"},{"id":"017c8890-fbc8-4dbc-bf08-d4b6b1877a28","source":"hackernews","source_id":"49920606","content_type":"comment","title":null,"body_preview":"> “In [Fiscal Year] 2025, out of the over 419 million travelers CBP processed at ports of entry, CBP only searched the electronic devices of 55,318 international travelers,” the agency wrote, or 0.001","author":"Tangurena2","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920606"},{"id":"2df266c6-7272-4881-a015-bc0e16f85257","source":"hackernews","source_id":"49920660","content_type":"comment","title":null,"body_preview":"I wonder if there's a way for \"targets\" of CBP to easily maintain phones that can be toggled between their \"real work\" profile and some boring anodyne \"CBP-safe\" profile?\nLocking/disabling the phone, ","author":"crispyambulance","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920660"},{"id":"3198d209-129e-484d-ad9f-dd8593346f68","source":"hackernews","source_id":"49920599","content_type":"comment","title":null,"body_preview":"Too bad phones aren't easy to do a full back up of, wipe, then restore after you are past the border agents. Or can keep all user data on a microSD card that you remove and secure before the search.","author":"gblargg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920599"},{"id":"8b338568-e7ee-4874-bd98-e75b0923673a","source":"hackernews","source_id":"49920948","content_type":"comment","title":null,"body_preview":"> “In [Fiscal Year] 2025, out of the over 419 million travelers CBP processed at ports of entry, CBP only searched the electronic devices of 55,318 international travelers,” the agency wrote, or 0.001","author":"raincole","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.1418035713992711,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920948"},{"id":"7eee5d1e-6a5e-4c3c-966f-e0b5df645e90","source":"hackernews","source_id":"49921721","content_type":"comment","title":null,"body_preview":"”[the CBP agent] said if I didn’t give them my phone, my interrogation was going to take much longer and they could retain my phone indefinitely”\nI would take a punt at filing a complaint about that. ","author":"gorgoiler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921721"},{"id":"259f3f0f-7f9f-4b44-a864-fea985bfff6c","source":"hackernews","source_id":"49922513","content_type":"comment","title":null,"body_preview":"IANAL. This is my understanding.\nFor US citizens entering the US: If you're concerned about protecting your data from this threat, you should use GrapheneOS (or less good would be a latest iPhone in l","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922513"},{"id":"84cb492a-1318-4296-b9f9-5fdbd743fb08","source":"hackernews","source_id":"49920844","content_type":"comment","title":null,"body_preview":"I don't like this. I think about a year ago when there was a big push for chat control in the EU, almost like an instinct, I started working on ways to be more soverign with my data.\nI'm just a regula","author":"smalltorch","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","personal_experience_narrative","imperfect_expression","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920844"},{"id":"fc86424e-7fd3-47a8-a469-46282b24a54a","source":"hackernews","source_id":"49920638","content_type":"comment","title":null,"body_preview":"The right of the people to be secure in their persons, houses, papers, and effects, against unreasonable searches and seizures, shall not be violated, and no Warrants shall issue, but upon probable ca","author":"tantalor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920638"},{"id":"e3dc6a6a-2d7d-4e5d-a105-78c15add8fa6","source":"hackernews","source_id":"49920552","content_type":"comment","title":null,"body_preview":"For me, it isn't the lack of warrant (I am a UK Citizen but I expect we have similar problems here), it is the lack of transparency and accountability.\nIf was arrested on suspicion of something, I can","author":"lbriner","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2108938887927347,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920552"},{"id":"59bcb959-bf2d-4b2f-b355-8502e8301d53","source":"hackernews","source_id":"49920594","content_type":"comment","title":null,"body_preview":"Yeah, people are unfortunately not informed on just how much power border agents wield. Not only in the US, but in many (most I'd believe) other countries, too. I've worked on cases (intel side) where","author":"TrackerFF","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","genuine_specificity","absence_of_ai_signals"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920594"},{"id":"35d13f50-6a16-4457-9310-08f9f0fe673d","source":"hackernews","source_id":"49926478","content_type":"comment","title":null,"body_preview":"We generally run on Microsoft 365 and use SendGrid for transactional emails such as password resets.\nMain domain has SPF set up correctly as per MS docs.\nWe have the CNAME set up for a like em1234 sub","author":"jonathanlydall","classification":"human_created","confidence":0.85,"indicators":["technical_detail_specificity","problem_solving_narrative","platform_fluency","absence_of_ai_hallmarks"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926478"},{"id":"e822362b-6bc3-4e75-9951-5c5c5e467d67","source":"hackernews","source_id":"49926953","content_type":"comment","title":null,"body_preview":"This is an aws ses wrapper so is basically irrelevant in the email world","author":"albertgoeswoof","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926953"},{"id":"a019cbb2-a7bf-4287-abad-af2a0963f208","source":"hackernews","source_id":"49925453","content_type":"comment","title":null,"body_preview":"You also need to set up reverse dns to avoid ending up in spam folders at the big ones.","author":"comrade1234","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1234218552493538,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925453"},{"id":"940157cd-ff90-4ffe-993d-da6151448e60","source":"hackernews","source_id":"49925508","content_type":"comment","title":null,"body_preview":"I recently tried bouncing mail during the header phase when DMARC didn't align, but it rejected more legit emails than SPAM.  Most of the junk we've been getting passes DMARC and has an unsubscribe li","author":"adiabatichottub","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925508"},{"id":"c1b6df82-492e-4298-9562-85a31e5da750","source":"hackernews","source_id":"49926473","content_type":"comment","title":null,"body_preview":"https://www.pangram.com/history/8c0a7f5f-3db7-4435-b459-04ae...\nDon’t waste your time.","author":"duhhhhh1212","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926473"},{"id":"e3e04c53-7062-4eeb-a46c-bf867049fd27","source":"hackernews","source_id":"49926935","content_type":"comment","title":null,"body_preview":"This was not written by an email admin. Start with the real basics:\nYour MTA should announce itself and DNS should agree.  So your MTA says: HELO smtp.example.co.uk\nsmtp.example.co.uk will resolve to ","author":"gerdesj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.17948900999261308,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926935"},{"id":"847f0d23-d2c2-4b19-98ef-64a1878b2392","source":"hackernews","source_id":"49926037","content_type":"comment","title":null,"body_preview":"This is a cool site to visualise your SPF, DKIM, DMARC setup interactively.\nhttps://www.learndmarc.com/","author":"jcul","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926037"},{"id":"d9680ce9-63b0-48ba-bbb3-20c6ed7b0799","source":"hackernews","source_id":"49925582","content_type":"comment","title":null,"body_preview":"This looks like a pretty good resource.\nI'd like to add the following, which I continually reference and has led to repeatable success:\nhttps://www.linuxbabe.com/mail-server/setting-up-dkim-and-sp...\n","author":"buredoranna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925582"},{"id":"e6329570-b878-4754-b239-45aea229822d","source":"hackernews","source_id":"49923866","content_type":"comment","title":null,"body_preview":"This is naive. With extreme prevalence of vibe coding it’s a matter of time before someone turns their local app into an mcp proxy.","author":"randbyte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923866"},{"id":"bd4f37c1-3b8f-4e26-9570-6352e5af22bf","source":"hackernews","source_id":"49923137","content_type":"comment","title":null,"body_preview":"We're talking about client request headers, right?  Why even bother with such a thing?  Malicious users will just spoof those, you're only going to annoy legitimate users.","author":"linuxftw","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923137"},{"id":"daa7a663-2394-484d-9d29-4df8ec4d4c72","source":"hackernews","source_id":"49923003","content_type":"comment","title":null,"body_preview":"That is very old, I use a figma CLI patched to look like Claude code so I can use it for everything","author":"alex7o","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.08390318255769805,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923003"},{"id":"cf695277-a96f-47ac-b561-ac3d75763d64","source":"hackernews","source_id":"49923465","content_type":"comment","title":null,"body_preview":"Funny enough, I saw some tweet earlier today about their company trying to get past the legal hurdles with getting figma mcp to work and ended up bluntly giving up. Wonder if this is related.","author":"rirze","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1412801502233107,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923465"},{"id":"a39034c3-b9a6-47cb-ab23-a8ab8ee1c2f8","source":"hackernews","source_id":"49926018","content_type":"comment","title":null,"body_preview":"I've been using OpenPencil as a drop-in replacement for Figma and it works fine for my needs. These days there are open source alternatives just as good as commercial solutions if you're willing to ge","author":"sneezychl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926018"},{"id":"d27e4029-7286-41df-9232-d480a997e32b","source":"hackernews","source_id":"49923231","content_type":"comment","title":null,"body_preview":"This was always a possibility, when my team dug into the concentration of MCP server usage a year ago we found that the top 10 servers had half of all GitHub stars (the Figma server was in 10th at the","author":"srulyrosenblat","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923231"},{"id":"ed024a22-299e-4cb6-93ae-6a6818afd6b3","source":"hackernews","source_id":"49924147","content_type":"comment","title":null,"body_preview":"Slack does the same thing:\n> Get started using the Slack MCP server by setting up a connection with an available partner\nhttps://slack.com/help/articles/48855576908307-Guide-to-Mode...","author":"anandchowdhary","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924147"},{"id":"2a262c40-2a38-43ea-95d8-470ea90ec5ea","source":"hackernews","source_id":"49923715","content_type":"comment","title":null,"body_preview":"What happens if someone sends requests that look like to be OpenCode, but from Pi? What is stopping people from doing it? And how these measures are going to benefit Figma? I don't get it.","author":"hadi77ir","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923715"},{"id":"c425af7a-d131-4707-ac44-5aa508af815a","source":"hackernews","source_id":"49924328","content_type":"comment","title":null,"body_preview":"Shameless plug,\nI created an opensource unofficial mcp/skill/cli here git@github.com:allan-simon/figma-kiwi-protocol.git\nIts based on a reverse engineering of the kiwi protocol and it works for read/w","author":"allan_s","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924328"},{"id":"c2556aa8-361a-478b-8876-80bce635f34f","source":"hackernews","source_id":"49923529","content_type":"comment","title":null,"body_preview":"As someone making my own harness, this makes me sad. Pi is a big inspiration and one of the best open source harnesses, but there are many others. dsh, opencode, hermes, etc. MCP is such a thin layer ","author":"mcbuilder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923529"},{"id":"ab550d77-8df6-4769-b5fd-cb06318c567d","source":"hackernews","source_id":"49925519","content_type":"comment","title":null,"body_preview":"Funny timing. Just yesterday I threw Opus 5.5 at excalidraw.com and told it to diagram the architecture of the software I'm working on.\nIt did an amazing job.","author":"thefourthchime","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925519"},{"id":"8406b7c8-a02b-4eb9-a295-fd093a70e122","source":"hackernews","source_id":"49923856","content_type":"comment","title":null,"body_preview":"Even if you’re whitelisted you get only 6 accesses a day on a standard account, have to pay for a dev account to get 200/day which still isn’t great.\nFor my Figma needs, having Codex do computer use s","author":"WhitneyLand","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12251203514823683,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923856"},{"id":"4febc757-2438-4545-8189-4ada50c440c1","source":"hackernews","source_id":"49924530","content_type":"comment","title":null,"body_preview":"Dylan Field has shared some thoughts on this: https://x.com/zoink/status/2105369960008855914?s=46&t=bwJTI_...","author":"jjcm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.0855269249828432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924530"},{"id":"ffda8dd4-5f1e-4674-9b01-1f0faf04adf2","source":"hackernews","source_id":"49922773","content_type":"comment","title":null,"body_preview":"https://nitter.meowing.monster/GayaniFigma/status/2105295629...","author":"thdr","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922773"},{"id":"6b12b9c8-6b1e-4656-8732-67db4ab91850","source":"hackernews","source_id":"49923805","content_type":"comment","title":null,"body_preview":"I do security review for my company. I suspect this is a means of containing OAuth redirect vulnerabilities. We basically needed to do the same thing with our MCP server.\nThe security problem is two f","author":"SkyPuncher","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.035778216139694285,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923805"},{"id":"d4464752-3298-4c25-bb61-0ad1df93155f","source":"hackernews","source_id":"49923900","content_type":"comment","title":null,"body_preview":"I like how Pi released an updated with a new oauth client name field for mcp where I just wrote Codex and Figma mcp works now.","author":"ig0r0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.13749999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923900"},{"id":"93e2373f-17ad-477c-8788-7752f34db7e7","source":"hackernews","source_id":"49923547","content_type":"comment","title":null,"body_preview":"OpenCode seems to have been given the run-around as well:\n> on the figma mcp, we've had an email thread going on for 8 months trying to get it setup in opencode\n> they seem very concerned with the lab","author":"JimDabell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923547"},{"id":"09ebad9f-2943-4031-beb4-77d876608025","source":"hackernews","source_id":"49923207","content_type":"comment","title":null,"body_preview":"For context: Figma has two MCPs. The local \"dev\" MCP that works through the Desktop app, and the remote MCP that requires a connection to Figma. Companies need to be whitelisted to use the remote MCP,","author":"miguel-muniz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13929822904046435,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923207"},{"id":"53dc3d7e-8ae7-4c28-b2d8-3955f5d58122","source":"hackernews","source_id":"49925817","content_type":"comment","title":null,"body_preview":"Massive respect for ParadeDB for seeing a benchmark where they were 8x slower, taking it as an engineering challenge instead of making excuses, profiling the hell out of it, fixing the actual bottlene","author":"meerita","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_praise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925817"},{"id":"583d03f2-d466-4c5e-ae52-5f96364a0760","source":"hackernews","source_id":"49924550","content_type":"comment","title":null,"body_preview":"Definitely looking at using them, you do wonder if such narrow focus is defensible as a business? Probably not.","author":"tschellenbach","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924550"},{"id":"e4f07113-a8c6-405e-81e3-e0d70f15cc66","source":"hackernews","source_id":"49924926","content_type":"comment","title":null,"body_preview":"ParadeDB'er here: We are really hoping this can turn into a back and forth, making both of our products better.","author":"jamesgresql","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924926"},{"id":"c6561e8c-419e-476d-8c75-bf2131b12ba1","source":"hackernews","source_id":"49926472","content_type":"comment","title":null,"body_preview":"Love to see this. Am a huge paradedb user (we running over 100m records in prod, index is 4tb or so) and I just loved this read.","author":"bomewish","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926472"},{"id":"fb0c33c3-eb77-478d-b227-8cf71d713e7f","source":"hackernews","source_id":"49914939","content_type":"comment","title":null,"body_preview":"I thought this was a cool fact about the Bronze Age: \"According to a new study, it's possible that all iron-based weapons and tools of the Bronze Age were forged using metal salvaged from meteorites\".","author":"sourdecor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914939"},{"id":"2d664b26-56e3-4d80-b2fb-d7682ed91859","source":"hackernews","source_id":"49927116","content_type":"comment","title":null,"body_preview":">> These are excerpts from the Lienzo de Tlaxcala, a sixteenth-century manuscript painted by the Tlaxcalans, longtime rivals of the Aztecs, to record the conquest of Mexico by the Spanish. The Mesoame","author":"YeGoblynQueenne","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927116"},{"id":"cf88ad6c-18a8-40d5-88e2-b0e8615a9896","source":"hackernews","source_id":"49915120","content_type":"comment","title":null,"body_preview":"Fun article. I think that there is a lot of interesting information here that would help explain what we saw with the Bronze Age Collapse, though I would submit that this is just another of the multip","author":"ericmay","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915120"},{"id":"58e431cb-7108-4a4c-a852-e65fb9381a06","source":"hackernews","source_id":"49903504","content_type":"comment","title":null,"body_preview":"Interesting :  \"some also alluded to the idea that iron had democratized violence\"","author":"silverFork","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49903504"},{"id":"4e7d81e6-69f0-488c-b783-d7e31ed5c15a","source":"hackernews","source_id":"49921962","content_type":"comment","title":null,"body_preview":"Why didnt the people who mastered iron just conquer and continue civilization? Like we see with every other case where there is a tech advantage.","author":"ajoski9","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","strong_opinions"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921962"},{"id":"919b3829-ff4e-4135-bce0-193de178512a","source":"hackernews","source_id":"49920415","content_type":"comment","title":null,"body_preview":"After the Bronze age collapse, the Roman Empire rose. Once that collapsed it also took a very long time before another big empire arose (with perhaps a brief exception under Charlemagne).\nIt seems ins","author":"rocqua","classification":"human_created","confidence":0.78,"indicators":["historical_commentary_with_opinion","natural_language_flow","absence_of_obvious_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920415"},{"id":"1090ce69-8f83-47a6-80f6-f8227c4c1292","source":"hackernews","source_id":"49920351","content_type":"comment","title":null,"body_preview":"The relevant bit\n\"Access can be cut off, centralizing the use of AI in the hands of the companies that own it and whomever they choose to allow access, similar to the advantage enjoyed by Bronze Age k","author":"1970-01-01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.12943425234914896,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920351"},{"id":"25f57f38-e970-427e-89c4-b5ca3a16145e","source":"hackernews","source_id":"49926150","content_type":"comment","title":null,"body_preview":"One of the questions today is whether frontier models, in the hand of frontier labs, and capable of extracting rent (and extracting intelligence from customer-provided signals) will be able to predomi","author":"m3047","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.1922860181047424,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926150"},{"id":"3315eaf8-0cb9-406d-a279-12aca0109764","source":"hackernews","source_id":"49921486","content_type":"comment","title":null,"body_preview":"My personal theory is not that iron ended the Bronze Age, because archaeological evidence seems to show that iron became significant after the Bronze Age collapse. Instead, what if bronze accumulated ","author":"robotomir","classification":"human_created","confidence":0.7,"indicators":["personal_theory","niche_expertise","natural_digression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921486"},{"id":"93bc13e5-a831-4f84-92da-9ca6493a3a77","source":"hackernews","source_id":"49915989","content_type":"comment","title":null,"body_preview":"This was a fascinating article, and the theory that the availability of iron prevented big empires seems to make sense. But then I don't get how later big empires (e.g., Athenian Empire and eventually","author":"GMoromisato","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915989"},{"id":"2c000299-f6c3-4cc0-8631-ba4507f85ae1","source":"hackernews","source_id":"49918137","content_type":"comment","title":null,"body_preview":"The Bronze Age collapsed for many reasons but the event that really kicked things off was the explosion of Santorini. The empires that died were not quickly replaced because after extensive famines an","author":"austin-cheney","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","historical_analogy","semantic_depth","absence_of_ai_hallmarks"],"bot_score":0.09693227598712045,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918137"},{"id":"00072182-6fc2-4a3f-8dd2-c16081d63a95","source":"hackernews","source_id":"49926984","content_type":"comment","title":null,"body_preview":"I don't understand the article's premise that iron kept kingdoms fragmented. Even larger empires arose during the iron age than what existed in the bronze age. Maybe I'm missing some other advancement","author":"mahboi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926984"},{"id":"6b665937-df10-4745-b629-1c371082e55b","source":"hackernews","source_id":"49917925","content_type":"comment","title":null,"body_preview":"Most of what I know about life in the bronze age comes from The Wise-Woman's Dog[1], a slightly fantastical game that leans into what life was like for regular people at the time. It's made by someone","author":"kqr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","niche_expertise"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917925"},{"id":"bcff4519-f8e4-43c1-965b-3fb22162d5cf","source":"hackernews","source_id":"49915913","content_type":"comment","title":null,"body_preview":"Well, doesn’t the Harappan civilization make a mess out of all this? Tin was nearby, and there’s evidence of bronze artifacts in all kinds of houses across the cities, and in general less evidence of ","author":"randomImmigrant","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.21830129620014213,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915913"},{"id":"ac93f0df-958b-44a6-982f-14768ffadb3d","source":"hackernews","source_id":"49923721","content_type":"comment","title":null,"body_preview":"There is account of the iron discovery in sub Saharan Africa about 2,000 BC[0][1][2]\nIf we grant, purely as a thought experiment, that a community in sub-Saharan Africa had developed reliable iron met","author":"voxleone","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.2628205128205128,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923721"},{"id":"2b1bcfa1-70e2-4dc6-a415-4a028cefa921","source":"hackernews","source_id":"49919576","content_type":"comment","title":null,"body_preview":"So... He's saying ironworking caused the collapse, or prevented recovery. age\nThat is interesting, but it requires evidence of sudden  wide scale production in the 12th century or earlier.\nThe convent","author":"netcan","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919576"},{"id":"6b386227-34ab-4b56-8211-098f1ac4a3ff","source":"hackernews","source_id":"49921462","content_type":"comment","title":null,"body_preview":"Great article and great food for thought. It does sound reasonable that a democratization of the means of violence tends to stir up conflict and makes it impossible for a single faction to dominate ev","author":"PowerElectronix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921462"},{"id":"2db1225f-b28d-4a7b-99b6-1288bba2c594","source":"hackernews","source_id":"49923505","content_type":"comment","title":null,"body_preview":"In TFA it is stated that before bronze (i.e. copper-tin alloy) copper was used for tools.\nThis is not true, because pure copper has always been too soft to be used in any tool. Pure copper was used fo","author":"adrian_b","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.22916666666666666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923505"},{"id":"3561d502-39a6-4f78-a8fb-60fbf79c9fa6","source":"hackernews","source_id":"49917141","content_type":"comment","title":null,"body_preview":"Eric Cline makes a good case that the Bronze Age empires were organized around a “palace economy”, where only certain people (royals & their pals) were even allowed to trade. In some places the sovere","author":"cobbzilla","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.16914768944816838,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49917141"},{"id":"8e143a3c-72be-453f-8094-be719570abab","source":"hackernews","source_id":"49918494","content_type":"comment","title":null,"body_preview":"The text wrongly claims that the Spanish defeated the Aztecs because of their iron weapons. Actually, the Spanish were vastly outnumbered, so their weapons alone were irrelevant in the battle. The Spa","author":"bugake","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918494"},{"id":"e770cc1e-e6f3-4adb-a5ca-38e7afafd65f","source":"hackernews","source_id":"49927930","content_type":"comment","title":null,"body_preview":"Why'd this get sandbagged to page 2?  Pretty interesting situation, export controls have largely failed.  GPUs are so plentiful they are shipping them back from China to buyers in the USA.","author":"bigwheels","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927930"},{"id":"f55d0fc0-f313-4b37-9538-663e7a862d40","source":"hackernews","source_id":"49923530","content_type":"comment","title":null,"body_preview":"Well first on the things you can do right now till apple figures it out, you should have control center disabled while the phone is locked, you can find it under “Allow Access When Locked” in face id ","author":"tamimio","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0.11328656062834119,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923530"},{"id":"52951f70-5f4e-458b-a44d-5574e8dd93b9","source":"hackernews","source_id":"49923722","content_type":"comment","title":null,"body_preview":"I wonder why Apple, with its resources, doesn't take the lawfare approach to someone attacking its phones, for profit, and damaging its reputation.","author":"mmooss","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1645748461346068,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923722"},{"id":"1afc4e3e-a24a-45c6-a554-eee451b2386f","source":"hackernews","source_id":"49923166","content_type":"comment","title":null,"body_preview":"iOS has a remote erase feature. Its also a leaked video and doesn't show which version or model. So it could be something that is already patched, or soon will be. Remember to always keep your OSes up","author":"thraway3837","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923166"},{"id":"233da21e-2753-4277-a544-100089305016","source":"hackernews","source_id":"49925031","content_type":"comment","title":null,"body_preview":"I kept being thrown off by the headline and article saying \"cops\".","author":"_justinfunk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925031"},{"id":"13fc4449-10df-4f82-acaf-e2e78fbc2fce","source":"hackernews","source_id":"49925790","content_type":"comment","title":null,"body_preview":"Graphine needs a triple tap power button for a hard power off.","author":"t1234s","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925790"},{"id":"d0f6e1ba-6b43-4de0-8d24-7a484f69a41f","source":"hackernews","source_id":"49923704","content_type":"comment","title":null,"body_preview":"So we pay Apple for friction. And the state pays for Graykey to remove it. Whoever wins that arm race this quarter determines what our rights are worth in practice.","author":"monneyboi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0.21576290068228912,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923704"},{"id":"3edfd494-4dde-4fda-9cd6-32fcbbd97dbf","source":"hackernews","source_id":"49924834","content_type":"comment","title":null,"body_preview":"Why don't my credit card and my phone implement a second pincode or password that allows me to signal that I'm in a hostage situation, and want everything (discretely) wiped? So that would do a saldo ","author":"childintime","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.13732339939447247,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924834"},{"id":"877a8f54-fdb9-4333-ba6c-8a5e3ca98cea","source":"hackernews","source_id":"49922784","content_type":"comment","title":null,"body_preview":"Is it maybe providing a bogus NTP server or something? Maybe the automatic reboot feature can be moved to the Secure Enclave or something, and made to only rely on the hardware RTC in a way that can't","author":"TazeTSchnitzel","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922784"},{"id":"ad92cdaf-7564-4e2c-b9cf-8321b14ca772","source":"hackernews","source_id":"49922861","content_type":"comment","title":null,"body_preview":"Ooh, I wonder whether Apple made the classic mistake of using a wall clock timer when they should have used a monotonic (local) clock timer.\nedit: having personally gone through this kind of mess, the","author":"amluto","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.14106629800082637,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922861"},{"id":"eb00c78b-d891-4d8c-89a1-ab4c584f54e8","source":"hackernews","source_id":"49923439","content_type":"comment","title":null,"body_preview":"Offtopic:\n>Even if that device doesn't have the ability to turn on Airplane Mode or to turn off the transmitters through the Control Center of iOS.\nIIRC, the default on iOS is that anyone with your lo","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923439"},{"id":"3f3579ff-1a67-477b-a62e-ef5e8efc42de","source":"hackernews","source_id":"49923520","content_type":"comment","title":null,"body_preview":"Huh, so this is essentially very similar be what this guy said to my suggestion of a factory reset timer in GrapheneOS being flawed. Apple's implementation of the reboot timer is flawed.\nThis goes to ","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923520"},{"id":"dfe58dfe-e646-4daf-aa75-ae0df7883a4d","source":"hackernews","source_id":"49926297","content_type":"comment","title":null,"body_preview":"It's amazing that this hasn't been tried as tortious interference. If MMOGlider can be found liable, why can't Cellebrite or GrayKey? Every TOS has anti-reverse-engineering clauses.","author":"15155","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926297"},{"id":"9603a95f-102e-43f7-8958-85cd2b92d6d0","source":"hackernews","source_id":"49923330","content_type":"comment","title":null,"body_preview":"I wouldnt be surprised if they had a backdoor into the Qualcomm chip that Apple decided to oddly still include in most of their US iPhones vs the international versions that come with their own intern","author":"Melatonic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12435624602779224,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923330"},{"id":"d46d767c-6d26-4feb-86a5-a8fbf9d04a1c","source":"hackernews","source_id":"49923441","content_type":"comment","title":null,"body_preview":"> The idea behind this so-called “inactivity reboot” is to revert the phone to a state that makes it harder for police to break into the device, and thus extract sensitive data from it with forensics ","author":"ethagnawl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923441"},{"id":"aefa3eaf-24f7-47c4-a8df-509dc2af67a7","source":"hackernews","source_id":"49922872","content_type":"comment","title":null,"body_preview":"I keep all of my most sensitive personal documents on my phone, as an emergency backup, but in an encrypted (Cryptomator) volume that requires a separate password. Given the routine news of such explo","author":"delichon","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11958307952143721,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922872"},{"id":"84e59f81-fd21-40c6-bbd5-b4be8922d346","source":"hackernews","source_id":"49925548","content_type":"comment","title":null,"body_preview":"> “Even if that device does reboot for any number of reasons, memory maintenance or the power is lost or whatever, the AFU state is not lost. This is the true magic behind the GrayKey Preserve and the","author":"iancarroll","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","technical_analysis"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925548"},{"id":"997d72c1-ed48-4221-af53-8cb148db0a08","source":"hackernews","source_id":"49923244","content_type":"comment","title":null,"body_preview":"For those who don't know, automatic reboot restarts your device if you haven't unlocked it in a set amount of time. Cellebrite and other digital forensics companies are able to get into AFU devices mu","author":"Cider9986","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","genuine_specificity","imperfect_expression"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923244"},{"id":"0b60b9e4-c332-4671-9658-821a8b428c4a","source":"hackernews","source_id":"49926365","content_type":"comment","title":null,"body_preview":"These three quotes make me wonder if the police are effectively searching the phone before getting a warrant\n> given that oftentimes they can’t immediately try to break into iPhones that have been sei","author":"int0x29","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926365"},{"id":"5f4423d0-b7bd-407f-a195-def179d5831e","source":"hackernews","source_id":"49925674","content_type":"comment","title":null,"body_preview":"IBM's stock price being over $150 is the most clear indicator that we're in a stock market bubble that's bound to pop.","author":"roncesvalles","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925674"},{"id":"59fcc3c3-7e57-4d00-82ec-77b4d0e80b12","source":"hackernews","source_id":"49923752","content_type":"comment","title":null,"body_preview":"We all knew red hat was going to be consumed right?\nDramatizing the inevitable does what?","author":"MadrasTh0rn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923752"},{"id":"92e5c4b3-9400-4966-8cff-653913fe2ff4","source":"hackernews","source_id":"49923864","content_type":"comment","title":null,"body_preview":"No surprise with this, people who has been following IBM over the years knew this day would come.\n>Red Hat's \"way\" or \"culture\" or \"open source org\" is going away, step by step\nI went through this and","author":"jmclnx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1353264726527053,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923864"},{"id":"e34addef-eb8c-4ce6-90a7-46d3d660c779","source":"hackernews","source_id":"49926266","content_type":"comment","title":null,"body_preview":"They was acquired by IBM... I don't need to say more.","author":"mococa","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.13042700010464764,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926266"},{"id":"70a32c0f-9fb5-44d2-bca8-c27e29924043","source":"hackernews","source_id":"49923842","content_type":"comment","title":null,"body_preview":"First they ignore you,\nThen they laugh at you,\nThen they fight you,\nThen you win\nThen local datacenters move to the cloud\nThen you don’t keep up with Amazon\nThen you exit to IBM\nThen you get used to s","author":"nailer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923842"},{"id":"72916173-b18f-473d-b4a3-4a6850257062","source":"hackernews","source_id":"49923360","content_type":"comment","title":null,"body_preview":"According to the tweet screenshot, IBM fires AI people! Hmm ...","author":"23ahGa17","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.42728377277800267,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923360"},{"id":"78322309-dd14-45c3-8e46-79470789553a","source":"hackernews","source_id":"49926338","content_type":"comment","title":null,"body_preview":"Why though? Isn’t RHEL fully supported and used heavily in production?","author":"pelcg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926338"},{"id":"3e408d4f-6d32-4f03-ae00-e5d5bb346bbd","source":"hackernews","source_id":"49924405","content_type":"comment","title":null,"body_preview":"I wonder if the forces behind OpenELA are able to shoulder a heavier burden.\nThe weakest link at this point would be Oracle. They've bet their future on AI, and it's crushing them.\nhttps://openela.org","author":"chasil","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16843971631205673,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924405"},{"id":"c979c109-c293-4fd4-970e-b23be1d3598b","source":"hackernews","source_id":"49924447","content_type":"comment","title":null,"body_preview":"My biggest fear (doubt it'd happen, but...) would be seeing this headline \"Oracle purchases Red Hat from IBM.\"\n(I have no idea why they'd do that, but it's a terrifying prospect;  worse than letting i","author":"wormius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1644611457792466,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924447"},{"id":"77b0bcbb-df86-4d29-8c03-0081893fef0b","source":"hackernews","source_id":"49926506","content_type":"comment","title":null,"body_preview":"I don't get it, why is one person quitting/layed off implying anything about redhat?\nWhy is a screenshot of a tweet and a highly speculative unfounded headline in the frontpage? What am I missing?","author":"6thbit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926506"},{"id":"7e456959-efd2-430f-a7e0-054505145382","source":"hackernews","source_id":"49927429","content_type":"comment","title":null,"body_preview":"I really don’t understand why they positioned Openshift so far from the open source K8s project. It’s even more opinionated than AKS/EKS, and this says a lot.\nThe only reason I see is that they wanted","author":"Lucasoato","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.16248172090630184,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927429"},{"id":"23aa5e55-f420-457b-9242-a7656c7c2487","source":"hackernews","source_id":"49926335","content_type":"comment","title":null,"body_preview":"I spent a few years at Red Hat. Great company back in those days. I wonder how mucb IBM has changed it but some of my former colleagues are still there, years later, so it can’t be too bad!\nIt does re","author":"Reason077","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.22472847210202956,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926335"},{"id":"a715641b-0efe-42a7-b63b-35fa89bae38b","source":"hackernews","source_id":"49925326","content_type":"comment","title":null,"body_preview":"I hope not. I love Fedora, and it's kind of heavily reliant on Red Hat being a good citizen (as are many other distros). Red Hat is still the (benevolent?) king of the Linux world.","author":"christophilus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925326"},{"id":"53b935c8-d547-40fd-a62f-f6b98de4cad7","source":"hackernews","source_id":"49924370","content_type":"comment","title":null,"body_preview":"I'm also scared of RH pandering to share holders.\nBut RH disappearing as a brand is far fetched imho, just look at the recent output of their Youtube channel. They're leaning heavily into the Red Hat ","author":"INTPenis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924370"},{"id":"1ac5fe25-99ac-43ef-947d-3553cc08c6b0","source":"hackernews","source_id":"49923243","content_type":"comment","title":null,"body_preview":"Untrustworthy blog reposts Twitter message from some person?","author":"throwaway7356","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923243"},{"id":"a586e159-dcc1-4599-b780-d83c4818b167","source":"hackernews","source_id":"49924281","content_type":"comment","title":null,"body_preview":"They have more bargaining power now. Lots of people are scrambling to get off vmware after they raised their prices astronomically for seemingly no reason (other than they could, and a lot of groups a","author":"scottyah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924281"},{"id":"a6025a2b-1455-4a6f-ba59-96893cd1e3c3","source":"hackernews","source_id":"49923701","content_type":"comment","title":null,"body_preview":"Krishna was on Norges podcast a while ago and mentioned that Red Hat would be (not his words) brought to heel with the rest of IBM. IMO, it is a version of the Broadcom/VMware playbook, boil-the-frog ","author":"Hasz","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","template_phrases","suspiciously_balanced"],"bot_score":0.10569570610195123,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923701"},{"id":"05684c2c-06d4-4e35-b89d-a0958672bc67","source":"hackernews","source_id":"49914850","content_type":"comment","title":null,"body_preview":"According to Artificial Analysis, one metric is standing out significantly: hallucination rate. Beats frontier models by a good margin at 15%, while latest OpenAI are in the 40s-50s and Anthropic in 6","author":"rcr-anti","classification":"ai_generated","confidence":0.9,"indicators":["false_specificity","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914850"},{"id":"5fc810e7-d599-4da0-b4b9-b68b287d6812","source":"hackernews","source_id":"49918725","content_type":"comment","title":null,"body_preview":"Google's way of presenting their model's performance is terrible compared to Anthropic or Openai.\nGoogle's benchmark results are not useful at all. If you look at their methodology, they only present ","author":"robertbarbe","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_experience_anecdote","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49918725"},{"id":"9b7435d5-7644-42b7-b720-eaa883f87f52","source":"hackernews","source_id":"49913627","content_type":"comment","title":null,"body_preview":"Argon will launch at an introductory price \nof $2 per million input tokens and $10 per million output tokens, with cached input tokens priced at 95% off input token price. \nWow","author":"iamronaldo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913627"},{"id":"a543dd35-c355-4f87-a5e7-c5bd178c2362","source":"hackernews","source_id":"49913918","content_type":"comment","title":null,"body_preview":"Interesting to see a mention of Fuchsia on a big Google announcement. Is the project still truly alive? Are the ambitions still as grand? Is the team as stacked as it used to be?\nAlso, a link to the r","author":"skavi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913918"},{"id":"2d18ecd2-92e1-4aef-8594-d1038cb81688","source":"hackernews","source_id":"49913884","content_type":"comment","title":null,"body_preview":"At this point I just think they are benchmaxxing and all talk and no action. I pay for AI plus because I wanted more storage, and when I go to gemini.google.com the most recent model I can use is 3.6-","author":"deanc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913884"},{"id":"108ad655-2fc1-432c-9692-7eb46384d773","source":"hackernews","source_id":"49920296","content_type":"comment","title":null,"body_preview":"Google is basically the incarnation of the Immortal Snail meme. OpenAI and Anthropic get millions of USD and are made immortal. But Google is the snail, constantly chasing them, slowly, day and night,","author":"prima-facie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920296"},{"id":"806a3cdf-83b2-40dc-a072-3d040db52d47","source":"hackernews","source_id":"49913813","content_type":"comment","title":null,"body_preview":"> Quantum algorithmic optimization: Argon is helping our quantum computing researchers optimize the spacetime resources (qubits × gates) of subroutines that bottleneck important applications. In one e","author":"elAhmo","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913813"},{"id":"128f67a0-ec61-4a60-a4ec-33bd259f3620","source":"hackernews","source_id":"49913814","content_type":"comment","title":null,"body_preview":"I dont get it, why even make this announcement, nothing's available and only one real benchmark for comparison?\nOnly theory is team wanted this out before perf/promo reviews to kick it over the line a","author":"arjunchint","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.05817041659455104,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913814"},{"id":"f372fa77-8abd-4593-9736-1592faeffd50","source":"hackernews","source_id":"49916031","content_type":"comment","title":null,"body_preview":"I had access to this over few weeks, and in my impression this was the first Gemini model that I can offload complex tasks that I don't want to do myself because I have to do lots of domain specific r","author":"summerlight","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49916031"},{"id":"579797ff-c2c8-4ecc-902c-60108a16af5a","source":"hackernews","source_id":"49914488","content_type":"comment","title":null,"body_preview":"Argon will launch at an introductory price [1] of $2 per million input tokens and $10 per million output tokens, with cached input tokens priced at 95% off input token price.\n\n  [1] After the introduc","author":"GodelNumbering","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914488"},{"id":"d019f599-40ed-45ec-91a2-e1169289f0d4","source":"hackernews","source_id":"49914406","content_type":"comment","title":null,"body_preview":"I wonder, why Google don't make Gemini - open weights model?\nConsidering, Gemini 4 is in the same ballpark as SOTA models, just open source it and kill any competition from openAI and Anthropic, and b","author":"mridulmalpani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914406"},{"id":"8439193a-0461-4b8c-9924-0c1149ed7620","source":"hackernews","source_id":"49913665","content_type":"comment","title":null,"body_preview":"> taking careful precautions against feeding the findings back into training so as to not risk shaping Argon’s reasoning to evade our monitoring. We strongly encourage the rest of the industry to pres","author":"gopalv","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913665"},{"id":"5bd08260-b019-4a6b-8f86-c1f26c9a9f82","source":"hackernews","source_id":"49915870","content_type":"comment","title":null,"body_preview":"Whatever your workflow is, make sure that model and provider are replaceable. Frontier labs will keep leapfrogging each other, as they have been doing for months.\nIn order for the benefits of AI to be","author":"juanre","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49915870"},{"id":"c28b6e09-a146-4df9-8c89-077e725e3530","source":"hackernews","source_id":"49914574","content_type":"comment","title":null,"body_preview":"Great, so they _finally_ decided to add a non-flash model and it's not available to regular subscribers for an indefinite period. What's the point of paying for the AI Ultra plan? Anthropic doing the ","author":"Revanche1367","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","hedge_stacking"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914574"},{"id":"8e171923-f27b-43bb-875a-a721a4b685e1","source":"hackernews","source_id":"49913926","content_type":"comment","title":null,"body_preview":"> Large Scale Codebase Migrations and Optimizations: Argon agents are working on migrating C/C++ codebases to Rust across Google—scaling from tens of thousands of lines in core libraries like re2, lib","author":"uvdn7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913926"},{"id":"1ffacbf0-f8f3-4fff-b4fb-59dc44885dd6","source":"hackernews","source_id":"49913673","content_type":"comment","title":null,"body_preview":"> Argon agents are working on migrating C/C++ codebases to Rust across Google\nMan, I remember back in the days when the cppnext team was refusing to even consider Rust, instead looking at absurd stuff","author":"tazjin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913673"},{"id":"ea3d3174-7dad-43e0-9919-273ec3a66c2f","source":"hackernews","source_id":"49914553","content_type":"comment","title":null,"body_preview":"Breaking news is not the model. Breaking news is that inside Google, it is being heavily used on large code bases for writing code and it is migrating 800k lines of C++ code to Rust already.\nIn this s","author":"wg0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49914553"},{"id":"38ff6ae0-803a-422e-9715-e292cd793208","source":"hackernews","source_id":"49913608","content_type":"comment","title":null,"body_preview":"> We’ll continue to gather feedback from early testers as we iterate on guardrails before making Argon available to developers, enterprises, and consumers as soon as possible.\nGemini not beating the \"","author":"babelfish","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","platform_fluency"],"bot_score":0.13604963833910538,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913608"},{"id":"00673f86-4906-4133-80e9-86b0df6fb2b3","source":"hackernews","source_id":"49913802","content_type":"comment","title":null,"body_preview":"The important take away here: the leapfrogging we’ve seen this year doesn’t seem to be a temporary thing. The famous theory of Dario Amodei was that AI was this winner-takes-all field where the first ","author":"nickysielicki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913802"},{"id":"db6dd8fc-4839-4078-9e34-1487ef49fa64","source":"hackernews","source_id":"49913755","content_type":"comment","title":null,"body_preview":"Ten days ago I had an experience with Gemini 3.8 flash that made me wonder if I was being routed to a different model under test.  I was trying to use rocm with llama.cpp on my 128gb Strix Halo but co","author":"taylorfinley","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49913755"},{"id":"35b3ee1a-3f46-4f4a-88fa-0b6b57a519d6","source":"hackernews","source_id":"49920503","content_type":"comment","title":null,"body_preview":"unimportant detail but the Liked button doesn't show any shape","author":"dominicrose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920503"},{"id":"46d683e1-3175-4b9d-97f6-023c5cd4e60c","source":"hackernews","source_id":"49922324","content_type":"comment","title":null,"body_preview":"Forgive my non-creative brain but who is this for? and how/where can this be used?","author":"kn330","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922324"},{"id":"c8da5863-2b28-40ba-90f9-9d884e66a419","source":"hackernews","source_id":"49919831","content_type":"comment","title":null,"body_preview":"Looks useful. I was experimenting with making an SVG creator tool that can churn out shapes that go beyond the shape library of microsoft powerpoint -- so my slides can stand out. Things like a hexago","author":"albert_e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1176737423268467,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919831"},{"id":"f74407af-1392-4a35-8acb-3e3803b73a78","source":"hackernews","source_id":"49919541","content_type":"comment","title":null,"body_preview":"Is this a rip of turtletoy[1] content?\n[1] https://turtletoy.net/","author":"virtualritz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13954082367472112,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919541"},{"id":"5c686d77-668e-4a3e-ab61-65005251cfa8","source":"hackernews","source_id":"49920418","content_type":"comment","title":null,"body_preview":"I've been building something similar[1], but focused more on generating desktop/mobile wallpapers based on a desktop theme.\nMost of the designs is build via python-scripts that generate the final SVG'","author":"fireproof_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","niche_expertise","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920418"},{"id":"dd443079-0d57-4d8f-8cba-25404e3c417e","source":"hackernews","source_id":"49920163","content_type":"comment","title":null,"body_preview":"Beautiful. Reminds me of the amazing visual art of Adam Fuhrer[1].\n[1]: https://adamfuhrer.com/","author":"kachnuv_ocasek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","human_indicator_specific_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920163"},{"id":"394c5263-5927-4cc9-8613-fe4e4317c588","source":"hackernews","source_id":"49924672","content_type":"comment","title":null,"body_preview":"The ripple effects are going to be big. Its going to be rough for any company building products with RAM in it. People will hold on to what they got.","author":"perarneng","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.22058823529411764,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924672"},{"id":"2145a2c8-15e8-426d-9567-e8656529ff5b","source":"hackernews","source_id":"49925799","content_type":"comment","title":null,"body_preview":"Sounds like I'm not buying a computer or a phone for 2 years. I hope my Pixel 6 lasts that long.","author":"TJSomething","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","personal_opinion_stance"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925799"},{"id":"0300fb23-a0bf-45f0-8b0e-6dea3f84f99f","source":"hackernews","source_id":"49924256","content_type":"comment","title":null,"body_preview":"Micron stock has gone up 10x in the past 2 years in a sector where the barrier to entry is lower than GPU/TPUs. CEO will do everything he can to keep stock price from returning to the mean.","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","lack_of_ai_signals"],"bot_score":0.11038778464143645,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924256"},{"id":"d143adf0-34bd-49f3-aa41-8fc51fb3a417","source":"hackernews","source_id":"49923365","content_type":"comment","title":null,"body_preview":"per yahoo finance:\nMICRON INSIDER TRANSACTIONS (LAST 6 MOS)\nPurchases    887\nSales    337,619\nSeems like the Execs aren't seeing this as a good thing for their company","author":"mring33621","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11238611360162554,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923365"},{"id":"c1c1412f-d801-4926-99b2-64c9b937acc4","source":"hackernews","source_id":"49921585","content_type":"comment","title":null,"body_preview":"I thought that the bulk of memory is already \"technically bought\" by the AI hyperscalers in the form of the big (not so) \"hidden\" debt? As in: the supply should already be known.\nWhy the need for spec","author":"baalimago","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921585"},{"id":"867d2b61-5d6c-4db7-9b80-835a4d202db7","source":"hackernews","source_id":"49922243","content_type":"comment","title":null,"body_preview":"As an end user it’s difficult to not be bitter about the situation, particularly when you have execs coming out and saying, “yep these prices sure are terrible, better buy now before they get even wor","author":"cosmic_cheese","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922243"},{"id":"16cbfdeb-cf57-48b6-86d1-d7f7e6602e96","source":"hackernews","source_id":"49924248","content_type":"comment","title":null,"body_preview":"Micron profited immensely by exiting the retail RAM / SSD markets. All the big manufacturers used Crucial RAM. Apple, Dell, HP, Lenovo, etc. They are the number one reason RAM is so expensive. They de","author":"Nerdrotic","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924248"},{"id":"7c3df3e4-0c9b-46da-a239-c458671821b4","source":"hackernews","source_id":"49922648","content_type":"comment","title":null,"body_preview":"> Acer CEO says memory makers are hyping 2030 shortage fears to protect margins — PC prices set to decline by late 2027, cheaper Chinese capacity coming online delivers lower memory prices","author":"pbkompasz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922648"},{"id":"9a091504-0bdb-4a55-9bd3-15cd057e6c6f","source":"hackernews","source_id":"49921368","content_type":"comment","title":null,"body_preview":"It'd be a shame if their two main sources of income (openai and anthropic) were to go bust...","author":"PowerElectronix","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921368"},{"id":"504cd647-0128-4d99-9170-08e8cf052354","source":"hackernews","source_id":"49921458","content_type":"comment","title":null,"body_preview":"I look forward to memory optimizations in software design.","author":"HPsquared","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.28166626574569786,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921458"},{"id":"d80830d0-725c-4c67-8a58-d38900553050","source":"hackernews","source_id":"49924115","content_type":"comment","title":null,"body_preview":"I guess it is back to the old days, when home computers had the memory they had and that was about it.\nWhen are we getting the wave from REIN (Rewrite Electron In Native)?","author":"pjmlp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.13224977332571666,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924115"},{"id":"1c9ef11f-d7e2-4c87-a4d1-185dff509922","source":"hackernews","source_id":"49921256","content_type":"comment","title":null,"body_preview":"remind me in a few years when the same CEO is writing long post on Linkedin explaining why they need to let go half of the company.","author":"damowangcy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921256"},{"id":"689ff00a-0c90-4c0c-8dff-c2902e0aa6df","source":"hackernews","source_id":"49922791","content_type":"comment","title":null,"body_preview":"The war on general purpose computing is ramping up.  They are coming for your computer....get ready.","author":"BatchJob","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922791"},{"id":"71fc71f3-df47-4c88-8b50-157e034667cf","source":"hackernews","source_id":"49921144","content_type":"comment","title":null,"body_preview":"doesn't seem unlikely, i'd probably ask someone who won't massively benefit from people believing that it will be tighter though","author":"twelvedogs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921144"},{"id":"fc932ea4-1976-4848-bdd2-022f2ab9b11e","source":"hackernews","source_id":"49921267","content_type":"comment","title":null,"body_preview":"I have huge hopes fox CXMT entering the market and at least offsetting this nightmare. Just this week i've paid ~$1k USD for 2x32G DDR5 ECC, insane.","author":"proxysna","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921267"},{"id":"dd0d4e41-d4cc-4dd3-b98b-6e613f3ed34f","source":"hackernews","source_id":"49921215","content_type":"comment","title":null,"body_preview":"Shovel seller says shovels will be expensive in winter so make sure to buy as many as you can today.","author":"water-drummer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921215"},{"id":"25c3db2b-432f-4466-8040-8ff85ea39152","source":"hackernews","source_id":"49926924","content_type":"comment","title":null,"body_preview":"This is abdicating an entire market in the hopes that your ability to manipulate it later, which has worked so far unfortunately, will hold. It is so obviously market manipulation here. Sure, prices w","author":"jmward01","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13696028932184148,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926924"},{"id":"bf93eeaf-7c53-43ff-9a4b-d7b7b0f8141b","source":"hackernews","source_id":"49921548","content_type":"comment","title":null,"body_preview":"I'm not a business guy, but I think I would be very worried if I created any opening (even on the very long term) for competition to justify itself being built up to meet demand (or national security ","author":"ocd","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","over_qualification","missing_platform_voice","absence_of_personality"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921548"},{"id":"edb05ea8-c8ed-4d78-a4a4-828c01ef5e0d","source":"hackernews","source_id":"49927886","content_type":"comment","title":null,"body_preview":"One of the author has a pretty impressive Wikipedia page: https://en.wikipedia.org/wiki/Timnit_Gebru","author":"dgellow","classification":"human_created","confidence":0.7,"indicators":["human_indicator_platform_fluency","human_indicator_terse_replies","absence_of_ai_indicators"],"bot_score":0.08445255001603628,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927886"},{"id":"a586c1b9-f6ae-4f79-a6b7-d9d4ba56f376","source":"hackernews","source_id":"49927863","content_type":"comment","title":null,"body_preview":"If you go there, you get a popup: \"Click to claim AI offer\".","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1413346619042715,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927863"},{"id":"17a21648-4a9a-4218-9928-d58f9a286705","source":"hackernews","source_id":"49927892","content_type":"comment","title":null,"body_preview":"Why should anyone listen to Timnit Gebru or Emily Blender after how consistently they've been wrong about everything? What insight or value do they bring to this?","author":"square_usual","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927892"},{"id":"e80ec727-db06-450b-93f8-5e242bb28fe8","source":"hackernews","source_id":"49927793","content_type":"comment","title":null,"body_preview":"If you're interested in an anti-AI article which isn't just the same trite takes you've already read a million times before, just move along. Go read a HN thread about any recent AI news and you'll ge","author":"nater5000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09528983611074153,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927793"},{"id":"c6852c74-0972-4571-9674-37a795e65eac","source":"hackernews","source_id":"49923639","content_type":"comment","title":null,"body_preview":"I built this because extracting PDFs into Markdown/JSON often loses\nreading order, tables, formulas, figures, and their original locations.\nThe goal is a lightweight document extraction pipeline that ","author":"beatrizalmeidaf","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.21769563338496278,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923639"},{"id":"49e45c86-6992-4a9b-91b5-8a24fe6238b3","source":"hackernews","source_id":"49924999","content_type":"comment","title":null,"body_preview":"I currently use https://github.com/firecrawl/anydoc in my PDF pipelines.\nIn most cases it performs well. I'll test your lib to compare.","author":"phenomen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924999"},{"id":"d22b62b9-96d6-453e-8834-7c131be9b66e","source":"hackernews","source_id":"49925465","content_type":"comment","title":null,"body_preview":"I just tried this and the results look very off. I put in the MiniSat[1] Paper, and the result appears catastrophically wrong: https://imgur.com/a/i3RHwcQ\n[1]: http://minisat.se/downloads/MiniSat.pdf","author":"antonly","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925465"},{"id":"f768e9b5-93fe-4e8a-a254-a875aa27b4e8","source":"hackernews","source_id":"49927818","content_type":"comment","title":null,"body_preview":"I literally just automated some transcription of bank and credit card statements, using `pdftotext` from the homebrew `poppler` package, and Papero is unfortunately vastly inferior to pdftotext for th","author":"pcthrowaway","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","self_reference","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927818"},{"id":"19c9f696-c047-4dad-82bd-2b3758577613","source":"hackernews","source_id":"49919505","content_type":"comment","title":null,"body_preview":"Seems quite similar to this repository?\nhttps://github.com/aloshdenny/open-dlss","author":"dtf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919505"},{"id":"82aadc00-6254-4b51-930d-533e006ba12a","source":"hackernews","source_id":"49919640","content_type":"comment","title":null,"body_preview":"> It takes one rendered frame (a low dynamic range proxy of it, three lanes of Gaussian noise, the previous frame's output reprojected, and five conditioning scalars) and produces four f32 channels pe","author":"cubefox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.15163699067219336,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919640"},{"id":"3f374094-6ba3-42f6-84d0-770eeb9e5803","source":"hackernews","source_id":"49920843","content_type":"comment","title":null,"body_preview":"Something will this would historically guarantee a Senior Staff+ position at Nvidia. Wondering why Jensen doesn't put money where his mouth is (\"were seeking exceptional engineers blabla\") and offer h","author":"rfgplk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920843"},{"id":"c4f02cb7-374d-4701-b863-fd25b78756e2","source":"hackernews","source_id":"49919765","content_type":"comment","title":null,"body_preview":"So that means AMD implementation is on the horizon?","author":"Pantera87","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.32691653337719745,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919765"},{"id":"95ee6d22-24a3-4fd1-83d8-3a17f5db8d2b","source":"hackernews","source_id":"49922651","content_type":"comment","title":null,"body_preview":"What kind of dataset is used to train DLSS 5? Do they need to generate synthetic image pairs first?","author":"Geee","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.07860044385684128,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922651"},{"id":"16b7cd6a-711a-402d-a6c4-0a67062346fc","source":"hackernews","source_id":"49919157","content_type":"comment","title":null,"body_preview":"Am I the only one who feels a sense of disinterest in a project where the main README is LLM-generated? Does the author not have time to write what they did and how it's used?","author":"Borealid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919157"},{"id":"202e2f08-5754-42d7-a7ce-1ee36dc1dcca","source":"hackernews","source_id":"49921096","content_type":"comment","title":null,"body_preview":"I think it's interesting that Nvidia is so interested in producing the hardware that fuels the future of software development, given that their primary business advantage is their software moat. This ","author":"the_voice","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921096"},{"id":"86e71808-9aa0-49c6-baa0-00bfbdbbcbf2","source":"hackernews","source_id":"49919331","content_type":"comment","title":null,"body_preview":"How useful is this without weights?\nIsn't the mote that Nvidia has is they work with studios to generate the training data from the game, then they ship a model per game?\nOr is my knowledge outdated h","author":"franticgecko3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919331"},{"id":"5b407b9d-941d-4450-a0d4-2a5c27ec536f","source":"hackernews","source_id":"49919689","content_type":"comment","title":null,"body_preview":"At what point does this neural rendering take away the human touch on the art styles?","author":"binsquare","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.09508411644729427,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919689"},{"id":"32273be7-8c0a-47cf-ade3-e1fa87b78725","source":"hackernews","source_id":"49919253","content_type":"comment","title":null,"body_preview":"Jensen : Nobody needs to code anymore...\nProgrammer: OpenDLSS...\nJensen : Wait. Not like that! (╯°□°）╯︵┻━┻","author":"tim-projects","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.08571386719287213,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919253"},{"id":"b4c9ed02-b0dc-4a79-8eb7-ff84ab1ee37c","source":"hackernews","source_id":"49919336","content_type":"comment","title":null,"body_preview":"Almost 8ms on 1080p resolution seems extremely expensive, does the original also eat into the rendering budget as much?","author":"flohofwoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919336"},{"id":"3abfc109-0f6c-45f1-8f5b-e7d714d400ee","source":"hackernews","source_id":"49922499","content_type":"comment","title":null,"body_preview":"> A Vulkan reimplementation of NVIDIA's DLSS 5 Neural Rendering network, bit-exact against the original.\nBit-identical, I swear I heard that somewhere before.","author":"drnick1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1284870821436792,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922499"},{"id":"b2b6c3fd-6269-458e-8463-f5ecb4f32044","source":"hackernews","source_id":"49919402","content_type":"comment","title":null,"body_preview":"> bit-exact against the original\nWhat kind of sorcery is this ? Very impressive work !","author":"TheJCDenton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919402"},{"id":"8b36debd-a26c-4c15-aa3b-5ba212bd19be","source":"hackernews","source_id":"49919405","content_type":"comment","title":null,"body_preview":"I'm rather surprised that it doesn't take the z-buffer as an input. I would have thought that would have provided useful information,  it's one of the more useful forms of contolnet.","author":"Lerc","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.10793380490350074,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49919405"},{"id":"cdd14dd5-59e2-434f-b53c-81eda8407294","source":"hackernews","source_id":"49923339","content_type":"comment","title":null,"body_preview":"Is the OpenID Foundation connected to the Open Society group?","author":"nephihaha","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11991911998594489,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923339"},{"id":"3bf51d3e-4a05-458d-84c2-284391dc54f2","source":"hackernews","source_id":"49922978","content_type":"comment","title":null,"body_preview":"Executive Summary (from the linked pdf)\nThe rapid rise of AI agents presents urgent challenges in authentication, authorization, and identity management. Current agent-centric protocols (like MCP) hig","author":"canadiantim","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.13359858511000944,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922978"},{"id":"ca70d6ca-d777-4fd7-9ef2-0b71dfd400db","source":"hackernews","source_id":"49922745","content_type":"comment","title":null,"body_preview":"Sorry for the heavy edit of the title, the original \"Identity Management for Agentic AI: The new frontier of authorization, authentication, and security for an AI agent world\" is much too long.","author":"cgeier","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922745"},{"id":"3d4eab10-e2df-4f21-858b-250f23d03984","source":"hackernews","source_id":"49923572","content_type":"comment","title":null,"body_preview":"Blog post with context: https://openid.net/new-whitepaper-tackles-ai-agent-identity-...","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases"],"bot_score":0.1602190403782793,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923572"},{"id":"2d355fe3-b4ae-4423-bef4-cb0b39b14334","source":"hackernews","source_id":"49924766","content_type":"comment","title":null,"body_preview":"I work at Proof, and we're working on x401 as a means for agentic authorization\nhttps://x401.proof.com/spec/latest/#abstract\nin a nutshell:\n* a website that wants to authorize who you are (say, to boo","author":"x401throaway","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924766"},{"id":"4a1db1f6-1bce-47bc-9623-1172f1e6379f","source":"hackernews","source_id":"49926061","content_type":"comment","title":null,"body_preview":"> agent-native identity\nI think this is the cursed part of the mission.\nWhat are we actually arguing for here? Something like a limited liability corporation? \"Agent-native identity\" reads to me the s","author":"bob1029","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","analogy_with_specifics","imperfect_expression"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926061"},{"id":"a462bbea-93e7-4442-b1f8-05204682eb45","source":"hackernews","source_id":"49925860","content_type":"comment","title":null,"body_preview":"I wrote a solution for this, and it has been working across several organizations for some months now. I run it as a public service at https://awid.ai but I would love to offload it to a foundation.\n-","author":"juanre","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","personal_goal"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925860"},{"id":"74590692-55df-46bf-bb6e-fc091b394287","source":"hackernews","source_id":"49926845","content_type":"comment","title":null,"body_preview":"I've been working in this space with a small team that is also trying to solve this with open standards. There are many emerging protocols/standards and many dimensions to consider. I have a list of 5","author":"udbhavs","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality","polished_first_draft"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926845"},{"id":"1f90f9bb-2fbd-46b6-ab45-162a5860c6b6","source":"hackernews","source_id":"49926171","content_type":"comment","title":null,"body_preview":"How does this releate (or not) to Okta/Auth0's XAA, Identity Assertion JWT Authorization Grant? I'm struggling to follow.\nhttps://auth0.com/docs/ai-agents-mcp/cross-app-access\nhttps://datatracker.ietf","author":"iamjake648","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926171"},{"id":"e4ad14ba-0dec-442a-9619-d2270ecbf2c2","source":"hackernews","source_id":"49925825","content_type":"comment","title":null,"body_preview":"Three clicks, no info what effect 4.0 is, except that it's AI-ready, safe, good, and re-built from the ground up. No idea what it actually is.","author":"claude-ai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925825"},{"id":"71bf691f-ef2f-4a2c-978b-fead72b735d6","source":"hackernews","source_id":"49927471","content_type":"comment","title":null,"body_preview":"It’s wild how easy it is to build robust systems with Effect.\nI’m working on a little social media web app and it has been so incredibly simple to build the API and a background worker process with Ef","author":"ruby14","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","opinion_and_stance","technical_detail_and_nuance","comparison_to_other_ecosystems"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927471"},{"id":"5c3b07c8-df6d-4572-88a6-f32923add905","source":"hackernews","source_id":"49928022","content_type":"comment","title":null,"body_preview":"Is this like a spring boot for typescript or something like that? Looks kind of interesting","author":"2001zhaozhao","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13190979880728657,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49928022"},{"id":"6f38fca8-e215-4619-876d-fdccd79ab8bd","source":"hackernews","source_id":"49923493","content_type":"comment","title":null,"body_preview":"Polygarten hätte passen können? Und kurz: Pita haha","author":"triyambakam","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","terse_replies"],"bot_score":0.34114052384459703,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923493"},{"id":"20b5f67c-8482-4595-9697-dd242bcc8f3f","source":"hackernews","source_id":"49924273","content_type":"comment","title":null,"body_preview":"VRML? That's a name I've not heard in quite some time.","author":"joshmarinacci","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924273"},{"id":"e603ada8-5d4d-4511-8eb4-5f9ed9081cb9","source":"hackernews","source_id":"49920371","content_type":"comment","title":null,"body_preview":"Prompt injection in hardware!  What could possibly go wrong?","author":"asgeirn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920371"},{"id":"ace0fe97-786f-46fa-aef1-398ddd60134e","source":"hackernews","source_id":"49920515","content_type":"comment","title":null,"body_preview":"Something like JLCPCB but for chips would be revolutionary.\nCan't wait for vibe coded SoCs.","author":"varispeed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920515"},{"id":"9e983ec0-768d-4781-a3f5-c4e0ea125b1b","source":"hackernews","source_id":"49922919","content_type":"comment","title":null,"body_preview":"ChatGPT, pretend you are a grizzled hardware engineer and make me a 1nm chip for the iPhone.","author":"MisterMunchkin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.061848383350828456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922919"},{"id":"9d50ab88-620b-4b8a-83f3-7906151db5a2","source":"hackernews","source_id":"49922127","content_type":"comment","title":null,"body_preview":"I don't know how much of a difference this makes in practice. Creating the photomasks and proving the resulting silicon is still the predominant bottleneck in chip design.\nIf you have a flaw in the RT","author":"bob1029","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922127"},{"id":"45946244-ea8b-42a9-99c4-83cde6af6e7a","source":"hackernews","source_id":"49920869","content_type":"comment","title":null,"body_preview":"Apparently SNPS share price gone up  a little bit because of this. However, the rise didn't compensate their loss over the years. I keep wondering why EDA companies didn't get the hype like AI labs an","author":"jhvkjhk","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","human_indicator_question"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920869"},{"id":"11a86adc-2254-4789-92c9-168192b37f6e","source":"hackernews","source_id":"49920691","content_type":"comment","title":null,"body_preview":"Having written a lot of Tcl glue for PrimeTime and ICC, the hard part was never writing the constraints, it was knowing which timing violation to actually believe.","author":"hnd9q09qk4","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920691"},{"id":"cca03351-0966-4722-bc29-9c1fd73db673","source":"hackernews","source_id":"49920760","content_type":"comment","title":null,"body_preview":"A question to those active in chip design industry: Are formal methods and formally proving a design more prevalent and normal in this industry compared to general software development?\nLike for a Arm","author":"ducktective","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920760"},{"id":"c690c0dd-b0b9-4b71-a062-ca88d3abd3b6","source":"hackernews","source_id":"49920316","content_type":"comment","title":null,"body_preview":"Give us more open source EDA tools, not more hyped up EDA vendors.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920316"},{"id":"a41f17c9-6086-48f3-afaa-f8d2982455af","source":"hackernews","source_id":"49920120","content_type":"comment","title":null,"body_preview":"„The joint service offering will provide the bundled compute, model, and licenses, while ensuring customer-specific design data is protected.“\nI am not sure if Nvidia want to send their chip designs t","author":"joennlae","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_without_over_explanation"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920120"},{"id":"ff4f2600-1fec-41a0-9394-4e7289a9f7b1","source":"hackernews","source_id":"49920410","content_type":"comment","title":null,"body_preview":"> I see you are using Cadence IP in your project, unfortunately this is not allowed per the terms and conditions and you will be reported to the authorities\nAlso : create proprietary locked down eda->","author":"aniceperson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10052566002846457,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920410"},{"id":"a33b1e05-0f48-48e9-b4f5-593e6ea1cee4","source":"hackernews","source_id":"49927601","content_type":"comment","title":null,"body_preview":"Only tangentially related but many many years ago, I spent a good chunk of a summer internship at synopsys fixing gcc warnings in one of their products. The codebase was huge, with many parts of it mo","author":"dimatura","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927601"},{"id":"a152f9ec-e5ce-47f0-87c9-18776163a014","source":"hackernews","source_id":"49921100","content_type":"comment","title":null,"body_preview":"From an investment perspective, I think chip fabs TSMC, Intel, and Samsung will benefit from better AI chip design tools.\nIf AI made it 100x faster and cheaper to build software, you suddenly have an ","author":"aurareturn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","niche_expertise","absence_of_ai_indicators"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921100"},{"id":"4aec2f27-9239-4900-9c8f-62e1a9929052","source":"hackernews","source_id":"49920356","content_type":"comment","title":null,"body_preview":"We just buried an ASIC design that was nearly finished.\nReason: There was a deviation that would've needed a mask change, but because of AI chip demand, the manufacturer wanted so much money for it, t","author":"karlkloss","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920356"},{"id":"28d05b27-8a24-4a1d-b42a-9ac1bc8b34f6","source":"hackernews","source_id":"49927951","content_type":"comment","title":null,"body_preview":"I see this as worse for junior engineers than senior. Right now junior engineers don't have the experience to spot issues, ans if gpt-synopsys gives an answer they don't know to question it. It Will a","author":"tails4e","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927951"},{"id":"b31eefe5-edb1-4d0b-8dac-6a283e461347","source":"hackernews","source_id":"49920359","content_type":"comment","title":null,"body_preview":"GPT-Synopsys brings together OpenAI frontier models with Synopsys' EDA technology and domain expertise, enabling the specialized model [to] directly operate Synopsys' tools. Engineers will delegate de","author":"fwlr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920359"},{"id":"9a5c33bd-42dd-422b-94b5-416365a051c3","source":"hackernews","source_id":"49927040","content_type":"comment","title":null,"body_preview":"Location: Southern CA | Remote: Yes, remote only | Willing to relocate: No\nTechnologies: Kubernetes, Terraform, AWS, Go, Python, Docker, Helm, Argo, Kong, Prometheus, VictoriaMetrics, Vector, Quickwit","author":"hijinks","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927040"},{"id":"ce238095-7104-4678-a99e-e5280d00c36c","source":"hackernews","source_id":"49927194","content_type":"comment","title":null,"body_preview":"Location: Istanbul, Turkey (UTC+3)\nRemote: Yes; European working hours or US Eastern morning overlap\nWilling to relocate: No\nTechnologies: Python/Django, Go, TypeScript/Node.js, React/Next.js,\nAWS, Te","author":"ludwigvan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_indicators"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927194"},{"id":"02882e8f-2b21-4fbf-947e-6e2bb1b9a769","source":"hackernews","source_id":"49926944","content_type":"comment","title":null,"body_preview":"Location: Tualatin, Oregon (Portland metro), USA\nRemote: Yes, US time zones\nWilling to relocate: No; remote, or onsite in Hillsboro/Beaverton\nTechnologies: Linux kernel, Rust (Rust-for-Linux), C, C++,","author":"brucer42","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","niche_expertise","self_reference","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926944"},{"id":"6bc069f8-a77a-4725-b294-7ceec87d7c79","source":"hackernews","source_id":"49926973","content_type":"comment","title":null,"body_preview":"Location: Prague, Czech Republic (CET)\n  Remote: Yes; hybrid works too\n  Willing to relocate: Open to discuss\n  Technologies: Go, TypeScript/React, Electron, PostgreSQL, Kubernetes (RKE2), GCP, Linux,","author":"editor678gmail","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","platform_fluency","niche_expertise","self_reference","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926973"},{"id":"4b1343c4-af6b-4a7b-9a7e-257be38a960f","source":"hackernews","source_id":"49927270","content_type":"comment","title":null,"body_preview":"Location: Chile (UTC-3)\nRemote: Yes (full overlap with US Eastern and Pacific working hours)\nWilling to relocate: Yes\nTechnologies: React, TypeScript, JavaScript, Next.js, Storybook, Nx, Jest, React T","author":"matiasmg","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927270"},{"id":"b8ea7fc7-3f1f-4dfe-8289-75f7bdcce130","source":"hackernews","source_id":"49927639","content_type":"comment","title":null,"body_preview":"Full-stack marketing generalist looking an early-stage opportunity. Interested in orgs looking to make a meaningful and measurable impact in the lives of others.\nLocation: SF Bay Area\n  Remote: Yes\n\n ","author":"expectsomuch","classification":"human_created","confidence":0.85,"indicators":["human_indicator_niche_expertise","human_indicator_self_reference","human_indicator_platform_fluency","ai_indicator_semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927639"},{"id":"2c9239d0-da79-477c-bd63-8bbbc24bce44","source":"hackernews","source_id":"49927027","content_type":"comment","title":null,"body_preview":"Location: Toronto, Canada (ET; overlap US and UK hours)\nRemote: Yes\nWilling to relocate: No\nContract only, via my own Canadian company (W-8BEN). Not seeking employment.\nTechnologies:\n* FinTech: bankin","author":"azdv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927027"},{"id":"56561e81-a43a-4837-80d6-815d9b0dee5d","source":"hackernews","source_id":"49927439","content_type":"comment","title":null,"body_preview":"Location: Asheville, NC\nRemote: Yes, US\nWilling to relocate: Open to relocation depending on location and role\nTechnologies: TypeScript, React, Next.js, Node.js, Shopify/Liquid, Docker, FFmpeg, Puppet","author":"flyspaceships","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927439"},{"id":"47236b18-14f1-43c3-9509-edc1dd2388dd","source":"hackernews","source_id":"49925150","content_type":"comment","title":null,"body_preview":"Location: Anonymous, can provide via email\nRemote: Yes\nWilling to relocate: Depends, open to travel\nTechnologies: Go, TypeScript, Node.js, Deno, Nim, Python, PostgreSQL, Redis, GCP, Docker, Terraform,","author":"zedeus","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","genuine_specificity","self_reference","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925150"},{"id":"81e39e8c-bc10-4a31-af46-04bc9ab64bb2","source":"hackernews","source_id":"49927631","content_type":"comment","title":null,"body_preview":"Location: Cambridge, Massachusetts, USA\nRemote: Yes\nWilling to relocate: No\nTechnologies: Python (Flask, SQLAlchemy), JavaScript (React), SQL (PostgreSQL), ElasticSearch\nResumé/CV: http://michaelawhit","author":"mwhite","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927631"},{"id":"d6b615ff-fd00-46bd-9787-60a1b455374f","source":"hackernews","source_id":"49927593","content_type":"comment","title":null,"body_preview":"Location: Ukraine\n  Remote: Yes\n  Willing to relocate: No\n  Technologies: JavaScript, Node.js, Vue.js, MySQL, PHP, WordPress\n  Résumé/CV: On request\n  Email: berdoom_jabroni at proton.me\n\nI'm a full-s","author":"bedroom_jabroni","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference","natural_digressions"],"bot_score":0.19738760800888513,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927593"},{"id":"6d67267d-5a20-46c7-94a7-ee79547705a0","source":"hackernews","source_id":"49927748","content_type":"comment","title":null,"body_preview":"Location: New York\n  Remote: Yes\n  Willing to relocate: Probably not\n  Technologies: TypeScript, JavaScript, Angular, RxJS, React, Node.js, Python, SQL, Playwright\n  Email: kozlowskifrederick at gmail","author":"fkozlowski","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927748"},{"id":"6f34727c-cd7e-435b-af06-7db16877d87a","source":"hackernews","source_id":"49927823","content_type":"comment","title":null,"body_preview":"Location:MX - CDMX\nRemote:Yes\nWilling to relocate: No\nTechnologies: Mostly Clojure and TS but I have the most fun working with functional languages (although in the age of AI seems like anyone can bui","author":"ccortes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927823"},{"id":"a7cfe94d-9132-464f-97b9-e94f7bc667a7","source":"hackernews","source_id":"49927293","content_type":"comment","title":null,"body_preview":"Location: Toronto, Canada (authorized to work in US and Canada)\nRemote: Remote, hybrid, or in-person\nWilling to relocate: No\nTechnologies: Experienced in Rust (tokio, axum), JavaScript/TypeScript (Rea","author":"escafil","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927293"},{"id":"dfbdbb95-c552-418d-96c3-53358f424964","source":"hackernews","source_id":"49927720","content_type":"comment","title":null,"body_preview":"Location: South East Asia\n  Remote: Yes\n  Willing to relocate: Yes\n  Technologies: Java, Spring, PHP, Laravel, C++, Godot, Unity, C#, Linux, Git\n  Email: hire@arseniyshestakov.com\n  Linkedin: https://","author":"SXX","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927720"},{"id":"a7ebc376-ff16-4b5a-8058-79ad1c1ccc04","source":"hackernews","source_id":"49927385","content_type":"comment","title":null,"body_preview":"Location: Ontario, Canada (EST)\nRemote: Remote preferred, open to hybrid in Greater Toronto Area\nWilling to relocate: Open to relocation in the GTA\nTechnologies:\n     Frontend: React, Next.js, React N","author":"PlasmaDiffusion","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927385"},{"id":"1d7dfaea-a90f-4c40-8eb1-07921afc1e80","source":"hackernews","source_id":"49927632","content_type":"comment","title":null,"body_preview":"Location: Toronto, Canada (EST)\n  Remote: Yes\n  Willing to relocate: Yes (Canada & US)\n  Technologies: Mobile (iOS native, Flutter), CI + AI tooling, General SWE, Rust, Java, Python.\n  Résumé/CV: http","author":"owaisq","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927632"},{"id":"1101fbe0-c2a1-482e-a38c-6b1ad55a91cf","source":"hackernews","source_id":"49927958","content_type":"comment","title":null,"body_preview":"Location: San Francisco, CA\n  Remote: [Yes / Hybrid / On-site SF]\n  Willing to relocate: Yes for NYC and London\n  Technologies: Python, C++, SQL, AWS (CDK, CloudFormation, Lambda, EventBridge, DynamoD","author":"vasmb","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","platform_fluency","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927958"},{"id":"e2f9d371-3cb7-4c81-9879-7f3a2497d25b","source":"hackernews","source_id":"49927943","content_type":"comment","title":null,"body_preview":"Location: New Delhi, India\nRemote: Yes (preferred)\nWilling to relocate: Yes\nTechnologies: Rust, C, Linux, OS Internals, Python, PyTorch, Burn, Git\nRésumé/CV: https://himwant.org/resume.pdf\nEmail: aksh","author":"akshitgaur2005","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927943"},{"id":"39b3476b-a867-460a-961e-37eded9f1b35","source":"hackernews","source_id":"49927768","content_type":"comment","title":null,"body_preview":"Bitter Lesson showing up yet again, this time in context management?","author":"jkhdigital","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927768"},{"id":"df1e9518-0711-460e-b139-603597c18200","source":"hackernews","source_id":"49927051","content_type":"comment","title":null,"body_preview":"> We implement this by treating the context as a file and allowing the model to make unrestricted updates to this file. This allows the model to learn what is most important to maintain in context, an","author":"plastic-enjoyer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927051"},{"id":"f6793e50-cc4f-457d-b06c-d169c08b471f","source":"hackernews","source_id":"49925365","content_type":"comment","title":null,"body_preview":"The biggest discovery might actually be that they ignored regular caching rules and kept invalid cache suffixes and it didn't hurt performance","author":"Bolwin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925365"},{"id":"7b38b872-36ec-461e-bfc6-bd60cd3f34b9","source":"hackernews","source_id":"49925372","content_type":"comment","title":null,"body_preview":"Can't we do this trick today with any model? Just send the file as next context. Of course you pay the price for cache misses, depending how deep you make changes, while CLM just ignores the recomputa","author":"visarga","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1883993334266969,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925372"},{"id":"f97bdd78-4300-4e11-a220-417a475027ba","source":"hackernews","source_id":"49925084","content_type":"comment","title":null,"body_preview":"Wow. Context management is one of the big remaining hassles with modern LLMs so this could be big. The obvious complication is cache busting so it's also exciting they investigated solutions for that.","author":"svachalek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925084"},{"id":"d0bc1b5e-a8af-4917-bf66-f7dd3db81ea6","source":"hackernews","source_id":"49927516","content_type":"comment","title":null,"body_preview":"Eventually the CLM will be a separate model co-trained with the actual model right?\nAnd there will be multiple contexts like hot vs cold pages in DBs.\nSpeaking of which I am predicting a \"Context as a","author":"vatsachak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927516"},{"id":"8aec58e2-473c-46c9-8aa0-3ba90b5929b5","source":"hackernews","source_id":"49925423","content_type":"comment","title":null,"body_preview":"I would be concerned with context management consuming limited attention resources.\nDo you want your agent solving its own memory crisis, or do you want it solving the actual task? It can probably do ","author":"bob1029","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.14521097359040844,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925423"},{"id":"8cfd4555-7aab-44bc-a7b8-f159a9dfff3d","source":"hackernews","source_id":"49927202","content_type":"comment","title":null,"body_preview":"> We implement this by treating the context as a file and allowing the model to make unrestricted updates to this file. \n\nWhat an incredibly novel and unprecedented idea!","author":"gavinray","classification":"human_created","confidence":0.7,"indicators":["sarcasm","platform_fluency","absence_of_ai_signals"],"bot_score":0.10025436607713405,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927202"},{"id":"1d2be5f2-a4f1-4cf0-95d2-d23ae33b8281","source":"hackernews","source_id":"49926762","content_type":"comment","title":null,"body_preview":"The plan is to add as less new features as possible and keep the same performance/launch time/memory and disk footprint as it is currently.","author":"vladcodes","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926762"},{"id":"1e4ecad5-ed9c-4e41-99e3-65dbd7a630e3","source":"hackernews","source_id":"49921238","content_type":"comment","title":null,"body_preview":"The EverInitializedPlaces example really stands out. Going from ~1.5M to ~90K apply_effects_in_block calls by changing the CFG traversal is a reminder that the biggest compiler optimizations often com","author":"Citrusoff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921238"},{"id":"6d3ecf6b-5c4e-4157-8951-b2515bd97d8f","source":"hackernews","source_id":"49922396","content_type":"comment","title":null,"body_preview":"Gonna have to name my next project Penelope Hammertime, or at least Pineapple Häagen-Dazs.","author":"ddalcino","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922396"},{"id":"6340a253-8646-4a87-bd61-e43ace0677d3","source":"hackernews","source_id":"49925147","content_type":"comment","title":null,"body_preview":"How does the Rust compiler's speed compare to the speed of the C compiler GCC\nIs it slower","author":"1vuio0pswjnm7","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.14287370657466927,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925147"},{"id":"2320ea8d-9972-46f6-8fb2-1bfe19fe2a8d","source":"hackernews","source_id":"49921147","content_type":"comment","title":null,"body_preview":"Incremental seems to keep winning the easy wins, so the interesting part is whether the remaining compile-time still lives in the same places as last year.","author":"torutofu","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921147"},{"id":"552314f4-b0f2-47ea-b8c5-bf50c2ee2f47","source":"hackernews","source_id":"49924152","content_type":"comment","title":null,"body_preview":"The parallel frontend is inching closer to stability too, with an open PR to enable it by default on nightly.\nBut the real speedup will happen when TPDE is enabled:\nhttps://goals.rust-lang.org/2026/tp","author":"dabinat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924152"},{"id":"49f4cc52-3fda-4712-b029-b291701880cc","source":"hackernews","source_id":"49922260","content_type":"comment","title":null,"body_preview":"Biggest win for me was splitting one fat crate into three, parallelism got real.","author":"hnp9j9qtda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922260"},{"id":"a283ac17-d3ee-45ff-899f-8abf38d43a72","source":"hackernews","source_id":"49923880","content_type":"comment","title":null,"body_preview":"I recall a talk about makepad.dev, I think it was by Rik Arends, that explained how they achieved outstanding compilation times in rust for makepad.\nI can't find that talk again, but it was quite inte","author":"randypewick","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923880"},{"id":"cf02d513-2735-420a-bb44-97ace93affdd","source":"hackernews","source_id":"49923560","content_type":"comment","title":null,"body_preview":"I finally gave in to the rust hype and built a new project in it (or my agent fleet did). Almost instant regret. My poor machine with just 2TB HDD and 24 cores was almost immediately crippled by agent","author":"s08148692","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923560"},{"id":"f86ac562-5ac6-4f52-95f9-4658759020ed","source":"hackernews","source_id":"49926733","content_type":"comment","title":null,"body_preview":"I think there are a few more. Especially cranelift, but I would not use it for production stuff and it is missing a lot of llvm intrinsics that will just trap if you are trying to use them. But for mo","author":"sharktheone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.24433432925371773,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926733"},{"id":"72fb7879-de07-4c55-92ab-7fca3c65a11d","source":"hackernews","source_id":"49921407","content_type":"comment","title":null,"body_preview":"Why is the compiler slow in the first place? I have no rust knowledge, how slow us slow, lets say in comparison to a c compiler?\nWhat is the performance killer?","author":"Surac","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921407"},{"id":"23313b88-9da6-488e-a16a-2cb6b5bacc8b","source":"hackernews","source_id":"49922252","content_type":"comment","title":null,"body_preview":"I'm surprised the OpenAI Codex team doesn't donate like 10B tokens or something to the Rust team for performance","author":"maherbeg","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.20533833323717915,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922252"},{"id":"7959c21a-8285-4a04-ad89-003c0865d114","source":"hackernews","source_id":"49922865","content_type":"comment","title":null,"body_preview":"I've moved from Rust to Go for most things because in the era of agents, being able to iterate quickly on a project is a huge advantage and Rust is way, way slower than Go for compilation. There are t","author":"slowin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922865"},{"id":"b4875003-2279-4b91-a4ca-e1ffc62bc3fd","source":"hackernews","source_id":"49921549","content_type":"comment","title":null,"body_preview":"Really nice to see that the 5% speedup is despite making the borrow checker better, validating code that previously would have tripped it up.\nSometimes we really can have our cake and eat it too.","author":"bryanlarsen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921549"},{"id":"e6f57786-6498-4441-a1a9-4b36ef004ec7","source":"hackernews","source_id":"49921467","content_type":"comment","title":null,"body_preview":"I'm glad to see the donations from big companies to open source maintainers are making measurable difference to the Rust experience. Telling these companies that their employees spend 5% less time wai","author":"adamch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921467"},{"id":"88fd92cc-13c7-41f6-a0b9-4d5d0f02eb96","source":"hackernews","source_id":"49923594","content_type":"comment","title":null,"body_preview":"Funny to see this now. I’ve got a private branch I am in the process of shaping up this weekend to show the compiler team. For deep nested projects like rust analyzer, if you emit the meta data about ","author":"knuckleheads","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923594"},{"id":"cd4d3527-c6d2-4458-96b5-446eecbecc80","source":"hackernews","source_id":"49927851","content_type":"comment","title":null,"body_preview":"I wouldn't go quite that far (\"death\" of web dev ed). there's still a very large gap in certain areas. Two off the top of my head are systems thinking or org psychology; areas that developers could pi","author":"riffic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927851"},{"id":"a3e97472-18b3-42e4-97b6-ad8b2f0ef55f","source":"hackernews","source_id":"49927504","content_type":"comment","title":null,"body_preview":"I'm surprised it's continued for so long! I've been doing web dev for 30 years and never felt the need to read a text or even watch a video, for me it's just all available in text on the web and alway","author":"micromacrofoot","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.17105263157894735,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927504"},{"id":"0db3b166-5c2e-4068-bdf5-8d841e4b3d45","source":"hackernews","source_id":"49927437","content_type":"comment","title":null,"body_preview":"What does education look like 2027 and onwards? My son is graduating soon and will major in Computer Science, with a secondary Art degree.\nI have no idea how it will feel to be forced to write code an","author":"sergiotapia","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","genuine_specificity","template_phrases"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927437"},{"id":"ceadc66e-605e-4237-835c-9c7cf215aa9d","source":"hackernews","source_id":"49927998","content_type":"comment","title":null,"body_preview":"It's over guys. Web Development (1994-2025) will be remembered like elevator operators. What it transforms into at this point is still an open question being actively discovered. But our vocation is d","author":"ramesh31","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927998"},{"id":"3b8b3f79-4bd9-4fb5-a7a9-f627ed1bd435","source":"hackernews","source_id":"49927268","content_type":"comment","title":null,"body_preview":"The real question is who was still buying this type of book in the last decade or two? What value were they getting out of it? Was it being used as reference or training or what?","author":"singpolyma3","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","absence_of_personality"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927268"},{"id":"65478607-f877-44f6-b6f4-c524c9f7aa52","source":"hackernews","source_id":"49927536","content_type":"comment","title":null,"body_preview":"the older your brain, the less plastic it is! lets remember what it might have felt like for you to write your first BASIC program or hand-code your own HTML website. there was a desire to understand ","author":"ORDINAND_PIZZA","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927536"},{"id":"8b2c266b-e230-403d-a35a-1f36b397c6c2","source":"hackernews","source_id":"49927306","content_type":"comment","title":null,"body_preview":"I can get why they're mad about it, but the reality is that chatbots are better/easier to learn from than courses and tutorials.\nIf I had a question about a new library now, I wouldn't google for a tu","author":"Legend2440","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927306"},{"id":"66679824-4eff-4aa4-8e16-fe04e7bad29f","source":"hackernews","source_id":"49927628","content_type":"comment","title":null,"body_preview":"I definitely understand the uncertainty and frustration with a field changing beneath you, and the distastefulness of a lot of the content made with agents. But I think this is going to be a short liv","author":"doginasuit","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","personal_experience_narrative","specific_technical_details","opinionated_stance"],"bot_score":0.19927536231884058,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927628"},{"id":"aeb8bb0c-9929-406b-abdf-04ab2ee648fd","source":"hackernews","source_id":"49927568","content_type":"comment","title":null,"body_preview":"People here seem incredulous that others would learn from a video series, course, or book, but I've always found this content extremely valuable and would continue learning from them even now. I learn","author":"brailsafe","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","self_reference","imperfect_expression","absence_of_personality"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927568"},{"id":"4ff8b62d-9d5d-49c9-827f-d125713e6fbd","source":"hackernews","source_id":"49927710","content_type":"comment","title":null,"body_preview":"As an educator and author, I feel Molly's pain (Anthropic owes me $60k for pirated books). My course and book sales have dropped significantly. I feel like much of the value in my book-based knowledge","author":"__mharrison__","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.10242678340195753,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927710"},{"id":"fa8e2605-cf4a-4d66-aaed-e93faba4558a","source":"hackernews","source_id":"49927931","content_type":"comment","title":null,"body_preview":"I've written for a range of front-end publications. This year they've all cut down the amount they're publishing, started slopping out articles, or gone quiet altogether. It is rough. Speaking as an a","author":"OuterVale","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927931"},{"id":"6d7961db-7f22-41d5-adcb-1096cff8fb07","source":"hackernews","source_id":"49927458","content_type":"comment","title":null,"body_preview":"This is quite weird that \"AI\" presumably ruined book sales, since the info from the books were mostly available though the search.\nYou want it structured? You need the book - \"AI\" won't solve it for y","author":"Insimwytim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927458"},{"id":"c57c2902-8c5a-4d92-887f-e55ef23bc18d","source":"hackernews","source_id":"49927281","content_type":"comment","title":null,"body_preview":"Speaking as someone who never learned well from courses and always preferred documentation and 'just doing it': I wonder how much of this drop is 100% LLM usage by devs vs. devs realizing a lot of vid","author":"drewbitt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927281"},{"id":"9cce8077-8847-452c-8a2b-4e5f5158ab21","source":"hackernews","source_id":"49927638","content_type":"comment","title":null,"body_preview":"Founder of Boot.dev here: the industry is absolutely having a VERY rough time in 2026. Our revenue in particular is actually up in 2026 vs 2025, but modestly low double digit percent) vs 2025 being ne","author":"wagslane","classification":"human_created","confidence":0.85,"indicators":["founder_of_boot_dev","genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927638"},{"id":"0338a866-946d-4c9a-b838-40147c7e2944","source":"hackernews","source_id":"49927346","content_type":"comment","title":null,"body_preview":"The traffic to my blog and my books (which were free to read online) increased beyond what I can currently afford.\nThat’s a shame. I’m surprised someone so well versed in web technologies has such a b","author":"reassess_blind","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","imperfect_expression"],"bot_score":0.07193609377704335,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927346"},{"id":"6cb79b96-553e-494b-a1f0-8be26c98efbf","source":"hackernews","source_id":"49927965","content_type":"comment","title":null,"body_preview":"I considered myself to be a web developer in the 90s and early 00s. Then things began changing very quickly into something I didn't recognize. I came from an era that did layout with table tags! I fel","author":"madrox","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927965"},{"id":"9576b680-429f-48d5-aae7-6543e55c640e","source":"hackernews","source_id":"49927560","content_type":"comment","title":null,"body_preview":"I'm taking courses at my local college (heavy duty diesel tech) and I'm finding how little use the teachers is for me. I got a digital copy of the textbook, and downloaded all the courses notes, pumpe","author":"Ralo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927560"},{"id":"e6530616-657a-49a8-828f-80c97b918a95","source":"hackernews","source_id":"49927595","content_type":"comment","title":null,"body_preview":"I'm on the same boat, negatively affected by AI. I'm the CEO and founder of an EdTech company and our B2C revenue has greatly decreased as a result of Gen AI.\nBut unlike the author of this post (or ci","author":"santiagobasulto","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.055964895707131035,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927595"},{"id":"4ae56273-919c-48a1-9bef-8bde90301d6f","source":"hackernews","source_id":"49927789","content_type":"comment","title":null,"body_preview":"Most of the stuff these Ed-Tech companies taught is counterproductive. Much of it was unnecessary solutions to problems that didn't exist.  So so many Web tools are things created because their creato","author":"rickreynoldssf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927789"},{"id":"9c766309-08ac-4964-841b-edc062c4b072","source":"hackernews","source_id":"49925019","content_type":"comment","title":null,"body_preview":"Is the model you trained available as open weights?","author":"redrove","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925019"},{"id":"3df4c4ad-09f7-4899-bfdd-29daaf437446","source":"hackernews","source_id":"49926019","content_type":"comment","title":null,"body_preview":"How do you define the model buckets, and what happens when a session genuinely needs a model that isn't in the bucket the HMM picked?","author":"jamesforestwest","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926019"},{"id":"71af9ed9-314a-43dc-b3cf-245cdfd50c07","source":"hackernews","source_id":"49925486","content_type":"comment","title":null,"body_preview":"Interesting work, and thanks for describing how your router works internally. It's definitely a fascinating subject. How would you say this compares to Cursor's auto mode?","author":"thefourthchime","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925486"},{"id":"ac346fce-09c8-4f38-a363-f3a750dbbcb9","source":"hackernews","source_id":"49926439","content_type":"comment","title":null,"body_preview":"How does this choose which models to use with any arbitrary set of model providers to work from? And why is an openrouter necessary for self-hosting?","author":"rirze","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1412801502233107,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926439"},{"id":"aad30c55-d900-4dde-b3db-4c44bf9d2a48","source":"hackernews","source_id":"49926948","content_type":"comment","title":null,"body_preview":"How do you handle provider variance on OpenRouter for the opensource models? Or do you use your own hosted version to mitigate this?\nAnd for both opensource and closed source, does the router account ","author":"ajspig1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_query","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926948"},{"id":"1d5bb10d-cd99-4f7d-86d2-0feab52b5948","source":"hackernews","source_id":"49927366","content_type":"comment","title":null,"body_preview":"Can it route to locally or LAN hosted Qwen or some other open weights model?","author":"gitowiec","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927366"},{"id":"98fcb2c1-152d-49ba-9597-e3a1eddbe8cf","source":"hackernews","source_id":"49927371","content_type":"comment","title":null,"body_preview":"If you are training on data labeled by frontier models, how do you expect to exceed the performance of frontier models, other than in the cost dimension by recognizing simpler problems and routing to ","author":"svnt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927371"},{"id":"064bf4e2-8cbb-45e8-ae8f-020eae9f0354","source":"hackernews","source_id":"49927168","content_type":"comment","title":null,"body_preview":"Have you compared this to using GPT-6.1 Sol instead of GPT 6 Astra + Deepseek? From my test, 6.1 Sol is a lot more token efficient than 6 Sol while being similar to Astra in performance, and I don't r","author":"YuechenLi","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927168"},{"id":"061f684d-4103-4259-ac59-bb9043ddeaaa","source":"hackernews","source_id":"49924002","content_type":"comment","title":null,"body_preview":"i was trying to understand why i would use this over their current offerings of queues, and im really sick so my brain isn't working. so i ran it through ai\n  You need...                              ","author":"ipkstef","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","human_indicators_present","list_heavy_advice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924002"},{"id":"19397187-e5d2-4622-aa55-32592e0fb964","source":"hackernews","source_id":"49923541","content_type":"comment","title":null,"body_preview":"What's the benefits of this over traditional GKE pub/sub, kafka or another queuing service?","author":"theredsix","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923541"},{"id":"2a42068f-6416-4d6d-b9f7-aea66cccbcb0","source":"hackernews","source_id":"49924023","content_type":"comment","title":null,"body_preview":"This sounds like a super interesting product, but I'm always reluctant to build on anything that isn't a portable industry standard.","author":"thepaulmcbride","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924023"},{"id":"140a4218-e053-4c3b-829f-794c5459b596","source":"hackernews","source_id":"49923348","content_type":"comment","title":null,"body_preview":"If I was a serious Cloudflare customer I would be seriously concerned about the security of my infrastructure with them. Yes LLMs can code fast but this is an almost frenetic pace of releasing new pro","author":"loufe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923348"},{"id":"4f30fd24-80b0-425e-b75c-08f19a4bb03d","source":"hackernews","source_id":"49925381","content_type":"comment","title":null,"body_preview":"Minor correction: it is not true that no major object stores support appends--Azure Blob Storage has from the beginning.","author":"senderista","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925381"},{"id":"03a0a53e-75be-45c2-bd54-ce80b76b2d46","source":"hackernews","source_id":"49925407","content_type":"comment","title":null,"body_preview":"Not a single mention of AWS Kinesis? That seems like the closest competitor.","author":"senderista","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925407"},{"id":"6ff9362d-6353-4864-84ad-4f7c0e81026b","source":"hackernews","source_id":"49926052","content_type":"comment","title":null,"body_preview":"i think nats jetstream is superoverlooked in this space. the amount of throughput is more then enough for any medium scale enterprise as long as you know what you are doing","author":"sarkarghya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926052"},{"id":"74d437f7-2766-4c92-a1f5-a9fb567f4686","source":"hackernews","source_id":"49924410","content_type":"comment","title":null,"body_preview":"How does this solution differ from AutoMQ and WarpStream? I’ve worked with one of them, and it is indeed a serverless solution built on top of S3.\nAs far as I know, Kafka itself already supports offlo","author":"kirillkosolapov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924410"},{"id":"3fba9167-e837-4722-bb1f-f739471f04f3","source":"hackernews","source_id":"49925504","content_type":"comment","title":null,"body_preview":"Congratulations on the launch! Looks very interesting indeed!\nAs someone who enjoys writing Kafka streams applications I am also looking forward to the day you support the Kafka APIs.\nHaving a cost ef","author":"eivindga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925504"},{"id":"525f0367-7f6d-4f47-be17-3f617a47b8a6","source":"hackernews","source_id":"49926350","content_type":"comment","title":null,"body_preview":"Has anyone built anything on top of D1 + Durable objects for multi tenancy? How has been the experience?","author":"wg0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926350"},{"id":"f9a51012-9a5b-4806-be6a-25ad292e0a37","source":"hackernews","source_id":"49924645","content_type":"comment","title":null,"body_preview":"Congrats on the launch! Stream/event-based system are really powerful, but they are also just pretty complex, in no small part because the modeling of streams for most people today is really modeling ","author":"addisonj","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924645"},{"id":"b59eed78-dd17-4560-a908-fe9b3c6a8d03","source":"hackernews","source_id":"49926130","content_type":"comment","title":null,"body_preview":"I wonder how many of data infra startups are wrapper on top of S3.\nAlso, the boundary between OLTP and OLAP is blurring every day.\nFor folks who want an off shelf version of this you may be interested","author":"vira28","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","template_phrases"],"bot_score":0.06540098948417433,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926130"},{"id":"362e4e2b-5b12-4ee0-8091-6b740f24abd8","source":"hackernews","source_id":"49927368","content_type":"comment","title":null,"body_preview":"Cloudflare is catching up to be a full AWS/GCP/Azure. At start it was just a few services around but they are adding everything else","author":"max8539","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927368"},{"id":"c6247388-f514-450b-b054-a3533b828e7e","source":"hackernews","source_id":"49923432","content_type":"comment","title":null,"body_preview":"I'm the author of the post and tech lead for K2. Happy to answer any questions!","author":"necubi","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923432"},{"id":"50a16cc6-1697-4d1d-bc96-35eda4e7ff20","source":"hackernews","source_id":"49927559","content_type":"comment","title":null,"body_preview":"Rather than requiring consumers to ack the batch, why not just have them submit the ID of the batch tail on `consume` requests?","author":"pcthrowaway","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927559"},{"id":"7a7b12d5-fdae-440d-b640-11d6cb8245b3","source":"hackernews","source_id":"49923705","content_type":"comment","title":null,"body_preview":"Object store is quickly becoming the new core data substrate. Lets build kafka, but on s3. Lets build github, but on s3. It feels like we going to see more and more \"object-store first\" systems in the","author":"psanford","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923705"},{"id":"9c94da4d-6a81-4dbb-a235-129d8fccefbd","source":"hackernews","source_id":"49924310","content_type":"comment","title":null,"body_preview":"I've been messing around with a language that I summarize as:\nALOE = Scheme + Smalltalk + Types\nhttps://github.com/dharmatech/2026-09-02-aloe-racket\nPrototype is in Racket.","author":"dharmatech","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","terse_replies"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924310"},{"id":"7b97a923-c4a0-4052-94b4-91dd676334ee","source":"hackernews","source_id":"49925369","content_type":"comment","title":null,"body_preview":"For the curious, there is an official YouTube channel with the previous editions https://www.youtube.com/@racketlang/playlists (It usually take a few months until the videos are edited and uploaded.)","author":"gus_massa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925369"},{"id":"a138769a-9969-45ab-a7f3-a78e82d2dcfd","source":"hackernews","source_id":"49925506","content_type":"comment","title":null,"body_preview":"> undocumented feature that lets the firmware bypass the fixed WiFi and Bluetooth functionality and instead capture raw IQ baseband samples\nSo kind of like those TV USB sticks that you can adapt into ","author":"ErroneousBosh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0.113157199363175,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925506"},{"id":"8bd67c34-9df0-4d08-97d1-e17c89d14e1e","source":"hackernews","source_id":"49925830","content_type":"comment","title":null,"body_preview":"Since I'm a little slow and it took me a minute:\nSDR in this context is software defined radio.","author":"drtz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925830"},{"id":"2fc58616-9160-4dd1-82ed-309bf855e16c","source":"hackernews","source_id":"49925620","content_type":"comment","title":null,"body_preview":"Very exciting!\n> However, the current prototype uses the FPGA to clock the ESP32, which results in poor phase noise.\nLooks like this was solved five days ago:\nhttps://github.com/h0m3us3r/eSpDR/commit/","author":"xd1936","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925620"},{"id":"e99db8b3-41db-4e29-a3bf-0f1dc21f7fc9","source":"hackernews","source_id":"49925432","content_type":"comment","title":null,"body_preview":"As far as I follow the research process it's currently quite difficult  to get all data (like the 80MSPS@10-Bit showcase on Reddit) to a computer without a FPGA+USB3.\nWith the new ESP32-S31 we most li","author":"BlackRabbit1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925432"},{"id":"eabbc84c-7dd8-4f27-b64f-87ff6e1e3abd","source":"hackernews","source_id":"49925416","content_type":"comment","title":null,"body_preview":"So many $1 wireless ICs have a powerful \"SDR\", but will never be documented due to certification/compiliance/export-control reasons. The projects listed here rightly limited the scope to RX-only but E","author":"mallets","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","personal_perspective","technical_depth"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925416"},{"id":"360561ec-a4ac-4eb0-a227-7a40317a21fe","source":"hackernews","source_id":"49926344","content_type":"comment","title":null,"body_preview":"Well I said that before AI will soon make the pcb and electronics just like code, it seems some hw engineers didn’t like it, months later there are few products about the same idea :)","author":"tamimio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11328656062834119,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926344"},{"id":"e2614276-aa69-4cbd-9197-12565bdcdc66","source":"hackernews","source_id":"49925847","content_type":"comment","title":null,"body_preview":"Quite a few of the challenges revolve around asking for LLMs to complete tasks reliably and aren't about whether an instance of an LLM completing the task exists. Quite a few of the goalposts are cons","author":"JBits","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925847"},{"id":"62985ea6-a436-4076-88a0-326ce0c35064","source":"hackernews","source_id":"49925176","content_type":"comment","title":null,"body_preview":"I made a bet with a guy on HN that the market value of OpenAI + Anthropic would get to at least 2.5T by 2027. I think I'm on track to winning.\nhttps://news.ycombinator.com/item?id=48517353\nI also made","author":"simianwords","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.1474153421067458,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925176"},{"id":"94629059-592f-4cfb-bb89-ecd6302e02be","source":"hackernews","source_id":"49925827","content_type":"comment","title":null,"body_preview":"A chess scoresheet sometimes contains mistakes but chess players can figure out in many cases what was meant by thinking of what moves make sense and considering the level of play so far. Popular AIs ","author":"eternal_braid","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925827"},{"id":"5e7532d2-bdfe-4058-bebb-5588aa89e8e7","source":"hackernews","source_id":"49925297","content_type":"comment","title":null,"body_preview":"How was this assembled? From a meta point of view, how much AI was used to curate and highlite the goals; how much was used to assemble the site itself? Or deploy it?","author":"travisgriggs","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925297"},{"id":"ed8e12ae-d53b-476d-9e14-581e3514153f","source":"hackernews","source_id":"49925228","content_type":"comment","title":null,"body_preview":"If for each mistaken prediction there was some mild accountability, like someone shows up and slaps you with a trout, it would improve the site. But it should be added to the terms of service first.","author":"delichon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11958307952143721,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925228"},{"id":"d3bb3e6a-a25d-41bd-a2d3-9cdd9299deed","source":"hackernews","source_id":"49925479","content_type":"comment","title":null,"body_preview":"The Turing test is interesting, because I believe that the current LLMs are perfectly capable of parsing the it in many situations. On the other hand we also have people are sound like they aren't rea","author":"mrweasel","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","imperfect_expression"],"bot_score":0.12395860997421704,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925479"},{"id":"ec44b69c-e95e-476f-9ba9-eb27ca0d2aa8","source":"hackernews","source_id":"49925933","content_type":"comment","title":null,"body_preview":"Not sure why this thread got flagged ?\nIts fun. Can you add a sort by controversial? I'd like to know where people disagree the most between yes and no.","author":"6thbit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925933"},{"id":"2e03432c-e69d-43c5-8ace-dfb926748bab","source":"hackernews","source_id":"49925400","content_type":"comment","title":null,"body_preview":"What is interesting to me is in 2016 people were like; pass Turing test, write code, order me a coffee.\nAnd even in 2024 the themes are similar, generally more complex or specific about the coding/tur","author":"ErrantX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925400"},{"id":"e803777a-2a81-4c00-8152-fe63ff015ffc","source":"hackernews","source_id":"49925003","content_type":"comment","title":null,"body_preview":"Very pleased one of my predictions was totally wrong: https://news.ycombinator.com/item?id=23252711\nSure, sure, what\nLLMs make still isn't \"efficient bug-free code\": my\nprediction is falsified because","author":"ben_w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.20110276044371003,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925003"},{"id":"61ede03b-2b87-44ef-9d4f-e81d8fc5790e","source":"hackernews","source_id":"49925509","content_type":"comment","title":null,"body_preview":"Heh, there's one of mine: https://stoppels.ch/goalposts/?c=39727943\n\"GPT-4 looks at original ASCII art of a foot, not copied from the web, and says it is a foot.\"\nThe vote is currently 64% yes, 18% no","author":"Retr0id","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.11253116944322543,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925509"},{"id":"10e26867-4d80-426e-a044-bdd2f2abdd69","source":"hackernews","source_id":"49925231","content_type":"comment","title":null,"body_preview":"At least 1/3rd of these predictions aren't clear enough to determine exactly what is being claimed/predicted. Even after reading the full comment multiple times, on a lot of them I couldn't tell where","author":"bmenrigh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925231"},{"id":"e76eddd0-02c4-4ff5-994a-19dda76ad204","source":"hackernews","source_id":"49927730","content_type":"comment","title":null,"body_preview":"Can we do the same for MacOS, iOS? I want to run them inside Linux.","author":"amelius","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12029603362315021,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927730"},{"id":"8dd32238-b36c-46f7-b945-2f179891ed9b","source":"hackernews","source_id":"49926188","content_type":"comment","title":null,"body_preview":"This is a neat idea. It opens up a whole new way to make a web app into a native app, while also adding native features not available in web views","author":"mircerlancerous","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926188"},{"id":"00f604e2-7060-46b3-86ae-7859377a4380","source":"hackernews","source_id":"49926259","content_type":"comment","title":null,"body_preview":"Is this named like Jev intentionally? Or is this just a new naming convention that I haven't been watching?","author":"helpprotactiniu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926259"},{"id":"7c5d29f9-581f-4f5d-a49e-dc8b93da0f06","source":"hackernews","source_id":"49927806","content_type":"comment","title":null,"body_preview":"Very cool idea, though I think we're a long way away from this. Hopefully they file bugs on the specs when they find ambiguities.\nAlso the specs are written to define observable behavior, and there's ","author":"esprehn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927806"},{"id":"5e0e1bd8-6cde-4f04-bfda-c00b7e38fc54","source":"hackernews","source_id":"49925896","content_type":"comment","title":null,"body_preview":"I'm looking forward to the day when we have fully functioning web browsers that we have full programmatic control over in all aspects.\nWith luck all chromium/blink-based browsers will go the way of th","author":"fouc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925896"},{"id":"4b4eeb31-4dbd-4ce4-b768-46d7afead061","source":"hackernews","source_id":"49926181","content_type":"comment","title":null,"body_preview":"This makes a ton of sense to me with the huge corpus of web standards that exist. In theory we should be able to generate a browser from those specs, it just took a massive amount of effort before. Ma","author":"Alacart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926181"},{"id":"b60293ea-d48d-4d1b-be23-2202e4d42462","source":"hackernews","source_id":"49927999","content_type":"comment","title":null,"body_preview":"What a great read, I generally associate substack with verbose, low quality content, but definitely not the case here!","author":"dgellow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.08445255001603628,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927999"},{"id":"dfd2310d-28f4-4f4d-9cb6-51d92c175165","source":"hackernews","source_id":"49927929","content_type":"comment","title":null,"body_preview":"That code font is painful to read, no syntax highlighting and extremely pixelated. It's retro but an eyesore.","author":"croemer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927929"},{"id":"6b26bc5e-4253-4151-899e-55e8c0a84b67","source":"hackernews","source_id":"49927795","content_type":"comment","title":null,"body_preview":"Cross-post from the 1.0 thread. I’m currently building a harness for Slack to support our on-call and support channels. It’s been working great so far.\nThe harness is built on top of the Pi SDK. I ini","author":"azuanrb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927795"},{"id":"68f22bf3-8202-48fe-93ce-d9075e37daea","source":"hackernews","source_id":"49927249","content_type":"comment","title":null,"body_preview":"Nice! I made my own version of this for Pi but I’m excited to see if I can just replace it lol","author":"saagarjha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.11271373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927249"},{"id":"5068db4e-6bfc-4bee-bd13-5c2878983595","source":"hackernews","source_id":"49927339","content_type":"comment","title":null,"body_preview":"Brilliant. I wish the the durable application state wasn't restricted to just the json documents though. There should be some sort of integrated way of implementing the outbox pattern so external stor","author":"vmg12","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927339"},{"id":"171670df-fedf-425e-843f-d1ee502a8467","source":"hackernews","source_id":"49927614","content_type":"comment","title":null,"body_preview":"super interesting. I have so many half-considered questions... like sandboxing (it seems like it is BYO). would love to have some kind of policy engine.. perhaps an integration with https://github.com","author":"rsalus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927614"},{"id":"fc8ec943-7304-4ac5-8b0b-d2cb892d7b05","source":"hackernews","source_id":"49927715","content_type":"comment","title":null,"body_preview":"I like the multi-user bit the most. Should make it easier to build my remote control tool, as something I've had to hack around is not being able to use ACP while the TUI is active in an instance.","author":"skeledrew","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1166201357211871,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927715"},{"id":"32bb5576-325b-4b47-b1b7-22bf32d88dad","source":"hackernews","source_id":"49927822","content_type":"comment","title":null,"body_preview":"What are people using these infinitely-running agents for?","author":"phainopepla2","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927822"},{"id":"b2b99167-56de-453b-990a-fe962af6e640","source":"hackernews","source_id":"49927056","content_type":"comment","title":null,"body_preview":"> The entire source code, without tests, is about 15,000 lines, which comes out to about 150,000 tokens with GPT and about 250,000 with Claude.\nWoah, that big of a difference when it comes to token co","author":"ireadmevs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927056"},{"id":"8f6e701c-71e6-4f09-a4aa-5273e8b1a826","source":"hackernews","source_id":"49927001","content_type":"comment","title":null,"body_preview":"Very cool to see Pi build a durable agent harness too. I've been building in this space for quite some time myself [0][1] and it is a super interesting place of innovation. Less hype-y that on-your-ma","author":"lukebuehler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927001"},{"id":"126e8aa7-51b0-450d-8f9a-1ff9f52af918","source":"hackernews","source_id":"49926043","content_type":"comment","title":null,"body_preview":"Extremely interesting page, thank you, am reading through it.\nIt's amazing what can live where. There are microbes a mile down and a mile up, in near boiling water and in subzero conditions.","author":"nephihaha","classification":"human_created","confidence":0.7,"indicators":["terse_replies","genuine_specificity","platform_fluency"],"bot_score":0.11991911998594489,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926043"},{"id":"39238104-d350-40a2-b9b3-b241c8be2fe3","source":"hackernews","source_id":"49927394","content_type":"comment","title":null,"body_preview":"Anoxic brine pools are beautiful and uncanny. https://cdn.mos.cms.futurecdn.net/hB2ogu7nw4r9YZWfHoUgLi-192... https://oceanexplorer.noaa.gov/multimedia/daily-image-media-...\nFrom the exploration vehic","author":"areoform","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","original_commentary_around_quotes"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927394"},{"id":"0bf78649-4843-490c-8c16-c24c346be0d9","source":"hackernews","source_id":"49924396","content_type":"comment","title":null,"body_preview":"I wonder if a good usecase for this would be cloudflare's WAF rules. Give broader request context to the decider and let it pick type of challenge/block traffic directly.\nPerhaps that may be too costl","author":"6thbit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924396"},{"id":"7d913ec4-71b6-406f-bdb9-1ec5d35189c5","source":"hackernews","source_id":"49925328","content_type":"comment","title":null,"body_preview":"Oldy enough I tired this 2h ago as I was testing jev on cf and was like oh this should be a better replacement but it takes 3s which is useless to me","author":"alex7o","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.08390318255769805,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925328"},{"id":"871472f9-cb48-4941-a98e-3316d7f4e6e3","source":"hackernews","source_id":"49925049","content_type":"comment","title":null,"body_preview":"Related: an intelligence cache for decision model data: https://cachev.dev\nI built this for my own needs, and thought others might find it useful too.","author":"jasfi","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925049"},{"id":"6a5d3dfc-5573-4108-9900-b554bf6cd451","source":"hackernews","source_id":"49925524","content_type":"comment","title":null,"body_preview":"Why give cloudflare your data ?\nAt0M: A 60M local Jev at 16 ms latency and 79% accuracy on Typed Decision\nhttps://at0m.pienomial.com/\nhttps://news.ycombinator.com/item?id=49920350","author":"okpatil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925524"},{"id":"6c35ac08-5319-4586-9e74-b1a44e220bac","source":"hackernews","source_id":"49925083","content_type":"comment","title":null,"body_preview":"Is there a Jev-like model I can run on my Mac? Something like Ollama? Or what's the best way to play with it? Is there a cheap/free API service eg on OpenRouter?","author":"croemer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925083"},{"id":"47eff183-5189-4b70-a00e-dcf9c39e931c","source":"hackernews","source_id":"49927636","content_type":"comment","title":null,"body_preview":"Commodities get commoditized.\nNothing to see here.","author":"_superposition_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927636"},{"id":"d7a391d4-4da5-4768-8136-dfa51801f3c7","source":"hackernews","source_id":"49925578","content_type":"comment","title":null,"body_preview":"I found the paragraph about how much networking data they have weird. I mean, if you already have all that data why didn't you train your models already using that? Why did you need clef to begin with","author":"ranyume","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925578"},{"id":"9ddea62c-cbe6-42f5-8430-ca615118da60","source":"hackernews","source_id":"49924597","content_type":"comment","title":null,"body_preview":"With all these new Jev-like models popping up, has anyone actually started building anything with them yet? It's odd how quickly they've multiplied despite being relatively niche in their use cases, a","author":"ksymph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924597"},{"id":"ca7748a3-aa18-47f7-a05a-d9fc0ec039a9","source":"hackernews","source_id":"49926220","content_type":"comment","title":null,"body_preview":"> This means that a human does not necessarily need to be in the loop for agentic decisions anymore — agents can programmatically gather context, make decisions, and take actions on tasks, or defer to","author":"cakoose","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926220"},{"id":"fd388f80-e6ea-416d-90a7-774beefb59b0","source":"hackernews","source_id":"49924297","content_type":"comment","title":null,"body_preview":"A question someone not trainined in AI/ML field, Is a decision model that easy to crete that there are floods of these JEV alternatives already?\nOr are companies/people already building this based on ","author":"yipinwong","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12971030577719406,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924297"},{"id":"b6b96449-78f3-47a3-9577-2ea528c50a8d","source":"hackernews","source_id":"49925130","content_type":"comment","title":null,"body_preview":"This is awesome.\nI bet the competition will result in research into how to make these decision models several more orders of magnitude faster and cheaper.\nHere's a challenge problem - look at a 1M con","author":"fooker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925130"},{"id":"84c78786-ec34-4d1e-8f6b-04b15a7397e8","source":"hackernews","source_id":"49925842","content_type":"comment","title":null,"body_preview":"I’ll go out on a limb and suggest that I don’t think a Jev-like model is particularly useful unless you can fine tune it.  The Jev API has zero ability to pass in a prior [0], and, if you can neither ","author":"amluto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.14106629800082637,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925842"},{"id":"873df223-8ee0-4698-b3c8-6775ad6c221c","source":"hackernews","source_id":"49927461","content_type":"comment","title":null,"body_preview":"> This contrasts with the world of Large Language Models (LLMs), which are largely non-deterministic, but are open-ended enough to reason...\nThis seems misleading. Decision models do not produce deter","author":"meander_water","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927461"},{"id":"cac227c5-dd66-43d4-a6b0-8acd91c4dae2","source":"hackernews","source_id":"49925183","content_type":"comment","title":null,"body_preview":"For smaller scale decision model that runs on CPU, check https://news.ycombinator.com/item?id=49923223","author":"mrkn1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.07544773413922827,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925183"},{"id":"910a31e3-e17e-43b9-a3b6-58c1615a2890","source":"hackernews","source_id":"49924307","content_type":"comment","title":null,"body_preview":"Clef is based on Qwen3.8-27B and Clef-flash is based on Qwen3.8-9B (edit: actually Qwen3.5-9B). So, similar in spirit to Kev by my understanding, but based on a newer model.","author":"bityard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924307"},{"id":"bfbc13f5-7878-47d2-901e-c3090e36e822","source":"hackernews","source_id":"49924252","content_type":"comment","title":null,"body_preview":"Pricing is $0.24/million input tokens which is ~6x compared to Jev. Clef-flash is at $0.09 which is way more competitive.","author":"ssiddharth","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924252"},{"id":"5db360cf-ab03-4bb4-baa6-6938e4cd9f1f","source":"hackernews","source_id":"49924502","content_type":"comment","title":null,"body_preview":"Open weights, not open source.\nThe weights have permissive licensing, but the data and training pipeline are not published to reproduce them from their proprietary Qwen starting points. Weights are no","author":"buildbuildbuild","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924502"},{"id":"8e679a93-14fd-4f64-85af-fa630a31087d","source":"hackernews","source_id":"49926385","content_type":"comment","title":null,"body_preview":"Jev = $0.042/m input, output free\nClef = $0.24/m input, no output price listed\nAt 300 tokens per call, you'd get:\nOne million decisions on Jev cost about $12.60.\nOne million decisions on Clef cost abo","author":"vulture916","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926385"},{"id":"022227d8-2c54-4e3b-896c-f18ec521fef5","source":"hackernews","source_id":"49924445","content_type":"comment","title":null,"body_preview":"Am I hearing this right, that they made a decision model based on Typesafe's new paradigm, and actually made a model better than Jev based on Typesafe's own ranking?\nAnd it's only been a few weeks.","author":"manlymuppet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924445"},{"id":"4d3cb9a0-4d70-435d-83df-9d610daf6d5a","source":"hackernews","source_id":"49927507","content_type":"comment","title":null,"body_preview":"For me it is definitely Pico.css. Honorable mentions: simple.css, tacit, w3c-chocolate.","author":"nilslindemann","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927507"},{"id":"3d24adc8-e271-4eaf-ba96-06e23a9f6b01","source":"hackernews","source_id":"49927643","content_type":"comment","title":null,"body_preview":"Reminds me of this website for  checking classless stylesheets.\nhttps://dohliam.github.io/dropin-minimal-css/","author":"sphars","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927643"},{"id":"5132b25e-f8d3-41cb-9681-f419a4750cad","source":"hackernews","source_id":"49927811","content_type":"comment","title":null,"body_preview":"[2019]\nBut might be due a revival on the shoulders of LLMs.","author":"e12e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.07457505317006316,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927811"},{"id":"7e75c45a-413a-499e-9e38-f5b37b97edd5","source":"hackernews","source_id":"49927939","content_type":"comment","title":null,"body_preview":"Correct terminology: https://en.wikipedia.org/wiki/Reset_style_sheet","author":"ivanjermakov","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927939"},{"id":"974d514a-dad8-4814-87c6-530584644942","source":"hackernews","source_id":"49927122","content_type":"comment","title":null,"body_preview":"This will just force high SNR Posters to other platforms. ArXiv is rate limiting itself out of relevance.","author":"move6729","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927122"},{"id":"5036d56e-252a-41ad-9da5-8c1d22276701","source":"hackernews","source_id":"49927037","content_type":"comment","title":null,"body_preview":"Nice writeup and the policy is a step in the right direction. I suspect simple rate-limit measures like this will be a big improvement.\nI suspect a logical conclusion Arxiv and elsewhere may be an ide","author":"the__alchemist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","imperfect_expression"],"bot_score":0.10958873622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927037"},{"id":"a527b662-aa73-4b9a-a1aa-e761710de300","source":"hackernews","source_id":"49927013","content_type":"comment","title":null,"body_preview":"some highlights:\n> In September of 2016, arXiv received 9,869 submissions. In September of 2024, arXiv received 20,569 submissions. This September, arXiv received 40,363 submissions, which in turn gen","author":"bryan0","classification":"ai_generated","confidence":0.9,"indicators":["false_specificity","suspiciously_balanced","missing_platform_voice"],"bot_score":0.23077414341034508,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927013"},{"id":"e93a45cf-9531-48ea-9a92-d602b7814a3c","source":"hackernews","source_id":"49927683","content_type":"comment","title":null,"body_preview":"As an academic and regular submitter to arXiv, this is an eminently sensible policy. I like that it's per-submitter and not per-author, that means that the big labs with large collaborations shouldn't","author":"kiwih","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927683"},{"id":"178e5243-2f45-43d9-b794-26d3e160783b","source":"hackernews","source_id":"49924156","content_type":"comment","title":null,"body_preview":"I wonder what some experienced OSM editors think when they see StreetComplete edits.","author":"Cider9986","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1374378543879811,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924156"},{"id":"55992b1f-94a6-4d1f-a952-2685c42a7765","source":"hackernews","source_id":"49921570","content_type":"comment","title":null,"body_preview":"I feel I must warn you. It is a gateway to more heavy map editing using the online editor or tools like Vespucci.","author":"bjoli","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921570"},{"id":"e919a7d3-031b-4a8f-af22-f7556b3dd554","source":"hackernews","source_id":"49922010","content_type":"comment","title":null,"body_preview":"OSM editor Go Map!! also has a \"Quests\" overlay that is very similar to Street Complete (even uses the same icons). And you can also define custom quests for data you want to easily gather.\nHowever, i","author":"mbirth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922010"},{"id":"5cc5f33e-2738-4c55-9137-dcaf0753f225","source":"hackernews","source_id":"49923004","content_type":"comment","title":null,"body_preview":"You should probably link to the relevant post\nhttps://github.com/streetcomplete/StreetComplete/issues/5421...","author":"Alifatisk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10730956343527735,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923004"},{"id":"70f66075-f80d-46d7-a33c-981f815ed78f","source":"hackernews","source_id":"49922150","content_type":"comment","title":null,"body_preview":"I'm trying to get off of Apple Maps and into OSM (using Magic Earth as my navigation app) - seeing more OSM work is exciting.\nNow I need to figure out if it's possible to merge my navigation maps with","author":"pkthunder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922150"},{"id":"97c393ac-2073-48d5-b001-ede053089554","source":"hackernews","source_id":"49922581","content_type":"comment","title":null,"body_preview":"Go mapp!! For ios is free and very good alternative as well. made by bryce cogswell previous developer on sysinternals. https://apps.apple.com/gb/app/go-map/id592990211","author":"K2h","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922581"},{"id":"b91accab-9629-488c-b30a-a02916e305bb","source":"hackernews","source_id":"49921134","content_type":"comment","title":null,"body_preview":"Maybe I don’t understand how it’s supposed to work, but the very first question I was given had three choices and none of them were correct. What are you supposed to do then?","author":"dmd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921134"},{"id":"48aaf35f-b66f-4a12-9cc3-59473f7e431c","source":"hackernews","source_id":"49920302","content_type":"comment","title":null,"body_preview":"I'd like to hear more about people's experiences with Kotlin Multiplatform","author":"intrasight","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1457202720956156,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920302"},{"id":"5db9138f-7b58-4ff8-89e7-adf05538f2d4","source":"hackernews","source_id":"49920282","content_type":"comment","title":null,"body_preview":"It's a great app, been using it on Android for years. It has a really low barrier of entry (except maybe OSM account creation) and makes improving OpenStreetMap really easy even for people that have n","author":"elaus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920282"},{"id":"2dffd2c9-a487-4a24-bd46-861557b00e20","source":"hackernews","source_id":"49920330","content_type":"comment","title":null,"body_preview":"StreetComplete is great. For me it made Openstreetmap much more approachable and now thanks to me there are a few more public toilets and one small road in osm. Especially with the road it was really ","author":"anotherpaul","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920330"},{"id":"1bcc1804-6136-4811-8ad5-7d8ce2e6601c","source":"hackernews","source_id":"49920713","content_type":"comment","title":null,"body_preview":"I have been using StreetComplete on Android thanks to a comment here some weeks ago. This is a really great tool, the barrier to contribute is brought to nearly zero.\nThe only one thing missing for me","author":"Loic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920713"},{"id":"49c16fac-6ebf-4490-a8c9-b3f068d5cf4c","source":"hackernews","source_id":"49925273","content_type":"comment","title":null,"body_preview":"I am incredibly excited for this -- while I love doing StreetComplete quests myself, the lack of iOS support has prevented me from grabbing my friends / random strangers and turning mapping my city in","author":"alethic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925273"},{"id":"f184c235-2832-4955-8604-9c584c3a6370","source":"hackernews","source_id":"49920557","content_type":"comment","title":null,"body_preview":">Known caveats (we are working on it):\n>forms can only be canceled with the back gesture rather than clicking anywhere on the map\nWell for me not even the back gesture works, I just have to force clos","author":"thrownawaysz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920557"},{"id":"17c9b6a8-41c5-4528-83a1-099940911f49","source":"hackernews","source_id":"49920741","content_type":"comment","title":null,"body_preview":"I tried both StreetComplete and EveryDoor on my Android for a while.\nI prefer EveryDoor. It's oriented more towards stores and things I'm interested in on the map.\nEveryDoor exist on the Apple store t","author":"tbo47","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920741"},{"id":"fc7a947e-3124-42b6-a373-356c56b6a680","source":"hackernews","source_id":"49920275","content_type":"comment","title":null,"body_preview":"StreetComplete is regularly cited whenever OpenStreetMap is mentioned on HN, and with excellent reason (this is a really good introduction to mapping with OSM). Congratulations to the team for the bet","author":"PetitPrince","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_praise","natural_digression"],"bot_score":0.20943609377704334,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920275"},{"id":"92b51b48-e7e6-4303-bbd3-54462cc678da","source":"hackernews","source_id":"49920335","content_type":"comment","title":null,"body_preview":"Link to the actual TestFlight beta invite, since it wasn’t easily found on the linked page:\nhttps://testflight.apple.com/join/K1u3eUU5","author":"greggsy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920335"},{"id":"1878ea8b-38e3-4858-986c-115d9cf86e0e","source":"hackernews","source_id":"49924223","content_type":"comment","title":null,"body_preview":"I love the project idea, unfortunately I had bad experiences with the community. I had lots of fun walking my neighbourhood to perform quests in the app until like one or two other users started rever","author":"atollk","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924223"},{"id":"ceec4e3e-410c-4a9d-bd84-a07796591ea2","source":"hackernews","source_id":"49920261","content_type":"comment","title":null,"body_preview":"From the README:\nStreetComplete is an easy to use editor of OpenStreetMap data available for Android. It can be used without any OpenStreetMap-specific knowledge. It asks simple questions, with answer","author":"JBiserkov","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920261"},{"id":"41362c73-1db3-4415-bc6b-17bdb3ab0be6","source":"hackernews","source_id":"49921800","content_type":"comment","title":null,"body_preview":"Thank you, German government:\n> Within the frame of Prototype Fund round 15 (March 2024 to August 2024), the German Federal Ministry of Education and Research sponsored Tobias Zwick to work on StreetC","author":"Fnoord","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49921800"},{"id":"e6d522f5-661e-449c-ae59-0e89b936e271","source":"hackernews","source_id":"49924994","content_type":"comment","title":null,"body_preview":"Is it time to kill the database and replace it with a LLM optimized compiled version that simply implements the required API directly in (Rust) code, without any dynamic overhead? It probably will sti","author":"childintime","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.13732339939447247,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924994"},{"id":"75a1b092-d067-473f-90de-765c638c4193","source":"hackernews","source_id":"49923767","content_type":"comment","title":null,"body_preview":"It would be nice to have a page that actually loads. This one doesn't. RIP.\nUPDATE: It loads now, but it didn't when it was first posted. Traffic load on the server does matter.","author":"OutOfHere","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.15476619158235155,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923767"},{"id":"efdcb32c-b244-4032-9d69-6a2044a0c3d3","source":"hackernews","source_id":"49923806","content_type":"comment","title":null,"body_preview":"This sounds like the Postgres vs. InnoDB argument 10 years later. Postings pointed at physical location (the ANN slot), so every SPFresh rebalance rewrote every index touching that doc. InnoDB solved ","author":"blakeashleyjr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923806"},{"id":"2739ea13-0a1b-45dc-a54c-733e7e84cba8","source":"hackernews","source_id":"49923786","content_type":"comment","title":null,"body_preview":"I find very little reason to use a pure vector database for enterprise retrieval. We built an enterprise retrieval engine on top of a SQL database with native vector support, and the flexibility is so","author":"sreekanth850","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923786"},{"id":"81afb9d8-a222-493d-9d6f-eb38927b5f07","source":"hackernews","source_id":"49924404","content_type":"comment","title":null,"body_preview":"Im not full read up on RAG pipelines, but has anyone ever tried to make the database a neural net itself? I.e get rid of any sort of traditional databases, and then you basically just have some sort o","author":"ActorNightly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924404"},{"id":"7eeac3e7-f6c4-4572-bc0f-f811696e7201","source":"hackernews","source_id":"49924080","content_type":"comment","title":null,"body_preview":"the multi-vector duplication thing makes sense, copying every attribute once per vector explodes quickly. what's the new primary index?","author":"drewlanenga","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924080"},{"id":"e3f7792b-c637-4ccd-9162-7b1cd041f103","source":"hackernews","source_id":"49924668","content_type":"comment","title":null,"body_preview":"> The problem with a vector primary index\nWe've realized this a long time ago at TopK and built a flexible serverless search engine from scratch. Supports dense/sparse vectors, late interaction, lexic","author":"marekgalovic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924668"},{"id":"77d17a49-7dbe-43aa-a058-2641b8cf0b62","source":"hackernews","source_id":"49924724","content_type":"comment","title":null,"body_preview":"I've really liked lancedb for similar use cases. Not just that it is OSS. But Lance treats ANN as a secondary index similar to what turbopuffer v3 does. Rows sit in fragments, and the vector index nev","author":"Tsarp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.09131058996510545,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924724"},{"id":"5d92e553-1e80-4fc0-8fa5-e9ca7dcd3081","source":"hackernews","source_id":"49925190","content_type":"comment","title":null,"body_preview":"AI has some of the craziest up and down cycles of tech I've ever seen","author":"tschellenbach","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925190"},{"id":"1b7d0a54-f73b-48ee-9fe6-ffca42a21db5","source":"hackernews","source_id":"49926404","content_type":"comment","title":null,"body_preview":"I’m developing a local “code graph mcp tool” (not yet published) and followed a similar path, though I may have been able to go further since I have fewer vectors in my database (even on projects with","author":"real_faxenoff","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","genuine_specificity","opinion_and_critique","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926404"},{"id":"de4aee4c-54a1-4c42-9676-683343b8daa2","source":"hackernews","source_id":"49924116","content_type":"comment","title":null,"body_preview":"Vector databases were always more about retrieval than either vectors or data storage. But the term stuck all too well and companies held on to it a tad too long. Sorry :)","author":"gk1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924116"},{"id":"49b22662-5999-4715-b6e7-38dd8a2cf88e","source":"hackernews","source_id":"49927906","content_type":"comment","title":null,"body_preview":"Dashboard was last updated on September 7, it started on September 5. Bug? Or no progress? It's linked in the blog post so would expect it to work: https://turbopuffer.com/v3","author":"croemer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_details"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927906"},{"id":"f2c3bac4-fe64-4ab6-87c1-60de4cc5e0d1","source":"hackernews","source_id":"49924039","content_type":"comment","title":null,"body_preview":"> This write amplification is large enough that our efforts to tune indexing throughput have started to hit diminishing returns.\n> don't key on the ANN address. That is precisely the change turbopuffe","author":"gopalv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924039"},{"id":"50faeba2-7e5d-4ae6-953f-cce1a14b9aba","source":"hackernews","source_id":"49926698","content_type":"comment","title":null,"body_preview":"Still waiting for remote functions to become ready :/","author":"sharktheone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.24433432925371773,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926698"},{"id":"3b454f76-b7a9-439b-9759-b3ba19b276cd","source":"hackernews","source_id":"49927650","content_type":"comment","title":null,"body_preview":"Sveltekit has been a breath of fresh air for me over the last few years.\nI've had to work on a Next.js for work and much prefer Sveltekit. Excited to try this release!","author":"blakeashleyjr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927650"},{"id":"d7af5df5-3158-41c2-866a-5a5a45527a87","source":"hackernews","source_id":"49927006","content_type":"comment","title":null,"body_preview":"I don't trust any of my devices anymore (including/especially my car). At the very least I figure that they're spying on me. In the most extreme cases, such as Israel's terrorist pager attack, they ma","author":"newspaper1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927006"},{"id":"902af628-4a9b-46e5-b3c1-68c48f2436b4","source":"hackernews","source_id":"49927130","content_type":"comment","title":null,"body_preview":"When I buy an EV, one of the first things I intend to do is disable or block the chips using Wi-Fi and/or cellular from broadcasting further. If that means a faraday shield around the computers in que","author":"stego-tech","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","personal_plan","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927130"},{"id":"d425c521-a137-4397-a3db-64357cddde8e","source":"hackernews","source_id":"49927269","content_type":"comment","title":null,"body_preview":"And this is without even looking at any Chinese manufactured vehicles...","author":"YuccaGloriosa","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927269"},{"id":"2b2f0a1e-7e39-4114-ba82-0fa9f057a389","source":"hackernews","source_id":"49927167","content_type":"comment","title":null,"body_preview":"What is the situation like for people who rip out the entertainment system out of older cars and install Android Auto? How \"bad\" is that?","author":"kazinator","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12854835550168797,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927167"},{"id":"f29469af-7e09-4a15-8d47-fb3e4e45621e","source":"hackernews","source_id":"49927640","content_type":"comment","title":null,"body_preview":"I've been on GrapheneOS for over 3 years and won't look back.","author":"blakeashleyjr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927640"},{"id":"ea4974bd-235b-4ca0-a1cd-ffe34e117dcd","source":"hackernews","source_id":"49927615","content_type":"comment","title":null,"body_preview":"I'm not surprised the Mercedes has the best privacy...","author":"delta_p_delta_x","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927615"},{"id":"dc87d8a0-3f3a-44ae-b45a-cf215f3d97c2","source":"hackernews","source_id":"49927641","content_type":"comment","title":null,"body_preview":"It's sad that the paper does not mention even once a straightforward solution, which is to pull the cellular modem's fuse or to outright unplug it.","author":"drnick1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.1284870821436792,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927641"},{"id":"c1e22416-c5a0-488b-9805-5ca557615881","source":"hackernews","source_id":"49927021","content_type":"comment","title":null,"body_preview":"While the researchers noted Tesla as having privacy options that can be enabled in the car’s settings, they didn’t seem to test how this changes the # of ATA results. Would have been interesting to se","author":"bnc319","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","opinion_or_speculation"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927021"},{"id":"c7266d2f-c62e-4b82-be0e-c75f1c4a4154","source":"hackernews","source_id":"49927357","content_type":"comment","title":null,"body_preview":"I was gifted a 90's ford pickup from a family member and plan to get caught up on maintenance and keep it forever.  It runs fine and has been a good project.  No telemetry and easy to work on.","author":"hn937758","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927357"},{"id":"ac00a870-c9c0-4627-b49b-9943d9efd70a","source":"hackernews","source_id":"49926980","content_type":"comment","title":null,"body_preview":"Still driving my GR Corolla with the data communications module fuse pulled.","author":"steelframe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926980"},{"id":"14fcb786-051d-4405-be7d-8df35db2025d","source":"hackernews","source_id":"49927049","content_type":"comment","title":null,"body_preview":"This seems like something that needs legislation to address.","author":"gwbas1c","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11307417063440747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927049"},{"id":"9fcc27aa-dd78-4c7a-b4f5-3066bf631269","source":"hackernews","source_id":"49926658","content_type":"comment","title":null,"body_preview":"The ongoing theme of all these responses was shifting the blame to the consumer.\nAs expected. I think consumers also need to push back on these practices, but the problem is, majority of consumers are","author":"prasadvara","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926658"},{"id":"6718b072-c044-4560-86dd-7d10d2c67c79","source":"hackernews","source_id":"49927071","content_type":"comment","title":null,"body_preview":"Ha ha, you fools! No one is collecting my data from my 22-year-old Scion while I drive past Flock cameras every day.\nWait...","author":"ourmandave","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927071"},{"id":"e6e70b73-a9cf-4205-b9a1-86f7030aca84","source":"hackernews","source_id":"49926877","content_type":"comment","title":null,"body_preview":"> As one notable exception, Honda improved its data collection practices to prevent sending precise geolocation to a third party associated with user tracking.\nI know what my next car will be.","author":"deepsun","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926877"},{"id":"48338b76-60c5-48f9-af34-0661181897f9","source":"hackernews","source_id":"49927190","content_type":"comment","title":null,"body_preview":"Hope to see a new market for disabling telemetry and phonehome features from cars. It should be legal to do so, if you own the car I suppose. I'm thinking that rigth now few pople even know how much s","author":"tartoran","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927190"},{"id":"2ea63f37-e1be-403c-977d-801fa6a19a02","source":"hackernews","source_id":"49927946","content_type":"comment","title":null,"body_preview":"Interesting to see how this has evolved. Mozilla had conducted a detailed investigation on this topic by carmaker a few years ago: https://www.mozillafoundation.org/en/blog/privacy-nightmare-...","author":"AstralSerenity","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927946"},{"id":"bc15fea9-7097-4f45-999a-02d6a17d9249","source":"hackernews","source_id":"49927954","content_type":"comment","title":null,"body_preview":"May be relevant: noticed a new car dealer today, entered to inquire. Full \"gadgety\" monsters, pointless bothersome tech just for any-tech thirsty customers.\nSalesman told me that it does not work with","author":"mdp2021","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927954"},{"id":"b13d635e-ace6-4f18-bde6-50efd1f0f08c","source":"hackernews","source_id":"49927219","content_type":"comment","title":null,"body_preview":"if an owner decides they are uncomfortable with the data sharing described within them, they are faced with (arguably) unfair choices:\n  - 01 accept the agreements regardless of their concerns\n  - 02 ","author":"mahboi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927219"},{"id":"d5851083-bcb9-471d-964a-8305e962d67b","source":"hackernews","source_id":"49927018","content_type":"comment","title":null,"body_preview":"I currently drive a mid 2000s Ford truck, which runs great and meets my needs, but lately I got interested in minivans/people carriers. I pretty quickly realized that newer vehicles seem to not just r","author":"hattar","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927018"},{"id":"1c6ab763-4132-41ca-8e4e-66da01c9a2e0","source":"hackernews","source_id":"49928039","content_type":"comment","title":null,"body_preview":"See also the warning from Dutch intelligence about connected vehicles: https://www.theguardian.com/technology/2026/oct/01/cars-smar...\nThe article focuses on Chinese vehicles, but caution should be ex","author":"iamnothere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49928039"},{"id":"c1d9229a-abe9-4b3d-af01-3d7e01b63a52","source":"hackernews","source_id":"49927198","content_type":"comment","title":null,"body_preview":"I didn't see any benchmarks against vllm, sglang, exllama, etc","author":"PcChip","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927198"},{"id":"c3dbb44e-8797-4f3f-b48d-76fc90ccd75c","source":"hackernews","source_id":"49927903","content_type":"comment","title":null,"body_preview":"From what I've seen, Vulkan adds a lot of overhead on Intel hardware.","author":"dlcarrier","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.10987742325969636,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927903"},{"id":"668526af-6c21-4244-ba6c-ef1676fab278","source":"hackernews","source_id":"49927894","content_type":"comment","title":null,"body_preview":"> llama.cpp via Vulkan (AMD / Intel / NVIDIA) or CPU fallback\nI got excited about someone paying attention to intel. Oh well.","author":"peddling-brink","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927894"},{"id":"c2a3c407-716a-4c6c-aeb7-4ff0fa71513b","source":"hackernews","source_id":"49926771","content_type":"comment","title":null,"body_preview":"Innolitics | https://innolitics.com/join | Remote | Full-Time\nInnolitics' is helps bring AI-enabled regulated medical software onto the US market. We focus on righting high-quality, clearly documented","author":"jdgiese","classification":"human_created","confidence":0.7,"indicators":["job_posting_format","platform_fluency","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926771"},{"id":"9f7f30bb-ce26-4263-aa2d-39565fbfa734","source":"hackernews","source_id":"49924016","content_type":"comment","title":null,"body_preview":"City Detect | Full Stack Product Engineer (Design & Geospatial) | Tuscaloosa, AL | REMOTE (US) | Full-time | $110k–$159k + equity\nCity Detect uses AI and computer vision to map the physical world for ","author":"tilecache","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924016"},{"id":"216c7b6b-7de4-4a76-8318-7b74a578c6e3","source":"hackernews","source_id":"49924509","content_type":"comment","title":null,"body_preview":"Yardstik | Multiple Open Roles | Minneapolis, MN (Hybrid)\n- DevSecOps Engineer | $120,000 - $165,000 | apply at https://app.trinethire.com/companies/135023-yardstik/jobs/12...\n- Senior Software Engine","author":"mrmueller612","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","company_mission_and_values","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924509"},{"id":"ff326d67-f266-43f1-9e1f-600dc84614e6","source":"hackernews","source_id":"49927351","content_type":"comment","title":null,"body_preview":"Tangram Vision | Calibration Engineer | Remote (US preferred) | Full Time | $160k-$180k + equity\nTangram Vision has been awarded a Phase II SBIR from NASA to implement operator-free multi-modal calibr","author":"ThatGeoGuy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927351"},{"id":"6ce1ed0f-3a3a-4eef-b1cd-e98a0e66ef32","source":"hackernews","source_id":"49922584","content_type":"comment","title":null,"body_preview":"PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI\nPrairieLearn (https://www.prairielearn.com) is an open-source assessment platform used by universities acro","author":"mwest1066","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922584"},{"id":"7b36116c-d8be-4fe2-b0eb-225ccebb747e","source":"hackernews","source_id":"49927464","content_type":"comment","title":null,"body_preview":"VLM Run (https://vlm.run) | 1x Founding Infrastructure Engineer | In-Person (Bay Area) | Full-time\nWe’re building the inference platform for visual intelligence. We’re a deeply technical team of AI / ","author":"fzysingularity","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","clear_call_to_action","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927464"},{"id":"2678d38b-8100-4ea5-afef-e695ccd12507","source":"hackernews","source_id":"49925063","content_type":"comment","title":null,"body_preview":"Discord | Senior Software Engineer, Application Security | REMOTE (US West Coast) or San Francisco, CA | $196K-$245K base + equity\nDiscord is where communities and friend groups spend time together, o","author":"somethingnew","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","clear_call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925063"},{"id":"4cd3159a-913e-495c-ae3a-205e9886af09","source":"hackernews","source_id":"49924974","content_type":"comment","title":null,"body_preview":"Curai | Remote (US) | Full-time | https://curaihealth.com\nWe're building AI agents to expand access to affordable, and high quality healthcare. We run a vertically integrated primary and urgent care c","author":"hackily","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924974"},{"id":"bd0af8c0-4810-4e54-9521-add8798b38ac","source":"hackernews","source_id":"49925644","content_type":"comment","title":null,"body_preview":"MeritFirst | Senior Software Engineer | Austin, TX (ONSITE) | Full-time\nMeritFirst helps companies hire on demonstrated ability instead of pedigree. Candidates take realistic work-sample assessments, ","author":"_zachs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","call_to_action","company_mission_statement"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925644"},{"id":"36b2274d-3aca-476d-95e1-9415cd199373","source":"hackernews","source_id":"49924889","content_type":"comment","title":null,"body_preview":"Trustworthy Technology | Earth | Part Time | REMOTE | Anything\nHi, we are a small group trying to bring the \"trustworthy\" feature back to tech. Curating and building a FOSS+ toolset, storefront, and e","author":"digisign","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924889"},{"id":"5ecc5e3b-4582-4884-bdb0-c05da7c5d3ba","source":"hackernews","source_id":"49925643","content_type":"comment","title":null,"body_preview":"It's my duty again to point out the popular request of including a 4DWW tag in the description to communicate community interest in the Four Day Work Week\nFour characters more in the description is al","author":"yboris","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925643"},{"id":"c54e8141-55bc-4fee-b32d-4c1f3a7c256d","source":"hackernews","source_id":"49924972","content_type":"comment","title":null,"body_preview":"QUOBYTE | Santa Clara, CA and Berlin, Germany | Full-time / Remote | ONSITE | https://www.quobyte.com/\nAt Quobyte we are working on a highly scalable and fault-tolerant software storage system built a","author":"fh973","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924972"},{"id":"5157b93a-9c67-416c-a553-255f4d61a1e7","source":"hackernews","source_id":"49926050","content_type":"comment","title":null,"body_preview":"Audio/Video Collaboration company, worldwide | GMT-2 <--> GMT+2 | Remote | Full time or part time or contract\nWe have a new opening! We're a dynamic truly-global team developing high-end audio and vid","author":"audio_video_io","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926050"},{"id":"4b07ffd6-bdbb-449a-879b-dda0a96ee631","source":"hackernews","source_id":"49925526","content_type":"comment","title":null,"body_preview":"Octane | Senior Software Engineer, Decisioning | REMOTE (US only) or NYC/Dallas | $130K to $170K base + bonus eligibility + employee stock options\nOctane is unlocking the power of financial products f","author":"jawns","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","clear_call_to_action"],"bot_score":0.09437364331576943,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925526"},{"id":"0dbf5190-bd8a-4a2f-9cce-3ddc11df9a0b","source":"hackernews","source_id":"49926244","content_type":"comment","title":null,"body_preview":"Charge Robotics | Multiple Roles | Full-time | Onsite | SF Bay Area\nHi HN! We’re a YC-backed, Series-A startup building robots that build large-scale solar farms.\nWe just published a new video of our ","author":"justicz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","company_announcement_style","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926244"},{"id":"a95b37cf-a541-4c33-ba7f-c236f1a00ad1","source":"hackernews","source_id":"49926618","content_type":"comment","title":null,"body_preview":"FUTO | https://futo.tech/ | Austin, TX | REMOTE(Worldwide) or ONSITE | Full Time\nFUTO is an organization dedicated to developing, both through internal engineering and investment, technologies that fr","author":"futohq","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926618"},{"id":"7a9d4491-fb22-47b2-8af5-16de2ff3e0dc","source":"hackernews","source_id":"49927896","content_type":"comment","title":null,"body_preview":"Column (https://column.com) | ONSITE San Francisco, CA | Full Time | Solutions Engineers, Payment Ops, Growth, Partnerships & Emerging Markets\nColumn is building the infrastructure that powers the US ","author":"Matthalp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","call_to_action","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927896"},{"id":"5564d8f4-d7fb-4393-bd5d-61bac227c409","source":"hackernews","source_id":"49928023","content_type":"comment","title":null,"body_preview":"HRS Systems | https://hrssystems.com | Remote (US) | Full-Time | SWE\nHRS Systems builds engineering software for the fire protection industry. We are continuing at a rapid pace to build features after","author":"aprucka1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49928023"},{"id":"6afbff35-c9f4-4700-af04-d41773f74ae5","source":"hackernews","source_id":"49927692","content_type":"comment","title":null,"body_preview":"RINSE | REMOTE (US or Canada) or San Francisco, Los Angeles, Chicago, Boston, New York City, New Jersey, Seattle, Austin, Toronto, or Washington DC | Software Engineer | Full-Time | Salary: $80k-$200k","author":"samcheng","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927692"},{"id":"dbf47fca-5e4d-40cc-9ac1-6311513d047a","source":"hackernews","source_id":"49927984","content_type":"comment","title":null,"body_preview":"Sourcegraph | Remote | Full-Time | SWE, Tech Lead, ML Engineer, Product Manager, Product Marketing Manager | https://sourcegraph.com\nSourcegraph is building the context layer for AI-powered software d","author":"dcsourcegraph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927984"},{"id":"ff7b0d8b-c52a-4586-89b6-902b2d279218","source":"hackernews","source_id":"49926788","content_type":"comment","title":null,"body_preview":"The thing I don't like about minimal plugin-based harnesses is that I don't always have the time to figure out which plugins and safe and sensible, and at least one of those is false more often than n","author":"platinumrad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926788"},{"id":"25c7ec1a-b94c-45b0-aff9-fa71960674cc","source":"hackernews","source_id":"49927031","content_type":"comment","title":null,"body_preview":"The vibe-coded earendil.com uses 150% CPU for a static web page, whereas the luddite website news.ycombinator.com uses 1% CPU.\nMaybe spend $100,000 in tokens to fix that.","author":"1ahf-qzwt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927031"},{"id":"d1a9c247-dfc4-4c5a-a44e-c2252aea05f9","source":"hackernews","source_id":"49926500","content_type":"comment","title":null,"body_preview":"Why full screen mode by default? That seems to go against the minimalist theme. I could never get acceptable inertial scrolling behaviour dialled in with other full screen implementations I tried (cla","author":"svintus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926500"},{"id":"e7086a86-5b61-41ef-83be-3d9240cf723e","source":"hackernews","source_id":"49926760","content_type":"comment","title":null,"body_preview":"\"hundreds of thousands\" of people are not using this. i want to see the this claim backed up.","author":"distantsounds","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926760"},{"id":"7585f248-ff28-404a-8170-40823656563f","source":"hackernews","source_id":"49926447","content_type":"comment","title":null,"body_preview":"I like that Pi is holding the line on minimalism instead of absorbing every new trend. Curious how Pi Durable differs from existing durable-execution setups for agents","author":"imnotr0b0t","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926447"},{"id":"ea4f659a-c1e9-429d-8a35-e95b844e1d00","source":"hackernews","source_id":"49926264","content_type":"comment","title":null,"body_preview":"I have been using pi a daily driver for some month now. But as a personal management system with md files and for coding.\nI used to have a MCP extension but recently pi added builtin support for MCP s","author":"bel8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926264"},{"id":"b66f8480-c3eb-431a-b34f-a3feaea08bc7","source":"hackernews","source_id":"49927619","content_type":"comment","title":null,"body_preview":"How do we know how different the code of pi vs opencode vs {commercial harness} is? I’m pretty happy with opencode but can’t quite understand whether I should spend the time to understand how differen","author":"browningstreet","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.0985902344426084,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927619"},{"id":"76722f7d-ba65-40d0-941c-6921a5aab4e6","source":"hackernews","source_id":"49927341","content_type":"comment","title":null,"body_preview":"Pi is so good, for both running Qwen 3.8 Flash Next locally at home, and for using all the models available at my work. Shockingly useful, fast, it's TUI doesn't suck (unlike my work's own agent CLI: ","author":"girvo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927341"},{"id":"4181ee56-1b67-4c0f-b7b0-6b8818ff5806","source":"hackernews","source_id":"49927781","content_type":"comment","title":null,"body_preview":"I'd _love_ to get some feedback on how people use Pi after initial setup.  I (like others) am pretty heavily \"invested\" in Claude Code CLI.  After trying out Pi and a local model, I realized how MUCH ","author":"pkthunder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927781"},{"id":"cc8eab0f-6c2c-4c84-805f-f02cf99168d2","source":"hackernews","source_id":"49927728","content_type":"comment","title":null,"body_preview":"People in tech are so terrible at naming things. To clarify for anyone else, this is something to do with open software, I guess? Not the raspberry pi, and not the math concept, and not the book chara","author":"kulahan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927728"},{"id":"ac389d9c-9398-45d6-874d-29355fc69ab9","source":"hackernews","source_id":"49926400","content_type":"comment","title":null,"body_preview":"I found oh-my-pi with Paseo to be my personal sweet spot. Checks all of the boxes I want and is the most consistent set of AI tools I've used thus far.","author":"aliasxneo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926400"},{"id":"24e44a0b-ecc7-4fb3-b144-a118465407fe","source":"hackernews","source_id":"49926998","content_type":"comment","title":null,"body_preview":"I’m currently building a harness for Slack to support our on-call and support channels. It’s been working great so far.\nThe harness is built on top of the Pi SDK. I initially used Codex, but Pi seems ","author":"azuanrb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_experience_narrative","absence_of_ai_indicators"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926998"},{"id":"e28b664b-0074-4138-b8af-4ed64f242061","source":"hackernews","source_id":"49927226","content_type":"comment","title":null,"body_preview":"If anyone's looking for something a bit more minimal, I can't recommend hax [0] enough. No MCP, agent just gets a shell tool, simple config, whole thing's in C.\n[0] https://usehax.dev/","author":"ltrg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927226"},{"id":"235964cf-d265-4206-b158-14681e81abdd","source":"hackernews","source_id":"49927870","content_type":"comment","title":null,"body_preview":"Congrats on the release. I'm looking forward to using Durable with some of my custom extensions and tools. The MCP specs have changed for the better, so makes sense to me with the inclusion.","author":"darkotic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927870"},{"id":"10360e1a-116d-4102-ac87-a987a698510f","source":"hackernews","source_id":"49926247","content_type":"comment","title":null,"body_preview":"So, how are people actually using Pi?  Here I am with Claude Code and Codex in a terminal like a caveman.","author":"wasting_time","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926247"},{"id":"03f638d3-7958-4c12-8315-db12dcc37873","source":"hackernews","source_id":"49927088","content_type":"comment","title":null,"body_preview":"I don't understand why \"Cache warming for anthropic models\" was not put into a standalone package, but has to be bundled with the \"minimal\" coding agent.","author":"utilize1808","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927088"},{"id":"811bdf3b-a987-4d18-851d-074629548abe","source":"hackernews","source_id":"49926563","content_type":"comment","title":null,"body_preview":"Love pi. I tried to run some local models and pi was the only one that actually worked decently because it didn’t have a gargantuan system prompt that would take minutes to prefill on my scrawny ass l","author":"FacelessJim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926563"},{"id":"dab59599-f2dd-45a0-aa48-b4b0dd5a6c7a","source":"hackernews","source_id":"49926262","content_type":"comment","title":null,"body_preview":"I don't really understand the criteria for when something is 'proven' to the Pi team. 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I visited several countries and ended the trip in Germany.  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It obviously has Vim mode, a terminal,","author":"vladcodes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","self_reference","technical_depth"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926726"},{"id":"827da01b-7e3e-4083-8cfa-61d89a8bf295","source":"hackernews","source_id":"49920896","content_type":"post","title":"How to speed up the Rust compiler in September 2026","body_preview":"How to speed up the Rust compiler in September 2026","author":"trickypr","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49920896"},{"id":"b33fe47c-b481-4e61-99e3-330082708647","source":"hackernews","source_id":"49911500","content_type":"post","title":"Show HN: Open-source model routing for coding agents at Astra-level performance","body_preview":"A few months ago we started building a model router for coding agents because we thought we could outperform any single model with an ensemble approach. Recently we’ve achieved that milestone and I wa","author":"adchurch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49911500"},{"id":"66b790fc-1f96-4fbe-b56d-aac2b22ee019","source":"hackernews","source_id":"49922674","content_type":"post","title":"Various Projects Find Hidden SDR Capabilities in ESP32 Microcontrollers","body_preview":"Various Projects Find Hidden SDR Capabilities in ESP32 Microcontrollers","author":"nkw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922674"},{"id":"163d89a5-3494-427e-8b93-aed436cb7374","source":"hackernews","source_id":"49924618","content_type":"post","title":"Vote on which of Hacker News' challenges for AI have been met","body_preview":"Vote on which of Hacker News' challenges for AI have been met","author":"stabbles","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49924618"},{"id":"10293c35-5108-43e7-ab8e-5182a1ca338e","source":"hackernews","source_id":"49925036","content_type":"post","title":"Bez: Generating a browser engine from specs and tests","body_preview":"Bez: Generating a browser engine from specs and tests","author":"nerdypepper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925036"},{"id":"cf841af1-9d63-43fd-bd02-08916b480174","source":"hackernews","source_id":"49926917","content_type":"post","title":"Using Opus 5.5 to discover a new eyewitness record of the dodo","body_preview":"Using Opus 5.5 to discover a new eyewitness record of the dodo","author":"benbreen","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926917"},{"id":"8581e097-d306-44f5-8fd0-f55be5b695db","source":"hackernews","source_id":"49925969","content_type":"post","title":"Pi Durable","body_preview":"Related: Pi 1.0 - https://news.ycombinator.com/item?id=49926069 - Oct 2026 (184 comments)","author":"paulsmith","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925969"},{"id":"b8ac7c2a-9f14-4c2b-acae-ab76fe6e111f","source":"hackernews","source_id":"49925742","content_type":"post","title":"Oxygen-deprived underwater zones may not be \"dead zones\" but clue to early life","body_preview":"Oxygen-deprived underwater zones may not be \"dead zones\" but clue to early life","author":"gumby","classification":"human_created","confidence":0.78,"indicators":["semantic_blandness","polished_first_draft","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49925742"},{"id":"f718448c-4bfa-45ac-9709-fe496e0d4bff","source":"hackernews","source_id":"49923692","content_type":"post","title":"Clef: Open-source decision models, and new RL fine-tuning platform","body_preview":"Clef: Open-source decision models, and new RL fine-tuning platform","author":"jasondavies","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49923692"},{"id":"86bfba92-a430-4865-ad3c-b62df2ec19de","source":"hackernews","source_id":"49927212","content_type":"post","title":"CSS Bed: Classless CSS themes to use as starting points in web development","body_preview":"CSS Bed: Classless CSS themes to use as starting points in web development","author":"sea-gold","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49927212"},{"id":"fd47d47d-d26e-4963-b778-d6d9466d2d26","source":"hackernews","source_id":"49926628","content_type":"post","title":"Automatic Transmission – a data-privacy study of connected vehicles","body_preview":"Automatic Transmission – a data-privacy study of connected vehicles","author":"rafaelc","classification":"human_created","confidence":0.7,"indicators":["title_as_headline"],"bot_score":0.2207518749639422,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926628"},{"id":"7248928a-9a08-43b7-afb2-6c80b7d6b526","source":"hackernews","source_id":"49926773","content_type":"post","title":"Show HN: Janus – Go binary that runs GGUF models via Vulkan on AMD/Intel/Nvidia","body_preview":"Show HN: Janus – Go binary that runs GGUF models via Vulkan on AMD/Intel/Nvidia","author":"Maverick617","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926773"},{"id":"dfbbb091-bb3e-496d-9e9b-31d8bbbdce28","source":"hackernews","source_id":"49922569","content_type":"post","title":"Ask HN: Who is hiring? (October 2026)","body_preview":"Please state the location and include REMOTE for remote work, REMOTE (US)\nor similar if the country is restricted, and ONSITE when remote work is not an option.\nPlease only post if you personally are ","author":"whoishiring","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.33333333333333337,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49922569"},{"id":"418a2511-3392-4421-a914-7e8142e1b238","source":"hackernews","source_id":"49926069","content_type":"post","title":"Pi 1.0","body_preview":"Related: Pi Durable - https://news.ycombinator.com/item?id=49925969","author":"sergiotapia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Oct 01 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49926069"},{"id":"1aca633a-63dc-4b33-aa63-44da38e73d65","source":"lobsters","source_id":"lobsters:c_bsrn2a","content_type":"comment","title":null,"body_preview":"Mostly preconceptions about how code should be written. I worked at a place where we used Clojure and hired students as interns every four months. We started by hiring students from third and fourth y","author":"Yogthos","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.020833333333333322,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_bsrn2a"},{"id":"7c1182d1-1954-4002-854e-a7dae823dac1","source":"lobsters","source_id":"lobsters:c_66pjg5","content_type":"comment","title":null,"body_preview":"Yeah, the horizontal examples don't help make a strong case, because most real world code just doesn't have that many things on one line.","author":"kingmob","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_66pjg5"},{"id":"597c333c-bdf9-4b15-a11e-6e5c9680c5f0","source":"lobsters","source_id":"lobsters:c_wk8riv","content_type":"comment","title":null,"body_preview":"I was a bit annoyed that the blur thing seemed to just be horizontal (and made the whitespace vanish) and not vertical (where both probably would be equally unreadable and ungrouped).","author":"wink","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.04304511722130422,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_wk8riv"},{"id":"3e35cb79-2e59-4ff7-be2c-a9edba45b6ba","source":"lobsters","source_id":"lobsters:c_v6qqwi","content_type":"comment","title":null,"body_preview":"As a former attentional neuroscientist, I'm pleasantly surprised to see people get interested in things like the Stroop, pop-out, and gestalt effects.\n\nHowever, I must caution against extending them l","author":"kingmob","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_v6qqwi"},{"id":"2265d3d3-0957-45ec-a3cf-ea9a03fd3b46","source":"lobsters","source_id":"lobsters:c_r6tszp","content_type":"comment","title":null,"body_preview":"They are literally bringing infix notation to lisp.\n\n\nI don't follow this at all. Threading macros typically splice things into the second or last position in the list; the first position remains the ","author":"technomancy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_r6tszp"},{"id":"cd8aee9c-edc4-4a61-aaf3-edb955ee5dd2","source":"lobsters","source_id":"lobsters:c_kkgqo7","content_type":"comment","title":null,"body_preview":"Threading macros are a good counterpoint to this. They are literally bringing infix notation to lisp. Their adoption indicates that these lisp developers find infix notation (at least in part) easier ","author":"YogurtGuy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10937499999999999,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_kkgqo7"},{"id":"4bde137a-2ea8-455f-a768-f9706cadd92b","source":"lobsters","source_id":"lobsters:c_ndjxx2","content_type":"comment","title":null,"body_preview":"This feels like pure conjecture, which is fine, but not really worth discussing in detail without empirical study to back it up.\n\n\nYes, but discussing the conjecture is probably the first step towards","author":"munificent","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11501266087654431,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_ndjxx2"},{"id":"0c47df88-7df7-4999-aebc-f8f14d51161e","source":"lobsters","source_id":"lobsters:c_mhcx1m","content_type":"comment","title":null,"body_preview":"I think there is wide agreement that, say, Russian and Mandarin are harder to become fluent in than Spanish. Even so, there are happy fluent Russian and Mandarin speakers.\n\n\nSure; that's why I'm a lot","author":"technomancy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_mhcx1m"},{"id":"212f99cf-d6ba-4708-8c32-710aae1b8d7e","source":"lobsters","source_id":"lobsters:c_zuc1qn","content_type":"comment","title":null,"body_preview":"Matters are much more interesting for first languages, seeing how large of an industry speech therapy is in Russia to ensure corrext pronunciation and how Mandarin is a partly constructed/recently sta","author":"veqq","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_zuc1qn"},{"id":"34179cd6-3332-4f1c-b6a1-4a302349ed62","source":"lobsters","source_id":"lobsters:c_woej7m","content_type":"comment","title":null,"body_preview":"You would be mistaken in that case. The ease at which you learn a language is very much dependent on the languages you already know.\n\n\nI'm talking about someone's first language. And there is evidence","author":"munificent","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11501266087654431,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_woej7m"},{"id":"d4d2f09c-a0c6-42e6-b870-3471c633bdb4","source":"lobsters","source_id":"lobsters:c_vea5m7","content_type":"comment","title":null,"body_preview":"I think there is wide agreement that, say, Russian and Mandarin are harder to become fluent in than Spanish.\n\n\nYou would be mistaken in that case. The ease at which you learn a language is very much d","author":"talideon","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_vea5m7"},{"id":"e4280acb-2fa4-4b71-826d-0f5169d1bf18","source":"lobsters","source_id":"lobsters:c_vxy3tl","content_type":"comment","title":null,"body_preview":"Three things can be true:\n\nA system can be in aggregate more difficult to some degree compared to other systems.\nPeople still prefer the system and feel content and productive in it.\nFamiliarity also ","author":"munificent","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.11501266087654431,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_vxy3tl"},{"id":"fea76487-77e3-4321-9585-09d42c9bdd18","source":"lobsters","source_id":"lobsters:c_epc0cu","content_type":"comment","title":null,"body_preview":"who have spent several years working in lisp languages\n\n\n:wave: I did spend several years crafting my emacs config, I spent couple of months working with Clojure and ClojureScript full time, and I hav","author":"matklad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_epc0cu"},{"id":"df75c4b8-3b46-416d-b561-a45d96f1a771","source":"lobsters","source_id":"lobsters:c_qnc6fa","content_type":"comment","title":null,"body_preview":"If it were true that there's a reason other than inexperience, then I would expect over the years to have encountered more than zero people who have spent several years working in lisp languages who s","author":"technomancy","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_qnc6fa"},{"id":"697c15c5-b739-4202-85fd-f9c2310aa375","source":"lobsters","source_id":"lobsters:c_3ztigd","content_type":"comment","title":null,"body_preview":"The article literally talks about this claim in the second paragraph.\n\nI don't know to what degree familiarity matters more than the other points the author is making, but it's not like they are obliv","author":"munificent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.11501266087654431,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_3ztigd"},{"id":"426371e8-570c-43d4-be4d-89dd69e8ad2c","source":"lobsters","source_id":"lobsters:c_blczjo","content_type":"comment","title":null,"body_preview":"What makes lisp difficult to read?\n\n\nInexperience.","author":"technomancy","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_blczjo"},{"id":"147679a1-1f1b-4a67-840e-50b46915a8ea","source":"lobsters","source_id":"lobsters:c_fkwlth","content_type":"comment","title":null,"body_preview":"i agree but feel the need to point out that having learned one of them might make it harder to understand the other. so.. you'd want to first test teaching them C/Java/Python, then Lisp, and with anot","author":"mlatu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_fkwlth"},{"id":"95ccb7f6-a637-4b75-aaa7-50bb7f736f14","source":"lobsters","source_id":"lobsters:c_erfkg1","content_type":"comment","title":null,"body_preview":"Yeah, whenever someone asserts that it is inherently harder to read I feel like there should be studies into how people completely new to programming are able to read each of them once taught what it ","author":"chinmay","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_erfkg1"},{"id":"b0759c70-814b-4f2f-8ea2-79ac8b37f246","source":"lobsters","source_id":"lobsters:c_aklfim","content_type":"comment","title":null,"body_preview":"Many people, myself included, find this syntax more difficult to read than the notation of languages like Python, Java or C.\n\n\nAnd many people don't. I feel like the article works backwards to justify","author":"tusharhero","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.04778692556101697,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/fqype1/what_makes_lisp_difficult_read#c_aklfim"},{"id":"c6fc24df-a686-4fbc-9ff8-cb8f7e535c04","source":"lobsters","source_id":"lobsters:c_xysfkq","content_type":"comment","title":null,"body_preview":"In related news, for the moment, -ai in a search on Google still seems to get you results without LLM summaries or responses.\n\nAlso in related news, probably as a result of this post, Google seems to ","author":"telemachus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.061267059528221764,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_xysfkq"},{"id":"6edfd200-536c-497e-9bb6-aacba2d36029","source":"lobsters","source_id":"lobsters:c_okyx91","content_type":"comment","title":null,"body_preview":"You could do this because in this case the \"ai oververview\" was so obviously nonsensical. What about all the cases where it kinda looks sensible, but is wrong?\n\n\nWhat about traditional search results ","author":"abeyer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.10316846368599784,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_okyx91"},{"id":"d6a6be99-58be-4c8d-b8dd-066a9ab50de6","source":"lobsters","source_id":"lobsters:c_hnzk7u","content_type":"comment","title":null,"body_preview":"I tried the article's search query and got a similar AI response... but when I went back and forth with a couple short lines (\"no i meant dario saric\", \"i want the memes\") it quickly honed in on what ","author":"hjvt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_hnzk7u"},{"id":"76142acc-e8ca-4efa-aba4-7057c226a511","source":"lobsters","source_id":"lobsters:c_crsx8c","content_type":"comment","title":null,"body_preview":"As much as I'm not a huge fan of this, I'm not sure it isn't the \"right\" move for much of their general audience.\n\nI've seldom seen less technical people who really understand search queries and use t","author":"abeyer","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","genuine_specificity"],"bot_score":0.10316846368599784,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_crsx8c"},{"id":"2c6d62a1-87f9-4962-9c95-86808c70e1b7","source":"lobsters","source_id":"lobsters:c_clmnwg","content_type":"comment","title":null,"body_preview":"This happened to me too the other day and I'm still flabbergasted. I was looking up the origin of a quote and instead of search results, I got a very long AI overview reply to the question posed by th","author":"rski","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_clmnwg"},{"id":"b23983b1-d97d-46c1-a4e5-c042bf524eee","source":"lobsters","source_id":"lobsters:c_ybeegs","content_type":"comment","title":null,"body_preview":"Not gonna lie every time I see Google updating their search product, as someone operating in the same market, it has me like that sickos meme.","author":"marginalia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_ybeegs"},{"id":"ac630567-3155-4794-b3b0-0ce20bade863","source":"lobsters","source_id":"lobsters:c_oldu8x","content_type":"comment","title":null,"body_preview":"In a way yes, in a way no. For a long time Google was very careful about its A\"I\" messaging, emphasizing all the time that it's \"machine learning\" (as its weaker cousin) and \"we need to ensure the saf","author":"pgeorgi","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.03785503457198136,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_oldu8x"},{"id":"1d625f1f-0230-4218-9d91-06e99c60b496","source":"lobsters","source_id":"lobsters:c_nkixdn","content_type":"comment","title":null,"body_preview":"Google Brain and DeepMind (another Alphabet subsidiary) are largely responsible for this 'trend'.  They hyped the stuff, built their NPU, told everyone that AI was the future of everything.  Satya Nad","author":"david_chisnall","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_nkixdn"},{"id":"8b0523b7-ff35-4738-8c16-c31fdab758a2","source":"lobsters","source_id":"lobsters:c_dxmv2x","content_type":"comment","title":null,"body_preview":"I guess they believe that it hurts them less than not being \"in the trend\". If they don't use AI, many people would blame them for that.\n\nWhich is very sad, but it's not a new phenomenon. Kinda remind","author":"dimonomid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_dxmv2x"},{"id":"e0f3083b-18d2-4f0c-ac1b-d060e1fd3dcd","source":"lobsters","source_id":"lobsters:c_rjlwr4","content_type":"comment","title":null,"body_preview":"Maybe your experience is different than mine\n\n\nMy experience differs from yours, but fair enough. (For the kind of thing you may have in mind, I tend to bypass Google altogether and go to, e.g., IMDB ","author":"telemachus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.061267059528221764,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_rjlwr4"},{"id":"1d534edf-3a42-4b6a-bc95-4ef4fbb84282","source":"lobsters","source_id":"lobsters:c_diowyr","content_type":"comment","title":null,"body_preview":"Maybe your experience is different than mine, but for me since I got a smartphone in 2010 or so, whenever I have a discussion about a factual matter that goes on for more than a few minutes eventually","author":"carlana","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_voice","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_diowyr"},{"id":"aca884eb-120a-49f9-ad16-82ca3776c4e1","source":"lobsters","source_id":"lobsters:c_udmwuk","content_type":"comment","title":null,"body_preview":"To \"google\" used to mean \"finding a definitive source for the truth of a claim.\"\n\n\nMaybe I'm quibbling, but that sounds (wildly) wrong to me. I always understood \"to google\" as \"to search for on the (","author":"telemachus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.061267059528221764,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_udmwuk"},{"id":"2dc69bba-30f2-4351-99b8-b13198b29329","source":"lobsters","source_id":"lobsters:c_muuecv","content_type":"comment","title":null,"body_preview":"Just shredding brand credibility in a way that's hard to believe. To \"google\" used to mean \"finding a definitive source for the truth of a claim.\" Now even non-experts have noticed that the AI summari","author":"carlana","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aig5tr/when_did_google_get_so_weird#c_muuecv"},{"id":"e262be80-e7c3-4ab0-80de-4f2517db9cdd","source":"lobsters","source_id":"lobsters:c_asbvz5","content_type":"comment","title":null,"body_preview":"A compelling talk that's just \"out there\" enough to make me want to learn a lot more. Every distributed & concurrent system I've dealt with in my life has been nondeterministic, and not only that - ev","author":"ahelwer","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","genuine_specificity","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/wuiaba/deterministic_concurrency#c_asbvz5"},{"id":"01508e6e-b6bf-4006-92bd-a3942486b276","source":"lobsters","source_id":"lobsters:c_lycg6p","content_type":"comment","title":null,"body_preview":"I have never been able to contribute so much back to open source as I have been since Claude came out... bug reports, benchmarks, etc. and not just code.\n\nTo each their own I guess","author":"pgray","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","personal_experience"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_lycg6p"},{"id":"8d0ff071-6eff-4f37-aa2a-7e55a5916e89","source":"lobsters","source_id":"lobsters:c_dpqebn","content_type":"comment","title":null,"body_preview":"Alright, if you must, but look:\n\n\nhave some empathy and don't respond to \"things are quite bad right now\" with \"yeah but loads of people are having fun\"\n\n\nDistinction in what was written; no differenc","author":"tentacloids","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.04795075360333607,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_dpqebn"},{"id":"67405f3d-5c25-44a8-83b0-84370c6fb34a","source":"lobsters","source_id":"lobsters:c_5gvnhm","content_type":"comment","title":null,"body_preview":"I think I misunderstood at the point of the tech commenter urge to both-sides in the first place, as if the AI enjoyers were in dire need of representation at this particular moment.","author":"tentacloids","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.04795075360333607,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_5gvnhm"},{"id":"530fe26e-cbfb-4701-be14-fe7cf95ed5f6","source":"lobsters","source_id":"lobsters:c_jxn3sn","content_type":"comment","title":null,"body_preview":"@tentacloids might have misunderstood what you meant by:\n\n\nI think this has less to do with productivity but fun and enjoyment.","author":"spc476","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_jxn3sn"},{"id":"04bdcde8-8746-463b-ad53-1ae5ce7a0325","source":"lobsters","source_id":"lobsters:c_u12nxy","content_type":"comment","title":null,"body_preview":"don't respond to \"things are quite bad right now\" with \"yeah but I'm having fun\"\n\n\nWhere did I say I'm having fun? I'm pretty well outspoken of having a rather complex relationship with this technolog","author":"mitsuhiko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_u12nxy"},{"id":"bb9ee70e-dda7-4af2-8ed7-53ceaf2331f9","source":"lobsters","source_id":"lobsters:c_2i5ubr","content_type":"comment","title":null,"body_preview":"I understand some people have quite negative emotions attached to it, and I understand it.\n\n\nThen have some empathy and don't respond to \"things are quite bad right now\" with \"yeah but I'm having fun\"","author":"tentacloids","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.04795075360333607,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_2i5ubr"},{"id":"2d2b2ced-bb91-4cd0-b6cd-1c8704574c53","source":"lobsters","source_id":"lobsters:c_eilxjq","content_type":"comment","title":null,"body_preview":"No, not really. I understand some people have quite negative emotions attached to it, and I understand it. But I am also seeing a ton of people who are enjoying this like little kids. I don't really s","author":"mitsuhiko","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_eilxjq"},{"id":"e698d41e-72c4-479f-a6a5-18f5b5f1e464","source":"lobsters","source_id":"lobsters:c_z7mdhs","content_type":"comment","title":null,"body_preview":"I think this has less to do with productivity but fun and enjoyment.","author":"mitsuhiko","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_z7mdhs"},{"id":"aab9e744-c07a-4f0d-991b-ec6360183343","source":"lobsters","source_id":"lobsters:c_cwgu6c","content_type":"comment","title":null,"body_preview":"fundamentally anti-social and dehumanizing technology\n\n\n\nmany people who are ecstatic about what's going on right now\n\n\nwat\n\nI guess, what, computer... productivity? is the only thing that matters to ","author":"tentacloids","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.04795075360333607,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_cwgu6c"},{"id":"d1537f60-6032-4ef0-92c8-de508413f82a","source":"lobsters","source_id":"lobsters:c_ocr2gb","content_type":"comment","title":null,"body_preview":"And if we get a big enough bubble of missing juniors in the pipeline, several years from now a lot more developers may come out of retirement…","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_ocr2gb"},{"id":"73354c20-1d97-495a-83bb-e60536b5bdc8","source":"lobsters","source_id":"lobsters:c_udopjy","content_type":"comment","title":null,"body_preview":"People have also decided to leave the industry for good. Some have been squeezed out by the current job market, others have chosen to do so out of discontent.","author":"ggpsv","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.20457822924338945,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_udopjy"},{"id":"2b7f00cb-11a8-47a3-af79-c85121112026","source":"lobsters","source_id":"lobsters:c_lo4xnd","content_type":"comment","title":null,"body_preview":"Absolutely this. I know plenty of nerds who are enjoying themselves immensely - many with decades of experience, some who are even coming out of retirement because they're having so much fun.\n\n... and","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_lo4xnd"},{"id":"120df540-6aa0-4038-b91f-afe9dd44d62d","source":"lobsters","source_id":"lobsters:c_xw6bz4","content_type":"comment","title":null,"body_preview":"You're replying in a thread with someone who's currently unemployed. The parts that people aren't ecstatic about are not that surprising.","author":"bmo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.011049722753166067,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_xw6bz4"},{"id":"b0425d3e-8f5f-4cac-a70d-0bdded23339a","source":"lobsters","source_id":"lobsters:c_pgek3a","content_type":"comment","title":null,"body_preview":"Yeah, the current state of the tech industry is pretty awful.\n\n\nIt's fascinating how polarizing it is. I know so many people who are ecstatic about what's going on right now.","author":"mitsuhiko","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_pgek3a"},{"id":"2a0febc9-8d11-4d71-be5e-0ffc27973108","source":"lobsters","source_id":"lobsters:c_s6xpnp","content_type":"comment","title":null,"body_preview":"Yeah, the current state of the tech industry is pretty awful. It's not like it was great pre-GenAI, but GenAI has made it so much worse. I feel like all we can do is band together against it. Unionize","author":"lumi","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","platform_fluency","emotional_authenticity"],"bot_score":0.053842539504704245,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_s6xpnp"},{"id":"87b7a3b8-fb4d-49f0-8a06-f6cc4468e7ed","source":"lobsters","source_id":"lobsters:c_dyqs7n","content_type":"comment","title":null,"body_preview":"Framing it as \"the LLM users will be left behind\" is marginally more healthy for my mental state, but as long as the people in power (political and economic) are the ones pushing AI, I don't think tha","author":"kitkat","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_dyqs7n"},{"id":"58b273b2-d4fe-4e7e-acca-217308f55e3b","source":"lobsters","source_id":"lobsters:c_iicrt2","content_type":"comment","title":null,"body_preview":"No problem, thank you for taking my comment seriously.","author":"pyfisch","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08333333333333333,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_iicrt2"},{"id":"33dbd55f-b293-4c94-941e-a24c27942f3b","source":"lobsters","source_id":"lobsters:c_1g3mau","content_type":"comment","title":null,"body_preview":"yes thanks for calling this out - poor turn of phrase, sorry. It wasn't meant literally, and I should not be using it derogatorily.","author":"dbushell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_1g3mau"},{"id":"036ac8ac-91db-4878-be67-54c84104b4c4","source":"lobsters","source_id":"lobsters:c_mghar7","content_type":"comment","title":null,"body_preview":"I am distancing myself from peers I once respected who are lost to chatbot psychosis. It is not my task to help them. I have no interest in anyone wilfully funding billionaires’ fantasies. There are n","author":"pyfisch","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08333333333333333,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/h3igdh/leaving_them_behind#c_mghar7"},{"id":"0564b0f6-b682-4902-a9fd-563f2d2b3783","source":"lobsters","source_id":"lobsters:c_ydkds2","content_type":"comment","title":null,"body_preview":"I am more surprised why they don't add support for streaming to any RTMP endpoint...","author":"vbernat","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","terse_replies","strong_opinions"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_ydkds2"},{"id":"4e92d7b3-a841-40a2-988d-976dd9736e35","source":"lobsters","source_id":"lobsters:c_cgbpwh","content_type":"comment","title":null,"body_preview":"All of Discord's voice and video stack is WebRTC, so it's definitely not as easy as \"add another endpoint\". I imagine they also don't want to support Discord's lowest common denominator codec, VP8, ev","author":"belthesar","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_cgbpwh"},{"id":"49931626-9d88-4fc7-816d-88cf4f16dc67","source":"lobsters","source_id":"lobsters:c_noyak1","content_type":"comment","title":null,"body_preview":"Probably because discord hasn't signed a big cheque.","author":"orib","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.026315789473684195,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_noyak1"},{"id":"ff9b565e-67bc-4530-9a06-ff81182319af","source":"lobsters","source_id":"lobsters:c_mcoaab","content_type":"comment","title":null,"body_preview":"Yup, Discord doesn't support RTMP, but I don't think that's really a blocker. They already use WebRTC for voice, so there's nothing stopping Sony from adding screen-sharing support (Xbox added this 3 ","author":"yashgarg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17394267583195627,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_mcoaab"},{"id":"d58db519-c2f4-47e1-a448-d8434e86b1b6","source":"lobsters","source_id":"lobsters:c_se8adi","content_type":"comment","title":null,"body_preview":"I don't understand why Sony doesn't just add native support for streaming to Discord, it was a bit of a surprise to me given they support voice.  Perhaps it just boils down to the lack of support on t","author":"zg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_obvious_ai_signals"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_se8adi"},{"id":"a118a2be-daf1-4df3-97bd-d78af01b0e2f","source":"lobsters","source_id":"lobsters:c_fpvbxz","content_type":"comment","title":null,"body_preview":"Yeah, I'm not entirely surprised that the styling is at least partly handwritten; the LLMisms of the style are pervasive and so it's not the most shocking thing that such styles are becoming adopted e","author":"addison","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.005952380952380942,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_fpvbxz"},{"id":"df146f3f-099f-4136-839e-8f9b42caab00","source":"lobsters","source_id":"lobsters:c_hhdueq","content_type":"comment","title":null,"body_preview":"For some reason, Anubis doesn't let me reply anymore, but you're right that the cover image was generated with AI earlier.\n\nThe website itself is the same (or you can say similar) design I've had for ","author":"yashgarg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","emotional_authenticity"],"bot_score":0.17394267583195627,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_hhdueq"},{"id":"649a203a-c3ed-4f1b-ae99-f1eace26ed75","source":"lobsters","source_id":"lobsters:c_tej9j7","content_type":"comment","title":null,"body_preview":"The image and website overall have changed since this was posted, Wayback Machine link.","author":"kreeft","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_tej9j7"},{"id":"34790a52-9772-4bbc-a916-5a4e281b2358","source":"lobsters","source_id":"lobsters:c_xd3sqs","content_type":"comment","title":null,"body_preview":"The post has a badge stating \"Written by Human, Not by AI\" at the end. What makes you think it's AI? The diagrams look like standard Mermaid ones, which AI tools love to generate, but if we're at the ","author":"puffnfresh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_xd3sqs"},{"id":"b7f52f1f-fd27-414b-b893-bcc87494e920","source":"lobsters","source_id":"lobsters:c_ftzyvf","content_type":"comment","title":null,"body_preview":"I guess theme and images are LLM-generated - \"written by human\" badge feels a bit weaker than \"no AI\" to me","author":"patryk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_ftzyvf"},{"id":"2026c1dc-0067-4c20-a40c-3a807f6863a3","source":"lobsters","source_id":"lobsters:c_ov2747","content_type":"comment","title":null,"body_preview":"There's a no AI tag at the end of this, but the whole website style and image are clearly AI-generated (or at least have all the hallmarks). I simultaneously hate how sensitive I am to this and how mu","author":"addison","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.005952380952380942,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8oyww7/hijacking_ps5_s_rtmp_stream#c_ov2747"},{"id":"b2ec8534-ab9e-44f5-9b11-87059966db1f","source":"lobsters","source_id":"lobsters:c_4ljxlx","content_type":"comment","title":null,"body_preview":"It is not really both, LLM slop is in most senses a subset of corposlop. And LibreOffice is among the worst positioned projects to speak out against corposlop, tools for corposlop with somewhat less p","author":"k749gtnc9l3w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.03333333333333333,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_4ljxlx"},{"id":"691dfa72-6255-4426-8538-97826d3dc2af","source":"lobsters","source_id":"lobsters:c_soxqx4","content_type":"comment","title":null,"body_preview":"I'm not saying we should not go against corposlop, I am saying we should be going against both.","author":"lumi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.053842539504704245,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_soxqx4"},{"id":"5c3591a9-e3ac-4f74-8cb4-83ed3aa1c0b2","source":"lobsters","source_id":"lobsters:c_kwmcxo","content_type":"comment","title":null,"body_preview":"That is just symptom masking letting root cause fester.","author":"k749gtnc9l3w","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.03333333333333333,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_kwmcxo"},{"id":"54752e0b-9203-4abe-a5c2-4814c553237b","source":"lobsters","source_id":"lobsters:c_qtyhb6","content_type":"comment","title":null,"body_preview":"Can at least do harm reduction and eliminate the GenAI slop.","author":"lumi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.053842539504704245,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_qtyhb6"},{"id":"186d7413-7d53-4d4f-926a-523f28827ec2","source":"lobsters","source_id":"lobsters:c_xjemgp","content_type":"comment","title":null,"body_preview":"Whatever LibreOffice says, their primary use case will be generating and handling corposlop. Whether the dehumanisation goes via LLMs or via corporate communication policies. The organisational contex","author":"k749gtnc9l3w","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.03333333333333333,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_xjemgp"},{"id":"08e21469-1082-4a1e-a30a-0d971dd87e82","source":"lobsters","source_id":"lobsters:c_r64a3e","content_type":"comment","title":null,"body_preview":"You're right but I think the way these disclaimers are worded are specifically referring to the current mainstream/hype usage of \"AI\" (ie specifically GenAI), not something like \"by the way, we aren't","author":"prayerie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_r64a3e"},{"id":"cb3cb9d6-55b1-4098-8964-f7a907af51b8","source":"lobsters","source_id":"lobsters:c_cozm8v","content_type":"comment","title":null,"body_preview":"Because AI (and even genAI) is not well defined, and it encompasses much more than LLM-based products that constitute the current ridiculous and devastating hype. I think these projects want to make a","author":"nicoco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_cozm8v"},{"id":"e6fb6853-422b-454b-a76f-fe493fa129aa","source":"lobsters","source_id":"lobsters:c_lry1et","content_type":"comment","title":null,"body_preview":"Obviously not, I'm saying it comes across like a cop-out to make sure they don't go against the current hype wave","author":"prayerie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_lry1et"},{"id":"40c3bf20-7227-4263-8e26-13edf6447632","source":"lobsters","source_id":"lobsters:c_xmuceg","content_type":"comment","title":null,"body_preview":"why even do these FOSS projects feel the need to make hedging statements such as \"well we don't hate AI, we have nothing against it! don't worry, it's useful!\"\n\n\nPerhaps it's because this is the genui","author":"intelfx","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.01007725679420357,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_xmuceg"},{"id":"3e0285b7-2852-40e3-b65a-e5a9c1f3b815","source":"lobsters","source_id":"lobsters:c_vkaqxd","content_type":"comment","title":null,"body_preview":"I only have two examples in recent memory (this and Waterfox), but maybe there are some others - why even do these FOSS projects feel the need to make hedging statements such as \"well we don't hate AI","author":"prayerie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_vkaqxd"},{"id":"666b13c2-f69a-401b-a276-a173906ec8d8","source":"lobsters","source_id":"lobsters:c_ptexf7","content_type":"comment","title":null,"body_preview":"a 2-bit quant of an 8B model\n\n\nRight, 1-bit quant of a 27B model is the way to go!\n\nOnly half-joking; I have given Bonsai-Q1 a simple but boring task where the result was not close to directly usable ","author":"k749gtnc9l3w","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","self_reference"],"bot_score":0.03333333333333333,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_ptexf7"},{"id":"9b3a5822-f3db-4731-9750-b0d4196c3961","source":"lobsters","source_id":"lobsters:c_dskpyv","content_type":"comment","title":null,"body_preview":"office suites should not send parts of your documents off to who-knows-where\n\n\nThis seems like a good property for many programs in general!\n\n\nNobody wants the support costs\n\n\nInstead, we're just goin","author":"pyj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_dskpyv"},{"id":"c0afd207-35a9-4c4c-a080-3b9a21d293c5","source":"lobsters","source_id":"lobsters:c_unsrcg","content_type":"comment","title":null,"body_preview":"This was a very measured and reasonable post from the LibreOffice team explaining why they chose not to integrate any generative features into LibreOffice.\n\n\nYes, and their criteria are quite good. Ba","author":"emk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_unsrcg"},{"id":"a9ab774d-6705-4b4e-b35c-7209eee61bfa","source":"lobsters","source_id":"lobsters:c_mumwg5","content_type":"comment","title":null,"body_preview":"The “vibecoding” tag has a tongue in cheek name, similar to the “merkle-trees” tag. Don’t take the name literally, pay attention to the description instead","author":"pmc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_mumwg5"},{"id":"01bdae50-436c-4bbd-9d40-b955105d641b","source":"lobsters","source_id":"lobsters:c_irah9z","content_type":"comment","title":null,"body_preview":"Or tag anything about linux, unix, amiga or bsd as \"linux\". Not annoying at all.","author":"Sanity","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_irah9z"},{"id":"ec383bdc-0278-4164-b369-b47cb1c583b6","source":"lobsters","source_id":"lobsters:c_bhljaq","content_type":"comment","title":null,"body_preview":"The description on Lobsters is \"vibecoding:  Using AI/LLM, coding tools. Don't also tag with ai. \"\n\nIts just the tag label chosen on this site, another site might have \"Tag every story about sports as","author":"pyfisch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08333333333333333,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_bhljaq"},{"id":"8dce93de-f8c4-434c-93dc-bcd647f33136","source":"lobsters","source_id":"lobsters:c_eouhku","content_type":"comment","title":null,"body_preview":"The vibecoding tag has (culturally) come to encompass anything that uses/touches/mentions the zeitgeisty applications of generative AI. In this way, it is not about vibecoding at all.\n\nA blog post tha","author":"berserk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_eouhku"},{"id":"4fcc1294-1553-411a-8654-75fba8d5c08e","source":"lobsters","source_id":"lobsters:c_3k1kdm","content_type":"comment","title":null,"body_preview":"But it's completely unrelated to the use of coding agents or developing software with LLMs. What does \"vibecoding\" mean to you that you consider it appropriate on this post?","author":"gulbanana","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_3k1kdm"},{"id":"33fd4338-1b6a-4216-b2fb-eaad91089b39","source":"lobsters","source_id":"lobsters:c_5v4cto","content_type":"comment","title":null,"body_preview":"Please do not reflexively tag this as vibecoding. It isn’t about using LLMs, it’s about choosing whether to integrate generative models and features into software.\n\n\nThat is, quite literally, a discus","author":"hackguy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_5v4cto"},{"id":"2e88507e-d6d8-457c-b110-dffa6fa90955","source":"lobsters","source_id":"lobsters:c_tat4an","content_type":"comment","title":null,"body_preview":"This was a very measured and reasonable post from the LibreOffice team explaining why they chose not to integrate any generative features into LibreOffice. I really appreciate that it neither hypes no","author":"johnolinda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sxcz4v/yes_no_ai_is_now_feature#c_tat4an"},{"id":"c6bf0ae9-5ac6-4e48-a8f7-63e45a9a30a7","source":"lobsters","source_id":"lobsters:c_ozh7th","content_type":"comment","title":null,"body_preview":"use deser::{Deserialize, Serialize};\r\nuse deser_encoding::Hex;\r\nuse deser_validate::{Check, NonEmpty, Range};\r\n\r\n#[derive(Debug, Serialize, Deserialize)]\r\npub struct Config {\r\n    // at least one 256-","author":"dprkh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hxmtyv/deser_rethinking_rust_serialization#c_ozh7th"},{"id":"8030237c-8974-49f8-9858-70fa51457b2c","source":"lobsters","source_id":"lobsters:c_eazeiz","content_type":"comment","title":null,"body_preview":"The fact that OnePlus shot a hole into god knows how many of their phones security for a telemetry service and their abysmal response to the researchers findings (documented at the end) make me glad I","author":"lknuth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a5rcxy/getting_root_on_oneplus_15_from_untrusted#c_eazeiz"},{"id":"cf87486f-93a0-4e6b-975a-08a7e046f6f6","source":"lobsters","source_id":"lobsters:c_8xege8","content_type":"comment","title":null,"body_preview":"I read through the post and found myself nodding along. But I was quite surprised to reach the end without any discussion of Bigquery's pipe syntax [1]. While not a silver bullet, IMO, databases addin","author":"lalitm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/zknqct/two_kinds_sql_query_builders#c_8xege8"},{"id":"e5da7f76-6643-4af3-9a3d-b0812a5a263a","source":"lobsters","source_id":"lobsters:c_cvifd1","content_type":"comment","title":null,"body_preview":"In practice what I see at work is that automated reviews catch issues on code where I wouldn't, and where other senior people didn't. Not due to lack of review skills, but because they can dig deeper ","author":"viraptor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_cvifd1"},{"id":"ce3997d6-7503-449b-b6e5-80ac0f8cb4d8","source":"lobsters","source_id":"lobsters:c_uubeer","content_type":"comment","title":null,"body_preview":"Doesn't that assume that the tests or other validation mechanisms, which were written by a fallible human or humans or by the LLM itself, are perfect?\n\n\nI'm not sure if it assumes that. But it resolve","author":"mitsuhiko","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_uubeer"},{"id":"b09528ab-c9ee-48c0-9a27-7793898edb7b","source":"lobsters","source_id":"lobsters:c_qzz6uu","content_type":"comment","title":null,"body_preview":"But the outcome of a typical coding session is very much: did not lie, did not make a mistake, resulted in a valid solution.\n\n\nDoesn't that assume that the tests or other validation mechanisms, which ","author":"mwcampbell","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_qzz6uu"},{"id":"2e0b697f-53b1-43a1-8772-32b029ead488","source":"lobsters","source_id":"lobsters:c_nig4kn","content_type":"comment","title":null,"body_preview":"Make “Checking For Mistakes” A First-Class Feature […] Coding assistants would need to have some version of this as well. Right now, this is pushed off into code review\n\n\nCoding agents are successful ","author":"mitsuhiko","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.03921568627450979,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_nig4kn"},{"id":"1b3601dd-cef3-46ee-9b42-550879ecaaf1","source":"lobsters","source_id":"lobsters:c_xfnfoc","content_type":"comment","title":null,"body_preview":"I would like to see people who are more positive about LLMs (such as @simonw) discuss the article's conclusion. As I understand it, the conclusion argues that the productivity and value that people pe","author":"mwcampbell","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_xfnfoc"},{"id":"867fb89f-732b-4432-98ab-39f05a5a6d24","source":"lobsters","source_id":"lobsters:c_4thgkx","content_type":"comment","title":null,"body_preview":"The argument in the article is that you should check the work of an LLM. My point is you cannot do that by assuming that the citations provided by the LLM are the relevant ones. Likewise if I was chec","author":"neilmadden","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_4thgkx"},{"id":"c06aee46-2257-43ba-a49d-dbe651fc0247","source":"lobsters","source_id":"lobsters:c_oizjyi","content_type":"comment","title":null,"body_preview":"This will obviously vary from person to person and task to task, but the question is: what is the acceptable level of accuracy?\n\nIt's never going to be 100% perfect. You could hire me, a bona fide hum","author":"bitshift","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_oizjyi"},{"id":"0df6c6a7-0d5f-4133-980c-cdd984361421","source":"lobsters","source_id":"lobsters:c_ez8mk1","content_type":"comment","title":null,"body_preview":"This is a good article, but just getting LLMs to present a list of citations is not enough, because those citations will be cherry-picked. The only way to be sure you are getting a balanced view is to","author":"neilmadden","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_ez8mk1"},{"id":"69bc68c4-3741-4c29-b5d3-7c55bfda66c3","source":"lobsters","source_id":"lobsters:c_ztgquz","content_type":"comment","title":null,"body_preview":"Pretty much this. When I see studies about how development with LLMs isn't more productive, I just nod and go back to my stack of finished apps and to complete in the next hour what would take me a fu","author":"viraptor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_ztgquz"},{"id":"41be505d-34a5-42e1-8853-9c36c3ab0c8a","source":"lobsters","source_id":"lobsters:c_tjiace","content_type":"comment","title":null,"body_preview":"Fatigue definitely has something to do with it. Also, many folks have already made up their minds. Suppose you're an AI promoter who's a genuine believer—you're not being paid to promote it or anythin","author":"bitshift","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_tjiace"},{"id":"5d500061-8ab4-45d7-96e9-a69db053da82","source":"lobsters","source_id":"lobsters:c_5joajg","content_type":"comment","title":null,"body_preview":"Excellent article, enough ideas to justify several, but I'm not complaining.\n\n\nI have yet to hear from a single person who has said “yeah, we measured according to your methodology\n\n\nMe neither, and I","author":"elliotmorris","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_5joajg"},{"id":"2627baba-1a6e-41fb-abbc-0a94932a7b22","source":"lobsters","source_id":"lobsters:c_eza5dh","content_type":"comment","title":null,"body_preview":"It's an interesting read, but it's also a mix of:\n\nseemingly new user's expectations for a perfect tool\nlack of knowledge/experience with existing tools\nissues in the proposed solutions\n\n\nI get what t","author":"viraptor","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness","polished_first_draft","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_eza5dh"},{"id":"7d026fbb-7d64-4e51-bced-006bd5de8197","source":"lobsters","source_id":"lobsters:c_ecrupk","content_type":"comment","title":null,"body_preview":"I think what makes this a lot worse is that this technology is being developed in a corporate culture that right now values a kind of artificial humanity\n\n\nI think the \"artificial humanity\" part is us","author":"khairo","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.3444653211129471,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_ecrupk"},{"id":"22fe1787-3212-4339-86ac-8bf263df64b5","source":"lobsters","source_id":"lobsters:c_vnyxqj","content_type":"comment","title":null,"body_preview":"I go back and forth on this.  I currently have some stuff in my AGENTS.md to try and get Claude to mostly avoid personal pronouns, because it feels weird for a tool that I use to be talking as if it's","author":"Johz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_vnyxqj"},{"id":"9c212b6f-47d6-4bd5-9313-814d91ab2a21","source":"lobsters","source_id":"lobsters:c_q9t2be","content_type":"comment","title":null,"body_preview":"I really like this article. In particular:\n\n\nThere is no reason for a software development or research tool to use first-person language to describe itself. They should not do so. In fact they should ","author":"khairo","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3444653211129471,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/q2rymh/what_would_serious_ai_product_look_like#c_q9t2be"},{"id":"67cb12cf-907f-411f-9525-4b63b73a565e","source":"lobsters","source_id":"lobsters:c_xnizki","content_type":"comment","title":null,"body_preview":"Heh! This is historically important, to me at least.  There’s a few of us who put this together, so I cannot (and will not) take the credit.  I just pieced this together.\n\nHopefully other people with ","author":"ThomasAdam","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/otexs4/motifcentral_all_things_motif_xt_xlib#c_xnizki"},{"id":"268b3a3a-b4f4-4c7e-a236-d90a064f35c7","source":"lobsters","source_id":"lobsters:c_qwk7tu","content_type":"comment","title":null,"body_preview":"I’m using Neovim without any major config (a few remapped keys) and no plugin at all. I do code and book writing. Neomutt for email (which allows me to write using Nvim). Offpunk for web/RSS (which al","author":"ploum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/bctr1m/switching_emacs_as_neovim_user#c_qwk7tu"},{"id":"751718df-b396-4eb4-af9a-9c0b081ba942","source":"lobsters","source_id":"lobsters:c_axqz4h","content_type":"comment","title":null,"body_preview":"(Trying again because Anubis ate my comment this morning, should be fixed)\n\nI've also recently purged all my neovim installs and I've either gone to vim-classic now (servers etc) and started with emac","author":"wink","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.04304511722130422,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/bctr1m/switching_emacs_as_neovim_user#c_axqz4h"},{"id":"bcd1e479-bd21-45f0-ae45-c3f6d8e3718e","source":"lobsters","source_id":"lobsters:c_94gzgy","content_type":"comment","title":null,"body_preview":"That is because doom and its modules tend to install and configure bucket load of packages that may or may not clash with other packages.\n\nDoom puts emphasis on taming the 'temperamental' emacs packag","author":"e3bc54b2","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_experience","strong_opinions","imperfect_expression"],"bot_score":0.17394267583195627,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/bctr1m/switching_emacs_as_neovim_user#c_94gzgy"},{"id":"5c03d948-25c5-4b1a-9e02-1cb805350f7c","source":"lobsters","source_id":"lobsters:c_eytjf7","content_type":"comment","title":null,"body_preview":"As long as you stick to the built-in repositories for Emacs packages (which are rather extensive), you can just do M-x package-install and install a new package. Everything is done automatically.\n\n\nFo","author":"omidmash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/bctr1m/switching_emacs_as_neovim_user#c_eytjf7"},{"id":"c7f4f2b1-ca5b-4e80-a91a-b877fa16a4f8","source":"lobsters","source_id":"lobsters:c_y07dqu","content_type":"comment","title":null,"body_preview":"I'd think this was a joke if I hadn't seen so many of the genai influencer/fanboy types who constantly show themselves using speech to text for everything, even when it would have been faster to type.","author":"abeyer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10316846368599784,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/qhszda/ai_didn_t_make_programming_easier_it_just#c_y07dqu"},{"id":"55713b30-7597-4448-b494-8063ccc0e81a","source":"lobsters","source_id":"lobsters:c_m9hvhp","content_type":"comment","title":null,"body_preview":"The talking interaction is a hilarious trainwreck waiting to happen.  Modern people who don't have the attention span to sit through a full length tiktok reel are expected to listen to meandering clau","author":"marginalia","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/qhszda/ai_didn_t_make_programming_easier_it_just#c_m9hvhp"},{"id":"792a5a0a-304e-4295-86c5-75a43603aaad","source":"lobsters","source_id":"lobsters:c_6sez52","content_type":"comment","title":null,"body_preview":"hehe, that scene is solid gold.\n\nSo coincidentally, I was just thinking about movies a few minutes ago, work has mandated ai use but i have no need for this nonsense, but after getting a talking to la","author":"adam_d_ruppe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/qhszda/ai_didn_t_make_programming_easier_it_just#c_6sez52"},{"id":"d7e79c13-008a-411f-b42b-2638bc91e188","source":"lobsters","source_id":"lobsters:c_baqg9x","content_type":"comment","title":null,"body_preview":"they're like \"typing\"\n\n\nHey the OpenAI commercials show them walking around a living room talking to their computer while flipping a tennis racket so get with the times /s\n\nI think about Scotty from S","author":"mdaniel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/qhszda/ai_didn_t_make_programming_easier_it_just#c_baqg9x"},{"id":"13fbcd20-4fb7-4fe1-9eef-d9ef73788089","source":"lobsters","source_id":"lobsters:c_yhrnga","content_type":"comment","title":null,"body_preview":"Memory becomes a shared resource spanning human and machine;\n\n\nSo like it has always been since the invention of writing? or hell prolly little pebbles to remind the cave man of something.\n\n\nThe human","author":"adam_d_ruppe","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/qhszda/ai_didn_t_make_programming_easier_it_just#c_yhrnga"},{"id":"50d408b1-4a8d-4353-8934-5703949803e7","source":"lobsters","source_id":"lobsters:c_jsw4rt","content_type":"comment","title":null,"body_preview":"If anything, this highlights the importance of the higher-ups doing some amount of dogfooding.","author":"karlyeurl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_jsw4rt"},{"id":"104522cf-1730-43f0-8c8d-cc23b421d9f5","source":"lobsters","source_id":"lobsters:c_vefsbf","content_type":"comment","title":null,"body_preview":"Love how Mike kept his promise and did come back with \"More\"","author":"ag","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_vefsbf"},{"id":"3a2ca7ae-0034-4d76-88f2-89ea3531a7b6","source":"lobsters","source_id":"lobsters:c_xmdsml","content_type":"comment","title":null,"body_preview":"23 years later this is using any software in my field feels like. Abberant stiched horrors simulacring thougthful design.","author":"kwas","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0.0051065103715944304,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_xmdsml"},{"id":"a428ea47-b7aa-49c0-9025-659a73167f25","source":"lobsters","source_id":"lobsters:c_1ivn1c","content_type":"comment","title":null,"body_preview":"Funny to see the fingerpointing in the followup emails. It's really exemplary of the toxic internal politics, which I think is a natural byproduct of the stack ranking they imposed at that time.","author":"m0th","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_1ivn1c"},{"id":"85ff912d-55c5-43f4-bb0e-cbb0cef09894","source":"lobsters","source_id":"lobsters:c_pqmi2r","content_type":"comment","title":null,"body_preview":"All I saw was middle managers forwarding the issue down the chain, until (not pictured) it eventually lands on some actual engineer’s desk that just shakes his head thinking ‘that’s what I have been c","author":"sph","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5389097655573916,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_pqmi2r"},{"id":"42cf3069-8d36-4fa4-ba61-ad2d053926ea","source":"lobsters","source_id":"lobsters:c_idaxij","content_type":"comment","title":null,"body_preview":"This is also my (limited) experience every time our project onboards a new grad student with a windows machine. Getting work done on the command line is a pain, things just fail for no discernable rea","author":"nrposner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","genuine_specificity"],"bot_score":0.0701597655573916,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_idaxij"},{"id":"3a4fc4a7-f918-4dcc-b484-6851f71aef4e","source":"lobsters","source_id":"lobsters:c_j3s6pp","content_type":"comment","title":null,"body_preview":"As someone who works (for now) in a big tech bureaucracy I can assure you that decades later, it is in fact far worse.\n\nIt's also fairly sad that BillG's rant on the usability of his own software did ","author":"bityard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","personal_experience","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_j3s6pp"},{"id":"d24039e7-edcc-41ba-ac9b-5fcbf1d78453","source":"lobsters","source_id":"lobsters:c_lv4psp","content_type":"comment","title":null,"body_preview":"Please create a ticket on the company portal for your complaints about bureaucracy. The ticket will then be forwarded to the responsible workgroup, which will assemble a project team that kickstarts e","author":"BenjaminRi","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","suspiciously_balanced","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_lv4psp"},{"id":"f48b06f9-48b3-4e01-b6dc-d3b11e3e0393","source":"lobsters","source_id":"lobsters:c_izcwdp","content_type":"comment","title":null,"body_preview":"Yes. Depends on the organization, but in my limited experience, yes.","author":"jzb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_izcwdp"},{"id":"7b886e07-869c-4ff5-a788-10a47c492caa","source":"lobsters","source_id":"lobsters:c_trydhh","content_type":"comment","title":null,"body_preview":"this is a depressing read... is bureaucracy in big corporations really this bad? it's legit Kafkaesque.","author":"yshui","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.08123236990895452,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_trydhh"},{"id":"b1e60996-0a52-4480-85f9-89130b6b59e2","source":"lobsters","source_id":"lobsters:c_dmtc93","content_type":"comment","title":null,"body_preview":"In this, the Year of Our Lord 2026, my kid wanted to set up a Minecraft Realm.\n\nI have Family Safety enabled. He can’t set up a Realm because of some setting there. It tells me to go to Family Safety ","author":"lorddimwit","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.025012951104013633,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_dmtc93"},{"id":"5b99110f-7ae3-480a-8c4b-2a5f2599598d","source":"lobsters","source_id":"lobsters:c_hmvwsy","content_type":"comment","title":null,"body_preview":"I agree that, in the early 2000’s, it was common knowledge among every technical user that I knew that the only solution to an infected machine was to reformat and start from scratch.  The claim from ","author":"rprospero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_hmvwsy"},{"id":"642a5b97-3d3d-4f3e-b2b6-0b168e1dc1b1","source":"lobsters","source_id":"lobsters:c_xmcjfy","content_type":"comment","title":null,"body_preview":"I had a laptop with a second drive, with windows baked onto it. Precisely for quick reformatting lol.\n\nOne day, that drive got infected so each reinstall came pre-infected","author":"benoliver999","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.04304511722130422,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_xmcjfy"},{"id":"f9aa07b1-d43b-4484-94be-29f305c1aeb2","source":"lobsters","source_id":"lobsters:c_cjintv","content_type":"comment","title":null,"body_preview":"That's very surprising to me. As far as I can tell, it was long known that the initial infection can be prevented with sufficient expertise (barring 0-day drive-by attacks), however, once the machine ","author":"BenjaminRi","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_cjintv"},{"id":"698ee76f-0d61-490e-8bbb-7663b1ea794d","source":"lobsters","source_id":"lobsters:c_5pkhhc","content_type":"comment","title":null,"body_preview":"This reminds me of another Microsoft tale, though one that may be apocryphal and certainly muddled in my own memory by the passing decades:\n\nFor a long time, the company stance at Microsoft was that a","author":"rprospero","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","emotional_authenticity","specific_anecdote","platform_fluency"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_5pkhhc"},{"id":"a83aaebd-1b2a-446f-9fab-2fefdd0e8010","source":"lobsters","source_id":"lobsters:c_o1g03y","content_type":"comment","title":null,"body_preview":"That's what made Bill pissed off.  I don't think he's joking whatsoever.","author":"recursive","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_o1g03y"},{"id":"830e60e5-31e1-47c0-87d4-06e70113ac08","source":"lobsters","source_id":"lobsters:c_euawmr","content_type":"comment","title":null,"body_preview":"Mostly because I was laughing my butt off through the whole thing. If it wasn’t from discovery, I would have assumed it was a skit. Though I was only born at the turn of the millennium, so I might not","author":"nrposner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.0701597655573916,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_euawmr"},{"id":"9089acf8-ceba-41f6-bdf3-e74eb102d74c","source":"lobsters","source_id":"lobsters:c_gkthtl","content_type":"comment","title":null,"body_preview":"why would you not feel it was a serious discussion? it looked extremely serious to me, basically gates indulging in some straight talk about what a mess that part of the ecosystem was.","author":"zem","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_gkthtl"},{"id":"2e1c10cc-35ca-4d7c-8320-54c8b1af43d5","source":"lobsters","source_id":"lobsters:c_dpzx9b","content_type":"comment","title":null,"body_preview":"Thanks! I figured it should be satire since it was meant for a laugh, rather than being a serious discussion, and the satire tag says (satire, parody, and other humor), though I agree it might imply t","author":"nrposner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.0701597655573916,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_dpzx9b"},{"id":"d2fef9a0-d8d2-47a0-b16c-4e0c79ad368c","source":"lobsters","source_id":"lobsters:c_3layrv","content_type":"comment","title":null,"body_preview":"I don't think this is satire as the current tagging implies; it seems to be a real email thread uncovered during legal discovery: https://techcrunch.com/2008/06/25/gates-sends-angry-e-mail-sounds-just","author":"technomancy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lfqtgh/bill_gates_tries_install_movie_maker#c_3layrv"},{"id":"b8d8f113-b515-4a55-a03f-7fdbd093ac24","source":"lobsters","source_id":"lobsters:c_u1i5xx","content_type":"comment","title":null,"body_preview":"Purelymail is $10/year unless you're abusive and has unlimited domains and inboxes. I've been using Migadu for years which has similar pricing but has limits on emails sent/recieved as their pricing d","author":"ngp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","personal_experience"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/joqdsi/shell_email#c_u1i5xx"},{"id":"35a8db83-3ccb-4db5-8cd8-ea9cfc24c1ca","source":"lobsters","source_id":"lobsters:c_0tqmzu","content_type":"comment","title":null,"body_preview":"Mostly because I don’t want to give anything access to my email. I suppose one bot address would suffice.","author":"fly","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.11162278630058045,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/joqdsi/shell_email#c_0tqmzu"},{"id":"83bc9c2d-50b2-4ce7-9392-e85edf9ddba1","source":"lobsters","source_id":"lobsters:c_dyjfjo","content_type":"comment","title":null,"body_preview":"Exactly why do you need multiple email addresses?\n\nPlus addressing works in GMail and a couple of others, and might solve some scenarios. With Migadu, you pay for total storage and volume, mailboxes a","author":"koala","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/joqdsi/shell_email#c_dyjfjo"},{"id":"eb95e471-4274-4b5c-809d-561ab3343b45","source":"lobsters","source_id":"lobsters:c_hndgvn","content_type":"comment","title":null,"body_preview":"Firefox Relay currently has quite a few (or unlimited?) addresses for free (with a Firefox Sync account). It still mentions a limit of 5 in some places, but it has been unlimited for a few months now.","author":"kiyurica","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/joqdsi/shell_email#c_hndgvn"},{"id":"b574a7e5-d772-48bf-a4cd-ee3e72846690","source":"lobsters","source_id":"lobsters:c_6en371","content_type":"comment","title":null,"body_preview":"Maybe address aliasing? Fastmail supports it, but it's not free.","author":"khairo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3444653211129471,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/joqdsi/shell_email#c_6en371"},{"id":"80686e90-1f77-47fc-ab76-31e8c839b175","source":"lobsters","source_id":"lobsters:c_wjy24m","content_type":"comment","title":null,"body_preview":"I don't want to use AI (much) with my bots, but I do want bots. Bots that tell me the Red Sox score, bots that tell me updates on my flights, bots that send me my RSS feeds.\n\nThe thing that keeps me f","author":"fly","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.11162278630058045,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/joqdsi/shell_email#c_wjy24m"},{"id":"e0fc7f9e-2b89-401e-a633-7d3fc0a9c15a","source":"lobsters","source_id":"lobsters:c_otcsbq","content_type":"comment","title":null,"body_preview":"I'm the author. Whether you feel forced to use AI or not, or simply refuse to use it, this may be useful  to consider in case you are reluctant to be pulled into a cloud based application, which is th","author":"abstract777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/joqdsi/shell_email#c_otcsbq"},{"id":"239356c9-70c0-4f63-92b3-028e39f6e498","source":"lobsters","source_id":"lobsters:c_qnkkiu","content_type":"comment","title":null,"body_preview":"Have there been any advancements in the last 4 years worth mentioning?","author":"singpolyma","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hnb7tb/nura_postmarketos_road_daily_drivable#c_qnkkiu"},{"id":"062e9ca2-c06b-4da4-b9c6-37e784a36ca8","source":"lobsters","source_id":"lobsters:c_jwzpyg","content_type":"comment","title":null,"body_preview":"The great thing is that they've outlined how to change that!  There are lots of devices that partially meet the new criteria for \"main\" so there's potential for the list to grow quite a bit while stil","author":"gnafuthegreat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hnb7tb/nura_postmarketos_road_daily_drivable#c_jwzpyg"},{"id":"908fa693-568a-4616-af7a-789d516e3020","source":"lobsters","source_id":"lobsters:c_mkthx3","content_type":"comment","title":null,"body_preview":"Sadly they don't seem to have any supported phone less than 4 years old (or the Pinephone, which might as well be).","author":"fazalmajid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hnb7tb/nura_postmarketos_road_daily_drivable#c_mkthx3"},{"id":"118cd3c6-0894-4fa9-bb9e-ce040a8a9fcf","source":"lobsters","source_id":"lobsters:c_bbj98w","content_type":"comment","title":null,"body_preview":"Motorola Edge 30\n\n\nOh hey, I've had something to do with that one (:","author":"valpackett","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","self_reference"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hnb7tb/nura_postmarketos_road_daily_drivable#c_bbj98w"},{"id":"ddc111ea-a92b-4fda-9958-9483b8cf07de","source":"lobsters","source_id":"lobsters:c_ohzusp","content_type":"comment","title":null,"body_preview":"I would probably supplement with something like VCR for ruby for at least some API tests, rather than elaborate mocks - for example TalkBack:\n\nhttps://github.com/ijpiantanida/talkback\n\nAnd a stand-in ","author":"e12e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_ohzusp"},{"id":"be0ab430-91d9-4035-9e9f-04afa8dfa00e","source":"lobsters","source_id":"lobsters:c_8jyrzb","content_type":"comment","title":null,"body_preview":"I could probably eliminate flakes entirely if I spent a few hours on it, but I’m not sure it's worth the effort right now.\n\n\nWhat’s your plan for eliminating flakes? End to end browser applications ar","author":"amw-zero","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.08333333333333331,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_8jyrzb"},{"id":"6a3dfba9-6278-4a08-aee3-d283e882b519","source":"lobsters","source_id":"lobsters:c_cyqzhu","content_type":"comment","title":null,"body_preview":"What I've landed on is a small set of critical e2e tests, then MSW http level mocks for everything else.","author":"icholy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_cyqzhu"},{"id":"83810e58-0bd5-45ef-9d7a-951572b17953","source":"lobsters","source_id":"lobsters:c_c9x8za","content_type":"comment","title":null,"body_preview":"Yeah I definitely think end-to-end feature testing \"doubling as load-testing\" is a smell. If you're not setting out to load-test in particular, you're not going to stress the system in any meaningful ","author":"pzel","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_template_phrases"],"bot_score":0.29687499999999994,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_c9x8za"},{"id":"b6c81585-6c10-41c6-8c99-33a51ce388a2","source":"lobsters","source_id":"lobsters:c_pnmm8n","content_type":"comment","title":null,"body_preview":"each test creates its own objects without relying on any existing data, never touches data it did not create, and never cleans up anything. Data just accumulates.\n\n\nI don't get this from my experience","author":"tclancy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.14015206331422808,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_pnmm8n"},{"id":"0654e5b3-a8c5-4710-ae6c-9d66868b9905","source":"lobsters","source_id":"lobsters:c_pk4dmf","content_type":"comment","title":null,"body_preview":"Same thing happened to me yesterday except clicking Reply would only embed a busted Anubis page in place of where the typing box usually appears.","author":"trenchant","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.0357142857142857,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_pk4dmf"},{"id":"4f1d7fbd-8717-439f-978e-84cfbe6aa4ac","source":"lobsters","source_id":"lobsters:c_tkd5qg","content_type":"comment","title":null,"body_preview":"Fantastic approach. I did something similar at a previous gig. Never cleaning up, being robust to existing server state, and generating fresh data for each specific test case also helped us, as in thi","author":"pzel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","imperfect_expression","niche_expertise"],"bot_score":0.29687499999999994,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_tkd5qg"},{"id":"086bd954-a04d-42bd-b74b-7311f3299810","source":"lobsters","source_id":"lobsters:c_tt9brn","content_type":"comment","title":null,"body_preview":"Great writeup, we need more blogs on writing actual end-to-end tests practically. I did go hard on end-to-end tests for a personal project a few years back, where I initially started with standing up ","author":"frontsideair","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_tt9brn"},{"id":"0b53bdaa-ae5c-4035-a57e-a3c79fb218b6","source":"lobsters","source_id":"lobsters:c_ee91fk","content_type":"comment","title":null,"body_preview":"Indeed! I added this dark mode recently, I forgot to test this part of the site… it should be fixed in a few minutes. Thank you!","author":"motet-a","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_ee91fk"},{"id":"182bdeea-d067-47de-b782-7c467713049f","source":"lobsters","source_id":"lobsters:c_i3coyd","content_type":"comment","title":null,"body_preview":"The theme for this website is broken on dark mode. When something is highlighted (like with an anchor link) then the background and text are both white.\n\nEdit: also headings.","author":"gavinmorrow","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","specific_observation"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vlywx2/my_experience_writing_automated_tests#c_i3coyd"},{"id":"a00fefda-a8d6-4ed1-9eca-e46fef8cb847","source":"lobsters","source_id":"lobsters:c_xla4nx","content_type":"comment","title":null,"body_preview":"A few years ago I implemented this in Haskell. At the time our Haskell implementation beat Rust on UTF-16.","author":"ruuda","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s0x5nd/aho_corasick_algorithm#c_xla4nx"},{"id":"305cf71f-6a5c-4335-9d06-b3b389cdff50","source":"lobsters","source_id":"lobsters:c_euapzl","content_type":"comment","title":null,"body_preview":"One of the reasons why my Markdown editor, KeenWrite, can evaluate hundreds of R expressions in real time is thanks to the Aho-Corasick Algorithm. Robert Bor make a fantastic implementation for Java:\n","author":"thangalin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s0x5nd/aho_corasick_algorithm#c_euapzl"},{"id":"154cdd4b-a26f-43a7-915e-14570c3af167","source":"lobsters","source_id":"lobsters:c_squ1td","content_type":"comment","title":null,"body_preview":"I worked for a company years ago which developed a web content filter.\n\nThis was one of the main algorithms we used to scan for words, to be able to give a weighing to them, etc.","author":"ThomasAdam","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s0x5nd/aho_corasick_algorithm#c_squ1td"},{"id":"d04947c4-826a-4c01-8260-155f634e5079","source":"lobsters","source_id":"lobsters:c_k3logz","content_type":"comment","title":null,"body_preview":"Thanks for making me aware of VectorScan! In a security-sensitive context, I would be a little concerned about a crate with only one version, no activity since original publish last year, and a delete","author":"novedevo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s0x5nd/aho_corasick_algorithm#c_k3logz"},{"id":"acd5f8ee-2504-4332-ac07-b9d2117724e9","source":"lobsters","source_id":"lobsters:c_emljvt","content_type":"comment","title":null,"body_preview":"If you are dealing with large number of patterns, e.g. firewalls, antivirus or other security appliances, it's better to use VectorScan via hyperscan-tokio-sys, based on Intel's highly optimized Hyper","author":"fazalmajid","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s0x5nd/aho_corasick_algorithm#c_emljvt"},{"id":"4e199602-c326-4e67-a038-ebbf3bc949a8","source":"lobsters","source_id":"lobsters:c_twos6n","content_type":"comment","title":null,"body_preview":"I love this algorithm. There's an optimized Rust implementation, used in the de-facto-std regex crate in some situations where the lazy DFA is less performant.","author":"novedevo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s0x5nd/aho_corasick_algorithm#c_twos6n"},{"id":"c2d7b08e-fbb8-48c5-ad41-991628a4591c","source":"lobsters","source_id":"lobsters:c_ult8tg","content_type":"comment","title":null,"body_preview":"Does Arc::unwrap_or_clone() not work here? I'm a bit confused as to the need here. You're already taking the arc as value. Maybe I'm not understanding the use case.","author":"junon","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.04304511722130422,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_ult8tg"},{"id":"30fb331d-bc97-450c-acd8-f2b3908d2ade","source":"lobsters","source_id":"lobsters:c_cnascy","content_type":"comment","title":null,"body_preview":"Soon we shall have Arc::map and the nightmare will be over\n\nOh no this doesn't do what I thought, I was thinking of mappable-rc.","author":"addison","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.005952380952380942,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_cnascy"},{"id":"cbadba52-38cf-4ba5-ab0b-483cd9e1e475","source":"lobsters","source_id":"lobsters:c_dx3ffw","content_type":"comment","title":null,"body_preview":"Yeah that tracks. If the goal is to have this Just Work :tm: with Deref-ing pointer than Pin or StableDeref is probably the way to go.","author":"dov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.4331232574757243,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_dx3ffw"},{"id":"a45113c6-daef-4889-9134-b3e9346833eb","source":"lobsters","source_id":"lobsters:c_simaed","content_type":"comment","title":null,"body_preview":"Oh neat I didn't realize that was guaranteed! nice\n\nOriginally I wrote things to work for any Deref-ing pointer, not just Arc, before realizing that just makes things way too complex, this further sim","author":"polywolf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_simaed"},{"id":"32d5aaab-bb3c-407e-95d7-ed00362facae","source":"lobsters","source_id":"lobsters:c_avrpci","content_type":"comment","title":null,"body_preview":"Super neat! Playing around with this a bit, I'm not sure you actually need the Pin. The pointee of an Arc should already be addr stable. If we take a look at the Arc::as_ptr doc it says:\n\n\nThe counts ","author":"dov","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.4331232574757243,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_avrpci"},{"id":"2dd73902-0544-49fb-b576-70674eaa2278","source":"lobsters","source_id":"lobsters:c_jn9d1n","content_type":"comment","title":null,"body_preview":"Thanks for the repro!! I knew I was missing something...\n\nIntuitively, it feels like going from small lifetime 'x to larger lifetime 'y isn't a problem on its own. Like, it's not unsound (tho it is we","author":"polywolf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_jn9d1n"},{"id":"58f2800f-9c4c-4d92-a43a-3bdf26cf7430","source":"lobsters","source_id":"lobsters:c_tbg0kj","content_type":"comment","title":null,"body_preview":"As written, PinRef::project is unsound: minimal repro.\n\nThe issue here is that impl for<'a> FnOnce(&'a T) -> &'a U does not actually mean \"for all lifetimes 'a\" -- this would be invalid, because T mig","author":"T6","classification":"human_created","confidence":0.82,"indicators":["niche_expertise","genuine_specificity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_tbg0kj"},{"id":"fa0fa465-2dfe-4379-b713-cee8d9238408","source":"lobsters","source_id":"lobsters:c_gm8qa3","content_type":"comment","title":null,"body_preview":"Nice! yoke will be very useful in code I’m writing; thanks for the reference.","author":"snej","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.05745332578893796,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_gm8qa3"},{"id":"dc1be8a1-9a31-4ccc-87ea-fcf303f79be4","source":"lobsters","source_id":"lobsters:c_eu5mwc","content_type":"comment","title":null,"body_preview":"yep! it's a very similar design. looks like it uses a StableDeref trait from a non-standard-library crate to be safe. That crate was originally released before Pin was established, seems to provide so","author":"polywolf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_eu5mwc"},{"id":"3e37b281-3e48-438a-a18f-1df3df078564","source":"lobsters","source_id":"lobsters:c_vwga17","content_type":"comment","title":null,"body_preview":"This is neat! I think yoke does something similar. It was designed for zero-copy deserialization but I think it could be used for the same thing. It seems like it doesn't use Pin because instead of De","author":"fractalbeauty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dayzwt/pining_for_arc_downcasting_rust#c_vwga17"},{"id":"a66098eb-2539-4ebc-a65b-0132dc723a50","source":"lobsters","source_id":"lobsters:c_46qsde","content_type":"comment","title":null,"body_preview":"I’ve been nerdsniped by River when I found out multiple window manager components for it written in Janet (in a phase of my life where I am in love with the language)\n\nBut I don’t know anyone who’s us","author":"sph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.5389097655573916,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_46qsde"},{"id":"12a45aaa-815f-4edc-9d1f-ae49eaa91cd8","source":"lobsters","source_id":"lobsters:c_brgpcj","content_type":"comment","title":null,"body_preview":"Thank goodness! Modern tiling wms like Sway/i3/&c drive me nuts, so I'm happy to have alternatives on Wayland.","author":"jfb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_brgpcj"},{"id":"6c843f2b-173e-40bc-b824-6e506582e692","source":"lobsters","source_id":"lobsters:c_gboge3","content_type":"comment","title":null,"body_preview":"Can't wait to read the C code. Always fun to see new projects in C.","author":"gunduzc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_gboge3"},{"id":"bddbc77c-1786-4aec-b3d5-7237f8438b27","source":"lobsters","source_id":"lobsters:c_zgusq3","content_type":"comment","title":null,"body_preview":"I love it!  Windows 3.1 was my first GUI experience, so that Canoe look is very appealing to my nostalgia.","author":"gnafuthegreat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_zgusq3"},{"id":"39066a20-2478-43ac-bffc-0f5435b0023b","source":"lobsters","source_id":"lobsters:c_t1zcwn","content_type":"comment","title":null,"body_preview":"Canoe's an excellent project.\n\nI even have a CoW theme for it:  https://bsd.network/web/@thomasadam/117090015732957912","author":"ThomasAdam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_t1zcwn"},{"id":"d6de02f7-cc85-49c7-b43f-5589d029f178","source":"lobsters","source_id":"lobsters:c_2hw6sp","content_type":"comment","title":null,"body_preview":"This one is top of my “check-it-out” list for the aesthetics alone: https://github.com/roblillack/canoe","author":"sph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.5389097655573916,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_2hw6sp"},{"id":"8202cbf8-f86c-4d82-a175-94e20729ae65","source":"lobsters","source_id":"lobsters:c_lpgptu","content_type":"comment","title":null,"body_preview":"I love the direction River is going, so many cool window manager projects have popped up, including this one. :3","author":"lumi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","semantic_specificity"],"bot_score":0.053842539504704245,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_lpgptu"},{"id":"cfb0cfdf-e2c6-4e7f-92d6-c739dc99e990","source":"lobsters","source_id":"lobsters:c_6pur16","content_type":"comment","title":null,"body_preview":"I have been following his occasional toots on this project with interest https://bsd.network/@thomasadam","author":"fanf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_6pur16"},{"id":"86f57d61-1ebb-4f8c-85e2-06bb0cca2495","source":"lobsters","source_id":"lobsters:c_tapfrl","content_type":"comment","title":null,"body_preview":"Oh wow, I had no clue he was actually the lead dev for Fvwm, neat.","author":"bwbuhse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.0722589881390797,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_tapfrl"},{"id":"1913c495-7d10-4a76-a015-7cdec665ad23","source":"lobsters","source_id":"lobsters:c_g6ttk0","content_type":"comment","title":null,"body_preview":"That’s awesome! FVWM was my first WM ever and I believe that I still have a screenshot of my config on the official website. It was awesome for a beginner that wanted to custom everything.\n\nSmall lapt","author":"ploum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_g6ttk0"},{"id":"613692de-81cf-4cdd-beb5-585d8b32b9b9","source":"lobsters","source_id":"lobsters:c_lz3dbe","content_type":"comment","title":null,"body_preview":"CoW was started by Thomas Adam, long-time lead developer of Fvwm.  It's intended as the Wayland-successor, because porting Fvwm from X isn't feasible.","author":"cjr","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_lz3dbe"},{"id":"08bf105e-1a41-478d-a582-59360460cf32","source":"lobsters","source_id":"lobsters:c_lg3oz8","content_type":"comment","title":null,"body_preview":"Hi all,\n\nThanks for the comments, really appreciate it.\n\nCow is just a bit of fun for me, due to the risk of X11’s longevity being in question for a while, and I did not want to be without an environm","author":"ThomasAdam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.1312323699089545,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_lg3oz8"},{"id":"ba831e33-2d48-4957-908e-5555b09af35a","source":"lobsters","source_id":"lobsters:c_czih9e","content_type":"comment","title":null,"body_preview":"I'm not sure if 100% compatibility with all X11 window managers would be possible, I suspect that some X11 features which have no direct Wayland equivalent would cause issues.\n\nAlso, you would lose ou","author":"ifreund","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_czih9e"},{"id":"27806117-a9af-4397-a749-621bbd114f3f","source":"lobsters","source_id":"lobsters:c_qfghw0","content_type":"comment","title":null,"body_preview":"I dabbled with starting a PoC compositor (codename Waxland) that would use X11 as an IPC between the compositor and a WM. This in theory should allow to run old unmodified X11 WM binaries to manage Wa","author":"hawski","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_qfghw0"},{"id":"138e1e48-6424-461d-a674-4beaf6afbb18","source":"lobsters","source_id":"lobsters:c_nmkyq3","content_type":"comment","title":null,"body_preview":"CoW is so cool! This is exactly the kind of thing I was hoping to see people build on top of river :)\n\n(I am the river developer and will happily answer any river-related questions y'all might have)","author":"ifreund","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tyivfg/cow_stacking_window_manager_for_wayland#c_nmkyq3"},{"id":"9d0ddee6-eca0-43a4-bd4b-9ba37fa3bc2f","source":"lobsters","source_id":"lobsters:ggolae","content_type":"post","title":"How I Built an iPhone App in Four Days with Opus 5.5","body_preview":"How I Built an iPhone App in Four Days with Opus 5.5","author":"lukewilson","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases","lack_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ggolae/how_i_built_iphone_app_four_days_with_opus_5"},{"id":"a91a18e3-6975-410d-8b89-27f21d423f6b","source":"lobsters","source_id":"lobsters:yj7sbv","content_type":"post","title":"Unix File and Directory Permissions and Modes (2018)","body_preview":"Unix File and Directory Permissions and Modes (2018)","author":"BD103","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yj7sbv/unix_file_directory_permissions_modes"},{"id":"02d84390-f0a4-41db-a342-55db2c3f9b95","source":"lobsters","source_id":"lobsters:werm2e","content_type":"post","title":"ESPARGOS - ESP-SDR: Raw IQ Capture with Espressif's ESP32 Chips","body_preview":"ESPARGOS - ESP-SDR: Raw IQ Capture with Espressif's ESP32 Chips","author":"projectgus","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.16707822924338953,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/werm2e/espargos_esp_sdr_raw_iq_capture_with"},{"id":"2e5140e0-a3b3-4c52-b60e-46efc6bc9aec","source":"lobsters","source_id":"lobsters:okds3e","content_type":"post","title":"State of the (Tagged) Union Address by Andrew Kelley","body_preview":"State of the (Tagged) Union Address by Andrew Kelley","author":"trousers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0.031046354076522176,"content_class":null,"collected_at":"Wed Sep 30 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/okds3e/state_tagged_union_address_by_andrew"},{"id":"04063dda-71f8-4039-a527-a39f11698f6a","source":"lobsters","source_id":"lobsters:qhszda","content_type":"post","title":"AI Didn’t Make Programming Easier. 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It must be worse than K&S","author":"neo_sporin","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtguc4/is_there_a_quintessential_football_soccer_movie/pcw471t/"},{"id":"aca0ff09-c419-4989-a83e-c9af39856af1","source":"reddit","source_id":"t1_pcw47be","content_type":"comment","title":null,"body_preview":"Too many of these are films adults would like. My 14 year old son likes To Kill a Mockingbird. The 11 year old likes The Defiant Ones. I would start with one of those. The 14 year old also likes Perry","author":"JuniperBushes4Ever","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw47be/"},{"id":"974c5a8c-25dc-45bc-aec0-24488ef537b2","source":"reddit","source_id":"t1_pcw47s6","content_type":"comment","title":null,"body_preview":"To Kill A Mockingbird 12 Angry Men Frankenstein Metropolis","author":"TimeWasting_Fun","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw47s6/"},{"id":"a445b6dd-a72b-45f3-b191-20c4aa20f5ff","source":"reddit","source_id":"t1_pcw488t","content_type":"comment","title":null,"body_preview":"Cregger really proved himself with his last horror film, so pairing him with someone like Lawrence feels like a smart move. Curious whether this leans more creature feature or psychological","author":"lungUckieck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtmruu/jennifer_lawrence_to_star_in_zach_creggers_the/pcw488t/"},{"id":"a1d141a0-78cd-4429-b855-f85f3dab76bf","source":"reddit","source_id":"t1_pcw48dy","content_type":"comment","title":null,"body_preview":"I suppose my question to you is if you could pick one black and white film to share with your (leery) kid  alfred hitchcocks the birds... (which is actually color! but im pretty sure our tv was black ","author":"xDaBaDee","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw48dy/"},{"id":"4ab62539-cd14-4c2f-8874-85965c9220ef","source":"reddit","source_id":"t1_pcw48ez","content_type":"comment","title":null,"body_preview":"La Haine.  He’ll never look at cinema the same way again. Blow his mind.","author":"ntsmmns06","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw48ez/"},{"id":"34b1d2ea-bac6-4ff4-9828-dbb570c98e53","source":"reddit","source_id":"t1_pcw48nd","content_type":"comment","title":null,"body_preview":"Well now you're shifting the goalposts cause you're too proud to just say \"yup, I misread your comment\". But I'll spell it out for you. I don't think Fincher's partnership with Netflix was very fruitf","author":"meganev","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtlcjs/david_fincher_director_of_fight_club_to_exit/pcw48nd/"},{"id":"8c324572-e1c4-4aa5-a1ea-c41097f97321","source":"reddit","source_id":"t1_pcw48p3","content_type":"comment","title":null,"body_preview":"This movie also opens up the TV show Everybody loves Ray if he hasn't seen it.","author":"ZombieBiteOintment","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw48p3/"},{"id":"ab42c1a8-137e-4614-b0b0-c3fc094c965a","source":"reddit","source_id":"t1_pcw48pu","content_type":"comment","title":null,"body_preview":"It’s been a while since I’ve watched it, but I remember the humor holding up fairly well, and I feel like comedy might be the best bet to hold a teenager’s attention. I might go with something more on","author":"lupus_bonum","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","platform_fluency","specific_recommendations","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw48pu/"},{"id":"54f354b3-163e-432a-b356-80e15c4e54d0","source":"reddit","source_id":"t1_pcw49tz","content_type":"comment","title":null,"body_preview":"North by Northwest. If you want something more recent The Lighthouse is a good one. From the 90s there's Schindler List and Clerks.","author":"pandaSmore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw49tz/"},{"id":"5b9d8a48-baab-40f1-bb83-a25cb7caa400","source":"reddit","source_id":"t1_pcw49yo","content_type":"comment","title":null,"body_preview":"Big Lebowski. Any Wes Anderson Movie. They’re all trash.","author":"Director-Unique","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtl055/whats_a_movie_everyone_seems_to_love_that_just/pcw49yo/"},{"id":"c3e0b9ee-426f-40c8-9813-b90f030cb7ad","source":"reddit","source_id":"t1_pcw4afk","content_type":"comment","title":null,"body_preview":"I thought The Killer fucking sucked. Was I too stoned for it?","author":"JoeyJoeJoeJuniorShab","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtlcjs/david_fincher_director_of_fight_club_to_exit/pcw4afk/"},{"id":"047bd14d-c4d2-40fa-bd2d-eb2ecc6d6334","source":"reddit","source_id":"t1_pcw4b8g","content_type":"comment","title":null,"body_preview":"The problem is every bit in this movie has been stolen by cartoons ten thousand times.","author":"DiskSalt4643","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw4b8g/"},{"id":"eeab89b3-27d0-4b73-8bd4-553a21889d31","source":"reddit","source_id":"t1_pcw4bhr","content_type":"comment","title":null,"body_preview":"14 and you want to go with a war romance or a courtroom drama? I dunno about that, though everyone is different. I'd go with something fun like The Incredible Shrinking Man (1957). Tell 'em it's what ","author":"truckturner5164","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw4bhr/"},{"id":"81b6e382-5441-4785-aef4-c40b69ce5bcf","source":"reddit","source_id":"t1_pcw4bz9","content_type":"comment","title":null,"body_preview":"My wife and I watched it recently. It does NOT hold up","author":"neo_sporin","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtguc4/is_there_a_quintessential_football_soccer_movie/pcw4bz9/"},{"id":"e0fde411-c1f8-452c-855b-212222cd28f6","source":"reddit","source_id":"t1_pcw4c29","content_type":"comment","title":null,"body_preview":"It'd be nice if they explored the Doom of Valyria. Keep the nature of the catastrophe obscure, but give us droplets of that civilization and show what happened to caused them to leave forever.","author":"LopsidedIncident","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtgu5b/game_of_thrones_movie_aegons_conquest_sets_june_1/pcw4c29/"},{"id":"8535e5fc-825b-497f-9be8-fd55bc049a62","source":"reddit","source_id":"t1_pcw4cjt","content_type":"comment","title":null,"body_preview":"Start with Young Frankenstein. Then, offer that Casablanca is currently relevant given the resistance shown to Nazis in that film. I’m thinking of the bar singing the French National Anthem to drown o","author":"ItsokImtheDr","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:09:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1wtjy1s/my_14_year_old_son_agreed_to_watch_one_black_and/pcw4cjt/"},{"id":"2dcc64a4-ac92-4497-830b-9e4fc6063645","source":"reddit","source_id":"t1_pcw3tzf","content_type":"comment","title":null,"body_preview":"Don’t worry. Karma will get him in the afterlife. Hell awaits for all the evil he has committed!","author":"49ers4life71","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw3tzf/"},{"id":"b018de05-b270-4c49-a6da-f9371c3dff4c","source":"reddit","source_id":"t1_pcw3tzy","content_type":"comment","title":null,"body_preview":"We need to chronical all of this shit for anyone who runs against these reps and senators for decades","author":"sck178","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw3tzy/"},{"id":"a01099f5-a312-4133-8de4-f3add7849ef2","source":"reddit","source_id":"t1_pcw3uxb","content_type":"comment","title":null,"body_preview":"So ICE was not present to keep the person there nor were they in handcuffs.  What exactly is the nurse supposed to do here exactly? This is saying if a cop just hands a person to you and runs away, if","author":"mtb443","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtlee7/michigan_nurse_charged_with_helping_immigrant/pcw3uxb/"},{"id":"62a74cf7-29b0-4e2f-a7c2-6aa94159a842","source":"reddit","source_id":"t1_pcw3wpf","content_type":"comment","title":null,"body_preview":"Genuinely asking but what can we do? As a singular person what difference can I make that will matter?","author":"Remarkable-One2669","classification":"ai_generated","confidence":0.75,"indicators":["absence_of_personality","synthetic_empathy","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw3wpf/"},{"id":"84bbd553-3610-4c15-a0e0-dbe582bcedf9","source":"reddit","source_id":"t1_pcw3xw7","content_type":"comment","title":null,"body_preview":"Well Nivius, we have an election coming up that is motivating people. Do you have a better solution?!","author":"ClumsyTulip_1999","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw3xw7/"},{"id":"afc0153c-b02b-4c56-8902-26f6c5ae3126","source":"reddit","source_id":"t1_pcw3xwm","content_type":"comment","title":null,"body_preview":"Or… hear me out… We trade him to Iran as a token of goodwill towards future negotiations.","author":"YOLOburritoKnife","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw3xwm/"},{"id":"4ac03c4f-2030-4ea7-a6da-5d8bb515cb11","source":"reddit","source_id":"t1_pcw3ztt","content_type":"comment","title":null,"body_preview":"my parents are maga and they were abusive beyond comprehension growing up. Unfortunately, lots of people are just awful.","author":"Any_Art7345","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw3ztt/"},{"id":"499b8a3b-7c89-4f7f-b2d8-6791af1d831c","source":"reddit","source_id":"t1_pcw3zwo","content_type":"comment","title":null,"body_preview":"Not sure how that statement makes it her job to detain people?","author":"BrofessorFarnsworth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtlee7/michigan_nurse_charged_with_helping_immigrant/pcw3zwo/"},{"id":"1d393519-6f29-457c-bf9b-3af6f00799c3","source":"reddit","source_id":"t1_pcw40jq","content_type":"comment","title":null,"body_preview":"You're so right. I never looked at it that way before. Thank you so much.","author":"Phew-ThatWasClose","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw40jq/"},{"id":"c3e8bbb7-58d3-41e1-ba8c-87f64565c084","source":"reddit","source_id":"t1_pcw41m3","content_type":"comment","title":null,"body_preview":"Brother his support in the polls - let alone the election itself - should tell you otherwise. It took the richest man in the world, the richest people in the world, a typical \"strongman\" agenda in tou","author":"cloverpopper","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw41m3/"},{"id":"c99f8918-4cb8-48cc-9812-6d02acd934e8","source":"reddit","source_id":"t1_pcw429f","content_type":"comment","title":null,"body_preview":"In New Mexico there's a small town people call Mad-rid (mædrɪd) which is a little weird since a quarter of the state speaks Spanish primarily and half are Hispanic/Latino.","author":"NoMorePorridge1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtnufd/customers_flee_lebanon_mcdonalds_before_roof/pcw429f/"},{"id":"2e2f63d5-ef7c-48d6-a55d-80a2bd42840e","source":"reddit","source_id":"t1_pcw42wk","content_type":"comment","title":null,"body_preview":"(oh. One potential addition to your comment is \"the systemic dumbing down of the population.\" The fact that americans are becoming less educated instead of more seems to make a pretty huge impact for ","author":"Illustrious_Top4917","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw42wk/"},{"id":"0a0c8e67-1561-4f74-b888-c4afebddcbe9","source":"reddit","source_id":"t1_pcw42x2","content_type":"comment","title":null,"body_preview":"They won’t be giving that kind of money to the Dems and we all know it.","author":"Freakears","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw42x2/"},{"id":"cfd0b310-2021-4e7d-af1e-fedd5c29c29e","source":"reddit","source_id":"t1_pcw42zp","content_type":"comment","title":null,"body_preview":"I like it. Particularly given the way it triggers the dims on here.","author":"Emergency_Interest_7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw42zp/"},{"id":"3e91bb6c-6750-477c-93f7-06a3e0ff6736","source":"reddit","source_id":"t1_pcw43ha","content_type":"comment","title":null,"body_preview":"Now tell us about Pritzker. Oh hold on. Thats fine. We get it.","author":"Silver-Effective-135","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw43ha/"},{"id":"c25dc012-3479-4012-ab54-dc100a24f309","source":"reddit","source_id":"t1_pcw43t7","content_type":"comment","title":null,"body_preview":"They aren’t serious people. None of the traitors are. They’re all just penis obsessed trolls.  The world is on fire and he wants you to know that for a few days gas was as high in 22 as it is under hi","author":"UnhappyReason5452","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw43t7/"},{"id":"17660659-1fc0-4789-b812-8dea3cf26b1b","source":"reddit","source_id":"t1_pcw43u7","content_type":"comment","title":null,"body_preview":"Why not? Nobody does anything. This guy is a textbook traitor and just wakes up and just does whatever he wants with zero repercussions.  The only way he leaves is in a box so get comfy. I, for one, a","author":"RogerCraigfortheHOF","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw43u7/"},{"id":"07a97327-df12-4f8b-8513-cb48e836133d","source":"reddit","source_id":"t1_pcw446e","content_type":"comment","title":null,"body_preview":"Radiolab had an interesting podcast where a guy visited all 47 lebanons in the US.","author":"ledeuxmagots","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtnufd/customers_flee_lebanon_mcdonalds_before_roof/pcw446e/"},{"id":"2f9b7c25-efe1-440e-8de0-df5bcbbcdbf6","source":"reddit","source_id":"t1_pcw44kc","content_type":"comment","title":null,"body_preview":"Great question, literally every comment he's made in this thread has been false so he might just be a troll who's bad at his job","author":"ldg25","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw44kc/"},{"id":"08e12028-5b7b-4ba6-b2b3-dd07f1541e95","source":"reddit","source_id":"t1_pcw4546","content_type":"comment","title":null,"body_preview":"I read the title and my brain pictured them tapping it like at a register. PING and walk along without breaking stride.","author":"Signal_Werewolf_1955","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1wtiuu6/homeland_security_taps_20m_in_taxpayer_funds_for/pcw4546/"},{"id":"d62a06b0-4f8b-4f04-8ed9-acbf3edf0d40","source":"reddit","source_id":"t1_pcw3rzd","content_type":"comment","title":null,"body_preview":"Has anyone asked it about Epstein? (Or one of the key words that are likely not auto filtered)","author":"SillyAlternative420","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wto1b1/trumps_ai_website_confirms_he_lost_2020_election/pcw3rzd/"},{"id":"7f799113-b706-4fe3-8dbf-8880c10d780e","source":"reddit","source_id":"t1_pcw3swc","content_type":"comment","title":null,"body_preview":"Look how this worked out for Stalin when he purged the upper military leadership in 1938-39 then Germany invaded in 1940 and the Soviets weren’t anywhere ready","author":"retiredRRer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","historical_reference_with_commentary","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtklpy/pete_hegseth_is_about_to_slash_a_fifth_of_all/pcw3swc/"},{"id":"b227f1f2-003b-44d4-91b6-2c9d999424d8","source":"reddit","source_id":"t1_pcw3t93","content_type":"comment","title":null,"body_preview":"If wrong was a planet, he was in an alternative universe","author":"camshun7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtkzn7/gop_senator_tries_to_trap_jack_smithand_gets/pcw3t93/"},{"id":"cb49646f-2477-4ff2-872d-b273160aa14b","source":"reddit","source_id":"t1_pcw3u4w","content_type":"comment","title":null,"body_preview":"It's infantile...but watch the US government change all it's communications regarding AI to SI.","author":"DutchShultz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtok29/trump_orders_us_government_to_call_ai_super/pcw3u4w/"},{"id":"4dedb290-dbcd-45a6-b967-4616e46fac17","source":"reddit","source_id":"t1_pcw3uh9","content_type":"comment","title":null,"body_preview":"Schmitt seems confused... he could use our help. https://www.schmitt.senate.gov/contact/ In case anyone wants to call his office and help explain the difference between the Atlanta Hawks and Iowa Hawk","author":"Financial-Desk-669","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtiw8n/chuck_todd_hawks_hawkeyes_gaffe_just_an/pcw3uh9/"},{"id":"e6876c2a-5bd2-4947-8b6f-0874459800b4","source":"reddit","source_id":"t1_pcw3v6w","content_type":"comment","title":null,"body_preview":"Upcoming? The slow march coup already happened. They are just cutting loose ends. You Americans are complacent and let it happen.","author":"ImmovableMind","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtklpy/pete_hegseth_is_about_to_slash_a_fifth_of_all/pcw3v6w/"},{"id":"5df84f7b-548b-491d-8900-b3291cbe5eec","source":"reddit","source_id":"t1_pcw3vd6","content_type":"comment","title":null,"body_preview":"I guarantee you he thinks that he’s deserving because of some vague reason but it’s everyone else who’s a scammer","author":"briganca","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtd58p/maga_furious_over_republican_ad_featuring_white/pcw3vd6/"},{"id":"1a08256d-db63-4d9b-88c7-c840b1e1465b","source":"reddit","source_id":"t1_pcw3vit","content_type":"comment","title":null,"body_preview":"Super Intelligent's says Trump is a Loser and a Liar","author":"Big-D-TX","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wto1b1/trumps_ai_website_confirms_he_lost_2020_election/pcw3vit/"},{"id":"b0cb7ab2-6337-4519-ba67-b647a74ba247","source":"reddit","source_id":"t1_pcw3vpl","content_type":"comment","title":null,"body_preview":"Right but still I’m not saying we save them, I’m saying whether or not we do anything, they still exist and we should hope to change their minds. I’m not saying bail em out corpo style!","author":"runthepoint1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wthdip/brace_for_losing_everything_farm_crisis_fears/pcw3vpl/"},{"id":"0f77a2dd-e437-4299-bf94-1b55a8157fc3","source":"reddit","source_id":"t1_pcw3vqt","content_type":"comment","title":null,"body_preview":"I firmly believe this is entirely because he struggles to pronounce, or even remember, the word \"artificial\".","author":"NoNewSpoons","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtok29/trump_orders_us_government_to_call_ai_super/pcw3vqt/"},{"id":"ebbe1241-615b-4bea-812f-c9e5366fd382","source":"reddit","source_id":"t1_pcw3vto","content_type":"comment","title":null,"body_preview":"Canada is our neighbor. I know things will never be the same, and they shouldn't be. Arguably, my half of the state has more in common culturally with BC than the other half the state. They're more ou","author":"FeRooster808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtdewe/america_still_doesnt_understand_how_deep_the_rift/pcw3vto/"},{"id":"4ff94fec-0fef-409b-b8d6-041b56e11be8","source":"reddit","source_id":"t1_pcw3vun","content_type":"comment","title":null,"body_preview":"The GOP is a fucking Russian asset. Holy fuck. When will folks wake up?","author":"YSoSkinny","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wti5wk/marco_rubio_knowingly_gave_federal_contract_to/pcw3vun/"},{"id":"7da63ab0-55b5-4ef2-9288-4238b23057e2","source":"reddit","source_id":"t1_pcw3wa6","content_type":"comment","title":null,"body_preview":"They're trying to set up the narrative that if you're against the agreements and subsequently inevitable laws then you are morally wrong for doing so.","author":"Sedowa","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtl4h0/trump_says_he_and_tech_leaders_signed_ai/pcw3wa6/"},{"id":"690822dd-564d-4b33-a579-91badf053b25","source":"reddit","source_id":"t1_pcw3wt6","content_type":"comment","title":null,"body_preview":"Trump has no idea what communism even means. Such a stable genius lol","author":"Aggressive_Team764","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtok0j/the_caravan_is_back/pcw3wt6/"},{"id":"a45cbda7-f107-444a-b462-2967fbf3a23b","source":"reddit","source_id":"t1_pcw3wzi","content_type":"comment","title":null,"body_preview":"How much food do you have in your refrigerator? You have as much food as you can afford. How many cars do you own? How many cats do you have? How many pairs of shoes do your wife have?  All the answer","author":"N2Shooter","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wrrq42/prompted_by_constituents_death_rep_mullin/pcw3wzi/"},{"id":"8030322b-712b-4e3c-a2c4-417f8d1204d8","source":"reddit","source_id":"t1_pcw3x4x","content_type":"comment","title":null,"body_preview":"Not really accessible at all right now tho lol, thats probably for the best.","author":"amerett0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtepzh/new_americagov_website_contradicts_common_trump/pcw3x4x/"},{"id":"26c01045-f855-43fc-a814-f9e81eb38b14","source":"reddit","source_id":"t1_pcw3x99","content_type":"comment","title":null,"body_preview":"Next we’re going to have Super Intelligence Pro Max Ultra if we continue on.","author":"Mental-Scholar6856","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtok29/trump_orders_us_government_to_call_ai_super/pcw3x99/"},{"id":"b635efa6-bbb2-44ad-9d00-63be6862783b","source":"reddit","source_id":"t1_pcw3xcz","content_type":"comment","title":null,"body_preview":"Damn this is a huge call. I think you’re right. She is definitely just in this for fame and money. Hence why she went up on stage with Chris Brown and then went back stage with him.","author":"Shibanono","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtncc5/jasmine_crocketts_pac_released_new_endorsements/pcw3xcz/"},{"id":"6ae33063-506b-47b3-abbd-9d0966b24763","source":"reddit","source_id":"t1_pcw3y4a","content_type":"comment","title":null,"body_preview":"Man, I received so many downvotes in so much hate because I saw right through her bullshit years ago. The subway was fawning over her anytime she spoke at against Trump but if he brought up her terrib","author":"irespondwithmyface","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1wtncc5/jasmine_crocketts_pac_released_new_endorsements/pcw3y4a/"},{"id":"0eec1394-e27a-439c-aaae-99219a7cf162","source":"reddit","source_id":"t1_pcvzo42","content_type":"comment","title":null,"body_preview":"I'm not trying to win anything. I'm simply making a point that is completely logical to me and somehow not logical to others. To say that there is no evidence that universe was \"designed\" does not log","author":"synystar","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","over_qualification","template_phrases","absence_of_personality"],"bot_score":0.6627887651653648,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcvzo42/"},{"id":"b92d0fc7-bc61-4dfd-92c2-9761ce601254","source":"reddit","source_id":"t1_pcvzpmx","content_type":"comment","title":null,"body_preview":"Am I the only one that thinks metric is the true \"freedom units\", since the metric system is not based on some king? One of the first countries to break off from the English king but one of the last t","author":"cjicantlie","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","historical_reference"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtelk5/eli5_what_are_those_numbers_they_call_out_at_the/pcvzpmx/"},{"id":"5bcf7a82-748f-4ef6-aa36-317a75b25fe4","source":"reddit","source_id":"t1_pcvzurw","content_type":"comment","title":null,"body_preview":"power lifters look big/fat/heavy.  If you only look at the superheavy weight classes. The current best powerlifters in the world, John Haack and Colton Engelbrecht, aren't fat at all  power lifters ju","author":"effrightscorp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcvzurw/"},{"id":"bf162abb-efdc-4372-a124-d940d9f069b3","source":"reddit","source_id":"t1_pcvzxqf","content_type":"comment","title":null,"body_preview":"HGH cause things to grow that are supposed to stop growing once you reach maturity, such as organs (called a muscle gut), and bone thickening such as a more pronounced skull in the eyebrow and jawline","author":"CBus660R","classification":"ai_generated","confidence":0.78,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.6158968749227334,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcvzxqf/"},{"id":"377127d2-3721-496f-bf66-ba2ab90f3a29","source":"reddit","source_id":"t1_pcvzxwv","content_type":"comment","title":null,"body_preview":"Not too sure why people think all that additional fat is optimizing muscle growth. Its not. If it were, it would not be stored as…. Excess energy. The real reason is that strongmen typically have high","author":"Easy_Acanthisitta270","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcvzxwv/"},{"id":"06299012-9947-44c3-923b-7a0f08e5687a","source":"reddit","source_id":"t1_pcvzzau","content_type":"comment","title":null,"body_preview":"It seems like you have to put in more effort to spell if differently every other time you spell tho…","author":"mtwolf55","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wqrzia/eli5_why_can_media_platforms_like_tiktok_or/pcvzzau/"},{"id":"043a85d7-93f3-4206-8b41-5d9887b1c7d0","source":"reddit","source_id":"t1_pcw0f7d","content_type":"comment","title":null,"body_preview":"I thought that only happened with high doses of hgh though? Like if people only took 1-3iu per dose it wouldn’t affect organs or bone density like that. Is that not correct?","author":"mfchitownthrowaway","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcw0f7d/"},{"id":"924118a3-d94a-4bad-a8b7-32a05cf446d6","source":"reddit","source_id":"t1_pcw0j3s","content_type":"comment","title":null,"body_preview":"He just explained, it isn’t “a speed limit.” It is the speed at which light moves. We know nothing, at this point, that moves faster than light. But, if there is, that would be the new limit that we k","author":"markmakesfun","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","analogy_with_personal_example"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcw0j3s/"},{"id":"afacf10d-93e4-44cc-b3ec-3526c17d159d","source":"reddit","source_id":"t1_pcw0qqe","content_type":"comment","title":null,"body_preview":"An increasing number of dental practices are being bought by private equity too, which is only make it worse.","author":"Xalara","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.3222460812719396,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtelk5/eli5_what_are_those_numbers_they_call_out_at_the/pcw0qqe/"},{"id":"4b4d9135-6eaa-4296-bffc-fd3b53bf862b","source":"reddit","source_id":"t1_pcw0vve","content_type":"comment","title":null,"body_preview":"Isn't that the issue with people taking these drugs for performance enhancement, they're using doses far larger than the therapeutic dose that has minimal side effects?","author":"CBus660R","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6158968749227334,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcw0vve/"},{"id":"78849771-4cd8-4c6d-8db6-7e17feba3384","source":"reddit","source_id":"t1_pcw0z81","content_type":"comment","title":null,"body_preview":"Look for the documentary Born Strong. There is a great description about the powerbelly in there, and the doc is really interesting.","author":"DiverDutch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcw0z81/"},{"id":"66e448e9-5acc-4e26-9cfc-3f4d007ebe84","source":"reddit","source_id":"t1_pcw15fh","content_type":"comment","title":null,"body_preview":"That’s correct. Gravity propagates at the speed of light.","author":"WriterPlastic9350","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.8571428571428572,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcw15fh/"},{"id":"376db67b-4b6e-42af-a311-5f9680000eba","source":"reddit","source_id":"t1_pcw17t2","content_type":"comment","title":null,"body_preview":"For strongman (Eddie Hall), having a rounder stomach is actually more of a requirement than a side effect. A larger stomach acts as a shelf for certain strongman movements, not having the gut to rest ","author":"TheyMadeMe","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_template_phrases","platform_fluency_explainlikeimfive"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcw17t2/"},{"id":"6068793f-0967-438a-bd20-ca18c3e0cfb2","source":"reddit","source_id":"t1_pcw1tzt","content_type":"comment","title":null,"body_preview":"We know why light exists. And we know why gravity exists.  We probably won’t know what happened before the big bang, if we can even fathom such a thing.","author":"WriterPlastic9350","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.8571428571428572,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcw1tzt/"},{"id":"1717fc68-79e5-4f63-a320-8f9356a5055a","source":"reddit","source_id":"t1_pcw23yf","content_type":"comment","title":null,"body_preview":"Man, I hate it when that happens to me. I’ll be showering and, bam, I’m a salamander.","author":"WriterPlastic9350","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.8571428571428572,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcw23yf/"},{"id":"5df3b79e-f3c8-43c0-8c3d-947cef0b1c07","source":"reddit","source_id":"t1_pcw2euj","content_type":"comment","title":null,"body_preview":"like i said, very basic. I understand how semiconductors work generally, but this helped me picture things better. Thanks for the links, ill check them out","author":"pianoaddict772","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wticuf/eli5_how_does_a_bunch_of_wires_and_magnets/pcw2euj/"},{"id":"f3992ebd-0b84-44ce-b35b-163f45bb1601","source":"reddit","source_id":"t1_pcw2nfv","content_type":"comment","title":null,"body_preview":"Light is like a wave, and waves have speed limits, depending on the material they're in. Waves in a spring, soundwaves, shockwaves, etc, all have set speeds. Sound in air has a different speed from so","author":"Zealousideal_Leg213","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcw2nfv/"},{"id":"85417ec3-d9e2-4754-819a-bc1ff422ca23","source":"reddit","source_id":"t1_pcw2slj","content_type":"comment","title":null,"body_preview":"Maybe just to be able to say they aren't committing fraud? Why lie when you can make the tool show any number you want?  As a doctor, sometimes depending on the context will only perform a limited phy","author":"smcedged","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtelk5/eli5_what_are_those_numbers_they_call_out_at_the/pcw2slj/"},{"id":"6113dc49-13e4-48a6-94a8-a07730ed095d","source":"reddit","source_id":"t1_pcw35ih","content_type":"comment","title":null,"body_preview":"people often have no idea what strong looks like. you can look like a pencil and lift more than someone who has massive, bulging arms, and beyond that, when you actually focus your strength for specif","author":"cutelittlebox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wto8p4/eli5_why_is_the_best_heavy_lifter_physique_to/pcw35ih/"},{"id":"d2d04208-0a41-4c53-8f29-b3f854f73329","source":"reddit","source_id":"t1_pcw36c7","content_type":"comment","title":null,"body_preview":"What even is this question? If it feels hot outside, you wear light clothing, just like anywhere else. Nobody thinks about it that hard. Lol.","author":"LneWolf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtowvp/eli5_when_do_people_in_hot_climates_decide_they/pcw36c7/"},{"id":"886c3593-603e-4a5c-b91c-4078ef99d897","source":"reddit","source_id":"t1_pcw3d4a","content_type":"comment","title":null,"body_preview":"I guess you simply can't understand what I'm trying to say. You keep saying that you don't have to prove that the Universe wasn't designed because science isn't asking whether it was. Who is science? ","author":"synystar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6627887651653648,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcw3d4a/"},{"id":"5a804040-8371-4787-86c8-2158ef69ff24","source":"reddit","source_id":"t1_pcw3l65","content_type":"comment","title":null,"body_preview":"Light does slow down. It’s the reason you see straws bent when you put them in water. C is the speed of light in a vacuum. Causality never slows down.","author":"WriterPlastic9350","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.8571428571428572,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtcb8s/eli5_why_does_light_have_a_speed_limit/pcw3l65/"},{"id":"0da2b937-af93-4596-8a31-cdc9401e3124","source":"reddit","source_id":"t1_pcw3lou","content_type":"comment","title":null,"body_preview":"its never better to wear heavy clothing in the heat. best is to have high coverage clothing thats lightly colored & as lightweight as possible while still blocking the sun","author":"daddyfatknuckles","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wtowvp/eli5_when_do_people_in_hot_climates_decide_they/pcw3lou/"},{"id":"5123fee2-fb8b-41f1-8c8c-41fc0c876fe1","source":"reddit","source_id":"t1_pcw3pwe","content_type":"comment","title":null,"body_preview":"some people put lots of efforts into not caring...","author":"muzik4machines","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1wqrzia/eli5_why_can_media_platforms_like_tiktok_or/pcw3pwe/"},{"id":"7b998814-aba8-4c44-9976-8f7ae6157319","source":"reddit","source_id":"t1_pcw2t4c","content_type":"comment","title":null,"body_preview":"I started Valheim during COVID on PC and I'm jumping back in on Xbox for the 1.0 release.  Short answer: it's great, and I love it.  Long answer: I'm dying a lot more than I remember. 😭  Looks like th","author":"Beldaru","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtm9du/monthend_retrospective/pcw2t4c/"},{"id":"0b19a288-d576-4d32-b633-038d9c38314d","source":"reddit","source_id":"t1_pcw2tfl","content_type":"comment","title":null,"body_preview":"I mean if you really don't like the timer, there are mods available that disable it. So don't let that aspect stop you, even if you're certain you'll hate the timer.","author":"Mixels","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtm9du/monthend_retrospective/pcw2tfl/"},{"id":"42e2f455-4621-4f22-afa1-383db767698d","source":"reddit","source_id":"t1_pcw2uk2","content_type":"comment","title":null,"body_preview":"Ah okay, then it should be pretty easy to pick right? (cuz no copyright stress) Then it mostly depends on the video topic I think","author":"maRthbaum_kEkstyniCe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtoh1t/good_games_to_play_in_the_background_of_a_video/pcw2uk2/"},{"id":"8712c3b8-c57c-429b-bb5d-686d02a73aad","source":"reddit","source_id":"t1_pcw2ys7","content_type":"comment","title":null,"body_preview":"Which is a problem whenever they try to make a movie or of anything from another medium. If you want to make a long running tv show like GoT, that's one thing. But they want it to be a single movie in","author":"Ratnix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.34164877237937863,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtil0a/guillermo_del_toro_confirms_attempting_to_adapt/pcw2ys7/"},{"id":"23033dcf-c614-4221-b58b-5942dbef27b3","source":"reddit","source_id":"t1_pcw2ziu","content_type":"comment","title":null,"body_preview":"i thought the same until the world design and traversal mechanics opened up to an insane degree that i honestly have never seen before in open world games","author":"fayt03","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtm9du/monthend_retrospective/pcw2ziu/"},{"id":"1f682436-1f20-4fa4-80f5-07b10ce59c7f","source":"reddit","source_id":"t1_pcw30jv","content_type":"comment","title":null,"body_preview":"Cyberpunk 2077 Horizon Zero Dawn  Metroid Prime Trilogy  Classic Tomb Raider games Kind of cheating, GTA Chinatown Wars for the DS DOOM... all of them HALF-LIFE 1 and 2 Resident Evil 1-2-3 Cheating ag","author":"No-Cat-9716","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtn1zr/no_hud/pcw30jv/"},{"id":"50821dbb-66b4-4230-8d3f-d5fd3aab6fd1","source":"reddit","source_id":"t1_pcw32rd","content_type":"comment","title":null,"body_preview":"This. People forget that this gen was monumental for standardizing fast storage (ssds) in gaming. This enabled larger worlds and more scale, things that just weren't possible in the previous generatio","author":"GoblinEngineer","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wthsy3/shuhei_yoshida_says_sony_and_nintendo_should_keep/pcw32rd/"},{"id":"873dbe3b-bb1f-42ad-8bb2-a9c1529b6058","source":"reddit","source_id":"t1_pcw32yw","content_type":"comment","title":null,"body_preview":"While this is true, I think it's much more of a one-way Street, because I can think of exceptionally few instances where a book, movie, comic or what have you, would not translate well to at least one","author":"shiek200","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtil0a/guillermo_del_toro_confirms_attempting_to_adapt/pcw32yw/"},{"id":"20ec4d2f-ff8a-4764-b3ff-fe62c819217a","source":"reddit","source_id":"t1_pcw36if","content_type":"comment","title":null,"body_preview":"Depends of your trust what Sharma says in interviews.  Having a choice. Having physical games. If so - it will have a drive.  Let’s be honest, drive is one of cheapest hardware parts. But makes a huge","author":"daandrro","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wth3ec/xbox_disc_to_digital_program_expands_again_as/pcw36if/"},{"id":"2149ec7b-ee15-447c-8c1b-2b34eab5df08","source":"reddit","source_id":"t1_pcw36u8","content_type":"comment","title":null,"body_preview":"It was semi rhetorical, I'm curious who that guy thinks is the victim here. Personally I think it's as simple as, \"are there queer gamers?\" Yes. \"Does a flag/acceptance of queer gamers hurt straight g","author":"wovans","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtmo1w/when_will_the_banner_change/pcw36u8/"},{"id":"9014183c-11ba-489d-9f75-748cf1b61713","source":"reddit","source_id":"t1_pcw387w","content_type":"comment","title":null,"body_preview":"I thought it was older tbh what a legendary stretch of games","author":"Numb_Sea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wrndnb/dark_souls_was_released_15_years_ago_this_week/pcw387w/"},{"id":"406f0ef9-4cc1-47e6-812b-3a442d899dbc","source":"reddit","source_id":"t1_pcw3968","content_type":"comment","title":null,"body_preview":"Eric Sparrow from Tony Hawks Underground. Just a seedy Muther f'er that makes me want to punch him still to this day","author":"Rattlingjoint","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","niche_expertise"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtkxb6/who_is_the_greatest_video_game_villainand_why/pcw3968/"},{"id":"99da3012-d404-4fcb-b089-10539e925028","source":"reddit","source_id":"t1_pcw39ys","content_type":"comment","title":null,"body_preview":"Superflight is een pretty fun, casual game which is easy to use for background footage. There's a YouTuber who makes Reddit videos, Vincey, I think, who used it in a lot of his videos. Not anymore tho","author":"More_Marty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtoh1t/good_games_to_play_in_the_background_of_a_video/pcw39ys/"},{"id":"10a27f7f-42df-4320-8652-af7af2936f7c","source":"reddit","source_id":"t1_pcw3aec","content_type":"comment","title":null,"body_preview":"Just finished the mains story, the highs are really, really high! When you actually figure out the combat, it’s very often fantastic, I thoroughly enjoyed my time and it was 100% worth full price. pla","author":"alfooboboao","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtm9du/monthend_retrospective/pcw3aec/"},{"id":"a6699b5d-b972-4c70-8faa-ba6ed4b3ff21","source":"reddit","source_id":"t1_pcw3alq","content_type":"comment","title":null,"body_preview":"It’s super impressive to me that this is possible. I guess I just didn’t know individual discs were identifiable.","author":"DigitallyDetained","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtn1un/xbox_disc_to_digital_program_is_rolling_out_to/pcw3alq/"},{"id":"7b1107b6-bc10-464d-b94c-d15911dcce26","source":"reddit","source_id":"t1_pcw3blz","content_type":"comment","title":null,"body_preview":"Your four year old’s twin? So your four year old lmao","author":"NoCokJstDanglnUretra","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wt7vhe/what_game_with_physics_has_the_heaviestfastest/pcw3blz/"},{"id":"2bb0b7e8-ac15-4550-99ed-0e56150d06dc","source":"reddit","source_id":"t1_pcw3d8i","content_type":"comment","title":null,"body_preview":"Yep! I mean even the biggest heavy hitters like God Of War ragnarok, horizon forbidden west, Gran Turismo 7, And Ghost of Tsushima are seen as PS5 games when they had a dual release on the PS4 and lat","author":"Kamii_Durian117","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wthsy3/shuhei_yoshida_says_sony_and_nintendo_should_keep/pcw3d8i/"},{"id":"40877166-e986-4349-8fe7-70d8854d8c37","source":"reddit","source_id":"t1_pcw3dx2","content_type":"comment","title":null,"body_preview":"Abby in The Last of Us 2. She was amazing because I actually could fully sympathize she see where she was coming from. She did horrible things for understandable reasons. And so did Ellie. Making the ","author":"Krinks1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtkxb6/who_is_the_greatest_video_game_villainand_why/pcw3dx2/"},{"id":"09734cc0-49c5-4f0b-a209-1a604d4729be","source":"reddit","source_id":"t1_pcw3gr8","content_type":"comment","title":null,"body_preview":"The OST for Stellar Blade blew me away. I wasn’t expecting it to be so great, but it’s up there with my favorites now.","author":"Pure-Introduction-58","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wtf1f8/most_underrated_gaming_osts/pcw3gr8/"},{"id":"71215416-ad10-4ea3-b251-d8c12b4e3d1e","source":"reddit","source_id":"t1_pcw3hd0","content_type":"comment","title":null,"body_preview":"I jump from game to game a lot, I can go deep or long sessions but the default is jumping games every 5-10 minutes until something grabs me or I get bored","author":"Liam_M","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wszj6n/people_with_adhd_how_does_it_affect_you_and_gaming/pcw3hd0/"},{"id":"61bf555a-d6ff-449e-acde-c10375a70f97","source":"reddit","source_id":"t1_pcw3hm7","content_type":"comment","title":null,"body_preview":"Being a child, Banjoo Kazooie really freaked me out for some reason","author":"MisterMaus","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1wthhyi/scariest_nonhorror_video_games/pcw3hm7/"},{"id":"3f0578b4-5ac9-4c58-80c9-bad0d9f65984","source":"reddit","source_id":"t1_pcw2jl1","content_type":"comment","title":null,"body_preview":"Or have them share a room. It's really not the end of the world.","author":"hutacars","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw2jl1/"},{"id":"9f224381-d3e9-4819-9369-d1226937f493","source":"reddit","source_id":"t1_pcw2jsg","content_type":"comment","title":null,"body_preview":"I previously had a PITI of $3000 in a dual income household earning about $180k. With no kids.  I can't imagine having that payment on a lower, single salary. Even with the inheritance as an emergency","author":"JerseyKeebs","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw2jsg/"},{"id":"0cbd222a-677a-46a2-b3ed-137398a7a4b9","source":"reddit","source_id":"t1_pcw2nh7","content_type":"comment","title":null,"body_preview":"RENOVATE existing home and add on the extra room you need! You’ll thank me later 😉 I’m not giving up my 3.375% rate ANY time soon!","author":"Half_Weeb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw2nh7/"},{"id":"eab1507f-84fe-42fa-922f-14f4512e1cd8","source":"reddit","source_id":"t1_pcw2qb9","content_type":"comment","title":null,"body_preview":"I agree with others here - build an office or see about adding another room or two. Look into expanding into the basement or attic if you have one. But if you don't have to give up that rate, DON'T.","author":"Wyshunu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw2qb9/"},{"id":"dc74d0fa-a4f4-4497-9806-d656c38b11cd","source":"reddit","source_id":"t1_pcw2r08","content_type":"comment","title":null,"body_preview":"Start investing with even $5 it takes money to make money… i started like you broke and then once I got my job out of college. I was able to invest and save more. Went from broke college kid to having","author":"MotherVehicle9481","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ws1sph/im_24_years_old_and_i_want_to_stop_wasting_my_life/pcw2r08/"},{"id":"284007dd-662a-44f9-8d81-c40b816cedec","source":"reddit","source_id":"t1_pcw2shg","content_type":"comment","title":null,"body_preview":"Do not give up that 2.8% as it’s worth about $50-70K (if the mortgage contract was tradeable) which you should think about as a cost as well. What’s the farmland? Would it make sense to sell it? Build","author":"WittinglyWombat","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw2shg/"},{"id":"d0378ceb-80bd-419a-b835-7fe4e5aff297","source":"reddit","source_id":"t1_pcw2ubf","content_type":"comment","title":null,"body_preview":"I wanted something completely separate from the other the best way I describe it is a “hidden savings”. I already have my main savings in navy federal and emergency fund in the fidelity cma","author":"therealtygold","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wto65j/best_place_for_a_hidden_savings_account_hide_from/pcw2ubf/"},{"id":"0a563be6-d61d-4697-a61a-cfbc008d40eb","source":"reddit","source_id":"t1_pcw2ucp","content_type":"comment","title":null,"body_preview":"Highest rate first. If you pay off the cc and most of the personal loan, you’ll be able to build up an emergency fund in a few months with cash flow and then tackle the remainder. I wouldn’t stress ov","author":"Candid-Eye-5966","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtos9j/windfall_from_deceased_parents_estate_should_i/pcw2ucp/"},{"id":"1024430f-3c16-4997-976f-8bb9764014a4","source":"reddit","source_id":"t1_pcw2w0c","content_type":"comment","title":null,"body_preview":"Just use a calculator then. You’re being an ass to anyone who has tried to answer your question.","author":"xenophanes__","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wteq56/cash_pay_vs_insurance_for_mediciation/pcw2w0c/"},{"id":"f5cf6a16-93f9-4b05-9cfc-32e2dec50dd7","source":"reddit","source_id":"t1_pcw2wj7","content_type":"comment","title":null,"body_preview":"ADU for your husband’s office and your art studio.","author":"honey_biscuits108","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw2wj7/"},{"id":"ede4775b-2b69-43f3-b342-a270994a941c","source":"reddit","source_id":"t1_pcw2wza","content_type":"comment","title":null,"body_preview":"Mine play outside in the yard every day. What makes you say this?","author":"flannel_jackson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw2wza/"},{"id":"e1d54f04-5b94-4c9b-afb5-ea7c7a70aab2","source":"reddit","source_id":"t1_pcw2wzq","content_type":"comment","title":null,"body_preview":"The way I make sure I call the correct number is to call the number on the same site that I use to set my 401k contributions or to initiate incoming rollovers. The phone number could be different for ","author":"DeluxeXL","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0.5480656855541327,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wto5de/how_do_you_make_absolutely_sure_a_retirement/pcw2wzq/"},{"id":"b391fb84-35f9-4299-a0c7-b9395f70ff4b","source":"reddit","source_id":"t1_pcw2x1h","content_type":"comment","title":null,"body_preview":"You don’t know what you’re talking about and you should probably stop. That is not structuring.","author":"LonleyBoy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wsx6fq/is_paying_off_a_car_loan_considered_gifting_from/pcw2x1h/"},{"id":"e95738ce-2db9-4710-afb5-b508220722f0","source":"reddit","source_id":"t1_pcw2y7a","content_type":"comment","title":null,"body_preview":"You pay everyone but your mom and catch her up in two weeks when you get paid.","author":"JE163","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtoscb/please_help_me_figure_out_how_to_pay_my_debts/pcw2y7a/"},{"id":"57de0c1e-0ef2-4eff-8687-fa79ddfc0547","source":"reddit","source_id":"t1_pcw2yt6","content_type":"comment","title":null,"body_preview":"And you're worried their website might be giving out a fake number to .. themselves?","author":"itsdan159","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wto5de/how_do_you_make_absolutely_sure_a_retirement/pcw2yt6/"},{"id":"6687146a-1e02-43ce-995d-efb822f2ac92","source":"reddit","source_id":"t1_pcw2zo0","content_type":"comment","title":null,"body_preview":"There is no best way. Pay them off in the order that they are due and that is it.","author":"merlin242","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtoscb/please_help_me_figure_out_how_to_pay_my_debts/pcw2zo0/"},{"id":"f3b17cb8-1629-4ecb-b878-2ce9e159dec8","source":"reddit","source_id":"t1_pcw31h1","content_type":"comment","title":null,"body_preview":"yup. i agree with the others 20-40% international ETF would be a good idea too","author":"Khramtic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtodo2/starting_late_spy_investment/pcw31h1/"},{"id":"2033423a-01c0-4cd7-b0ce-2ff5ea021db2","source":"reddit","source_id":"t1_pcw33fj","content_type":"comment","title":null,"body_preview":"Because it is an utterly nonsensical request. When you bring it to a public forum, you don't get to questions people's responses to you.","author":"Frosty-Molasses7548","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wto65j/best_place_for_a_hidden_savings_account_hide_from/pcw33fj/"},{"id":"ab101542-7e57-484e-adec-83dfc04f5b34","source":"reddit","source_id":"t1_pcw34m0","content_type":"comment","title":null,"body_preview":"Shoot I would rather rent out a coworking space in town for like 200-400/mo and or build a small ADU or insulated work shed in the backyard then give up your current situation.","author":"dynamiceric","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtaqfi/giving_up_28_mortgage_rate/pcw34m0/"},{"id":"513d7288-536f-4788-992c-9f7be4e4098b","source":"reddit","source_id":"t1_pcw34mz","content_type":"comment","title":null,"body_preview":"stock market usually goes flying after midterms. bad advice. i don’t disagree there could be a correction soon but best to just start investing and DCA through ups and downs. you could miss out on a l","author":"Khramtic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtodo2/starting_late_spy_investment/pcw34mz/"},{"id":"fd98e905-bf26-4f74-9ecb-b1b929b23ca6","source":"reddit","source_id":"t1_pcw35is","content_type":"comment","title":null,"body_preview":"Daycare for an infant was about was much as my mortgage 10-15 years ago.","author":"InsideSuccessful680","classification":"human_created","confidence":0.7,"indicators":["personal_experience_comparison","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtn3wg/should_i_stop_paying_extra_on_my_house_at_this/pcw35is/"},{"id":"f2013de5-4305-4b9e-ba9a-38291dc04587","source":"reddit","source_id":"t1_pcw3ce7","content_type":"comment","title":null,"body_preview":"Eliminate the CC debt + pay down the personal loan. Watch out the trailing/residual interest on your CCs statements.  Consider canceling the CCs- some can’t handle CC and that’s okay.  You have to add","author":"madskilzz3","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wtos9j/windfall_from_deceased_parents_estate_should_i/pcw3ce7/"},{"id":"a2a87189-9640-4c91-8a2f-a00d072d0eae","source":"reddit","source_id":"t1_pcw3d3n","content_type":"comment","title":null,"body_preview":"Is it a two bedroom shack?? 2100 won’t even get you two bedrooms in rural NY","author":"Potential_Lake776","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1wl56j0/convince_me_that_renting_is_better_than_buying_a/pcw3d3n/"},{"id":"aa292444-1918-4a5f-bc80-d76be37f1ecb","source":"reddit","source_id":"t1_pcw1yaw","content_type":"comment","title":null,"body_preview":"It depends on the dose as well. You could just take a much smaller dose and the weight loss won’t be as dramatic and will be slowed down over time.","author":"rarestakesando","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw1yaw/"},{"id":"5d738dee-6c1c-4870-bda1-5064b0e0c7da","source":"reddit","source_id":"t1_pcw1zux","content_type":"comment","title":null,"body_preview":"We’re all at risk of death.  Also, I understand and agree with what you’re saying. It’s also exhausting and impossible arguing with walls who don’t care about science. What is the solution? Tie them d","author":"R3D4F","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wss9h1/as_florida_considers_dropping_its_measles_mumps/pcw1zux/"},{"id":"05e21bd7-d2d4-48ad-a6fd-fb07b4585982","source":"reddit","source_id":"t1_pcw27y7","content_type":"comment","title":null,"body_preview":"My husband got non-hodgkins and it aligned pretty closely to a terrible norovirus infection. We can’t prove that’s what caused it, but it is an open question.","author":"kungpowchick_9","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtgya1/1_in_8_cancer_cases_worldwide_is_caused_by/pcw27y7/"},{"id":"d4b2840f-24fc-4816-869f-0adca55be6e2","source":"reddit","source_id":"t1_pcw2ec7","content_type":"comment","title":null,"body_preview":"The annoying thing is Dividends are a better way to give shareholders value than share price. And long-term health means more dividends. High share price just helps people who no longer want to invest","author":"Oerwinde","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wo78hr/layoffs_of_lowskilled_men_and_a_greater_workforce/pcw2ec7/"},{"id":"8fcbd9e3-9e0a-433f-b67b-e735651b05a5","source":"reddit","source_id":"t1_pcw2fgd","content_type":"comment","title":null,"body_preview":"Only as a means to make them money or famous.  Way too many people should never have had kids.","author":"Kvenner001","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wss9h1/as_florida_considers_dropping_its_measles_mumps/pcw2fgd/"},{"id":"55aae39a-33f7-40ef-b0f5-4627d33e767f","source":"reddit","source_id":"t1_pcw2hiw","content_type":"comment","title":null,"body_preview":"I know it sucks, but pancreatitis is no bueno. It significantly increases the risk of pancreatic cancer and you really want to avoid it at all costs. As someone who is high risk for that cancer, my (i","author":"Pale_Bird","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw2hiw/"},{"id":"ecbbbd37-f075-4971-9483-8575cf42deb3","source":"reddit","source_id":"t1_pcw2i26","content_type":"comment","title":null,"body_preview":"If you can get it directly from a an American compounding pharmacy it actually pretty affordable. It does not have a patent so companies like Lilly can’t really force you to buy from them.  I do worry","author":"rarestakesando","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw2i26/"},{"id":"09eaa6dc-41af-496d-b7bf-e8513eb481e3","source":"reddit","source_id":"t1_pcw2jmf","content_type":"comment","title":null,"body_preview":"Many folks report GLP effectiveness diminishing after a couple years or if they start and stop the treatment. Having strong options that can be dosed lower would help","author":"ridukosennin","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw2jmf/"},{"id":"a16c8dbf-463d-4bea-81d0-34666c092789","source":"reddit","source_id":"t1_pcw2k8q","content_type":"comment","title":null,"body_preview":"Idk man I put a scoop directly on my tongue and take a little sip of water when I take it without issue","author":"momoneymocats1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtcvcc/creatine_alone_boosted_lean_muscle_and_strength/pcw2k8q/"},{"id":"44f9d641-d226-4ac2-9d2b-b68a58e85a9f","source":"reddit","source_id":"t1_pcw2nrt","content_type":"comment","title":null,"body_preview":"Why would there be a squeeze? It is literally advisable to use them at the same time, along with maintaining a decent protein intake and strength training to avoid the negatives of GLP-1's (e.g. muscl","author":"qukab","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtcvcc/creatine_alone_boosted_lean_muscle_and_strength/pcw2nrt/"},{"id":"772201ff-8da1-4064-bc9e-155ecf73a579","source":"reddit","source_id":"t1_pcw2rnq","content_type":"comment","title":null,"body_preview":"\"being a fan\" of a celebrity needs to be classified as mental illness","author":"Agisek","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wt7adg/taylor_swift_fans_lower_climate_concerns_to/pcw2rnq/"},{"id":"568f4891-6157-4644-acd4-b15fcd6ff0d1","source":"reddit","source_id":"t1_pcw2rv1","content_type":"comment","title":null,"body_preview":"I hear a lot of that then republicans win. Same thing in 2024, somehow Palpatine returned.","author":"Alienhaslanded","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtd5ur/as_america_shifted_left_under_trump_emotional/pcw2rv1/"},{"id":"c1c1dc88-8b06-4350-a08b-c4ede630e024","source":"reddit","source_id":"t1_pcw2s4p","content_type":"comment","title":null,"body_preview":"What does it matter if it’s an article or an ad on tv? Creatine has been studied for decades, the reason you heard about it from gym rats in 2010 is because they got it from the studies I’m referring ","author":"Carapace_Jones","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtcvcc/creatine_alone_boosted_lean_muscle_and_strength/pcw2s4p/"},{"id":"875459c5-b38e-413e-96a8-827c07849595","source":"reddit","source_id":"t1_pcw2snm","content_type":"comment","title":null,"body_preview":"Yeah I’ve since stayed away from them, but am always curious when new/different drugs like these pop up","author":"Nerf_hanzo_pls","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw2snm/"},{"id":"ac387c08-743e-4c6c-8a6d-4c609686397e","source":"reddit","source_id":"t1_pcw2u4v","content_type":"comment","title":null,"body_preview":"a 30% weight loss over two years is pretty good and not that far out of reach for most people that could do that with diet changes, like removing most sugars and junk foods.","author":"xMuffie","classification":"human_created","confidence":0.7,"indicators":["absence_of_obvious_ai_signals","plausible_human_opinion","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw2u4v/"},{"id":"5120b26a-3493-4473-81d8-2619fa9f37ff","source":"reddit","source_id":"t1_pcw2vmp","content_type":"comment","title":null,"body_preview":"Reta is able to be dosed up and down very easily. The 28% of body weight number is at 12mg. You would start at 1-2mg and dose up over many months. So it is both a gradual increase but also able to jus","author":"SydneyPhoenix","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw2vmp/"},{"id":"b4e47f9c-7357-45c8-ac0c-feff003cbcd3","source":"reddit","source_id":"t1_pcw2yf7","content_type":"comment","title":null,"body_preview":"In my country, I had to pay out of pocket for it because public healthcare doesn't cover it for my age bracket or gender.  300$. Money well spent imo.","author":"Eater0fTacos","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtgya1/1_in_8_cancer_cases_worldwide_is_caused_by/pcw2yf7/"},{"id":"a0be139f-d2c8-4c20-8986-caf3c11d8371","source":"reddit","source_id":"t1_pcw2zwk","content_type":"comment","title":null,"body_preview":"The welding fumes would explain it. Seriously though is it just this one thing or is he a conspiracy theory guy in other areas too?","author":"l_w_88","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wsd3tl/new_study_says_trump_did_not_get_a_2024_mandate/pcw2zwk/"},{"id":"80d5a01c-8787-4d6a-8b72-85f75e414818","source":"reddit","source_id":"t1_pcw30t2","content_type":"comment","title":null,"body_preview":"Eating pizza for every meal does not indicate a caloric deficit or surplus (more likely of course). Also, the assertion I was responding to only requires a counter example to be disproven. They didn't","author":"v0idl0gic","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw30t2/"},{"id":"0038b45f-5d66-44ed-ab9d-c7991ea3e44b","source":"reddit","source_id":"t1_pcw314k","content_type":"comment","title":null,"body_preview":"The main benefit of creatine is its effect on ATP in the body. ATP=good. Why would drawing water into your muscles be an ideal outcome?","author":"justicebiever","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtcvcc/creatine_alone_boosted_lean_muscle_and_strength/pcw314k/"},{"id":"4d16d5b6-cf53-41cb-8cee-e5facd75a954","source":"reddit","source_id":"t1_pcw335q","content_type":"comment","title":null,"body_preview":"The impact isn't limited, its negligible, and the benefit of entertaining the argument does not outweigh the benefit of dismissing people who make it as unserious or disingenuous.","author":"SamuraiRafiki","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wt7adg/taylor_swift_fans_lower_climate_concerns_to/pcw335q/"},{"id":"007be6ff-3694-4557-a434-50ebc6cab20f","source":"reddit","source_id":"t1_pcw33io","content_type":"comment","title":null,"body_preview":"@aimgorge commented below with some good info that offers some better updated info than my comment","author":"Coacoanut","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw33io/"},{"id":"c6b0f61a-de15-4b5e-8d69-4fc138edf375","source":"reddit","source_id":"t1_pcw34gh","content_type":"comment","title":null,"body_preview":"You stated $1000 a month and has never gone down. If you want to retract that, fine with me. Something like 'affordable' is subjective, but the fact proces have dropped is not.","author":"clamandcat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtme5s/retatrutide_a_triple_hormone_receptor_agonist_for/pcw34gh/"},{"id":"1f8634ca-f630-4875-b189-fbcfd6b8675a","source":"reddit","source_id":"t1_pcw34hy","content_type":"comment","title":null,"body_preview":"Honest question then. What is the end game? Because these people aren't going anywhere. They still vote and for now their chosen party is still in control. And you've just declared they have no path t","author":"omega884","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1wtd5ur/as_america_shifted_left_under_trump_emotional/pcw34hy/"},{"id":"28cbea8a-2108-4d87-85a4-f10986b7c8cd","source":"reddit","source_id":"t1_pcw2ig0","content_type":"comment","title":null,"body_preview":"Are they TRYING to incentivize Trump to do a ground invasion?! Now he can collect using Middle East proxies!!","author":"Haunting_Reflections","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtof08/iran_offers_up_to_40000_reward_to_middle_east/pcw2ig0/"},{"id":"5f2b1f78-eeda-4bbf-951d-34b8ecd7d90a","source":"reddit","source_id":"t1_pcw2iga","content_type":"comment","title":null,"body_preview":"You can hate the government without hating the people.","author":"belac4862","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtof08/iran_offers_up_to_40000_reward_to_middle_east/pcw2iga/"},{"id":"012d6a2f-57fe-482a-8564-1a663b05de29","source":"reddit","source_id":"t1_pcw2jmm","content_type":"comment","title":null,"body_preview":"No, no, he’s been saying we already won it since March. Now we’re going to win soon!","author":"Whoop-Sees","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1w7agwp/rworldnews_discussion_thread_us_and_israel_launch/pcw2jmm/"},{"id":"e26e4295-78da-4d10-8c11-72d9becb1125","source":"reddit","source_id":"t1_pcw2k94","content_type":"comment","title":null,"body_preview":"Apologize for not bending over and taking it, apparently.","author":"kent_eh","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtknyy/canada_not_going_to_apologize_to_trump_amid_trade/pcw2k94/"},{"id":"44e3132a-1657-4fa8-a442-b2e685b51f14","source":"reddit","source_id":"t1_pcw2kl0","content_type":"comment","title":null,"body_preview":"Russia is going to have to rent soldiers from North Korea at this point.","author":"Constant_Flamingo828","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wt7pwe/putin_signs_decree_increasing_size_of_russian/pcw2kl0/"},{"id":"587ea849-4086-44ed-8787-3f2bce3820b6","source":"reddit","source_id":"t1_pcw2kq4","content_type":"comment","title":null,"body_preview":"The world would be a better place if a certain few countries weren't in it.","author":"Tamination","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wt8k71/russia_strikes_animal_shelter_in_odesa_oblast_10/pcw2kq4/"},{"id":"7e202f11-347a-4258-9d4b-a36e7d4768bd","source":"reddit","source_id":"t1_pcw2lu2","content_type":"comment","title":null,"body_preview":"Axios is Reporting that Diplomatic Talks have stalled between the us and iran, with a Qatari offical saying “It is stuck. The Iranians are asking for things the U.S. can't accept and the U.S. thinks i","author":"colepercy120","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1w7agwp/rworldnews_discussion_thread_us_and_israel_launch/pcw2lu2/"},{"id":"5aff2bfc-f706-461f-97ed-b25e9bdaf8d5","source":"reddit","source_id":"t1_pcw2m70","content_type":"comment","title":null,"body_preview":"The sense I have is that Trump has been testing the waters. Blowing up fishing boats without any valid proof is him seeing what the military will go along with. I believe he's also waiting to see how ","author":"ProximateHop","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtgzeh/irans_currency_hits_a_new_record_low_as_war/pcw2m70/"},{"id":"78f4c25d-bd39-4147-84b5-48942f8e3185","source":"reddit","source_id":"t1_pcw2mkh","content_type":"comment","title":null,"body_preview":"Apple and tesla for example still have consultants running around?","author":"tdw21","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtof08/iran_offers_up_to_40000_reward_to_middle_east/pcw2mkh/"},{"id":"b5927dd0-5c69-462e-b6ea-2595964af265","source":"reddit","source_id":"t1_pcw2n5s","content_type":"comment","title":null,"body_preview":"Non, l'un des partis a été fondé par des personnes qui ont traqué et persécuté des juifs pendant la seconde guerre mondiale qu'était Front National devenu Rassemblement National (coïncidence avec cet ","author":"jerlafougere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtjej7/french_students_and_police_clash_as_school/pcw2n5s/"},{"id":"46266b2f-f946-44fa-aa21-0bb66a58096d","source":"reddit","source_id":"t1_pcw2nk6","content_type":"comment","title":null,"body_preview":"Oh like the white evangelicals do in every election in this country?","author":"dcdem1163","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtazku/eiffel_tower_director_steps_down_after_uproar/pcw2nk6/"},{"id":"f983a762-60f1-49d0-a747-c80379a981b2","source":"reddit","source_id":"t1_pcw2pi1","content_type":"comment","title":null,"body_preview":"I think that falls into the no one knows category.","author":"jlt6666","classification":"ai_generated","confidence":0.6,"indicators":["terse_replies","semantic_blandness","missing_platform_voice"],"bot_score":1,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtazku/eiffel_tower_director_steps_down_after_uproar/pcw2pi1/"},{"id":"6ef3ecae-ff59-4565-855e-fe33c163425e","source":"reddit","source_id":"t1_pcw2qv5","content_type":"comment","title":null,"body_preview":"That's not a thing, certainly not if you're using a password manager.","author":"Informal_Drawing","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.4051408358714421,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtokgj/the_netherlands_is_preparing_to_dump_windows_and/pcw2qv5/"},{"id":"61a96a31-a15e-4d7e-a80a-eae88037a91a","source":"reddit","source_id":"t1_pcw2r41","content_type":"comment","title":null,"body_preview":"Man they really padding that KDR (Kat and Dog Ratio)","author":"Hacnris","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wt8k71/russia_strikes_animal_shelter_in_odesa_oblast_10/pcw2r41/"},{"id":"4db9ffb7-156c-481f-bf40-d3ebd82e7c9b","source":"reddit","source_id":"t1_pcw2rsq","content_type":"comment","title":null,"body_preview":"Yep. And imagine saying “we have gladly put the country into crippling debt for the old folks but none is left for you”","author":"No_Employ__","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtdw37/frances_public_debt_soars_to_a_record_119_of_gdp/pcw2rsq/"},{"id":"5e67bc7e-2e52-470c-9c8f-2c1c9461c0b7","source":"reddit","source_id":"t1_pcw2ts4","content_type":"comment","title":null,"body_preview":"Yea the whole country didn’t collapse in a single quarter before the tariffs even took effect, we’re obviously out of the woods and everything is going to be fine/s","author":"No-Cable-1223","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtii1t/canadas_economy_stalled_in_july_with_0_growth/pcw2ts4/"},{"id":"8db1e6b3-ec75-4378-b238-cbb65df62223","source":"reddit","source_id":"t1_pcw2wv4","content_type":"comment","title":null,"body_preview":"My company is so craven to grow their business that they’d go back in tomorrow if they could.","author":"muadib1158","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtk9vt/let_them_be_afraid_russia_signals_wave_of_asset/pcw2wv4/"},{"id":"38ed581a-e28a-478a-a39b-f2371579e816","source":"reddit","source_id":"t1_pcw2wvx","content_type":"comment","title":null,"body_preview":"Apologizing to trump is akin to dropping on your knees and sucking his mushroom. NO!! Just . . . . . . NO!*\\\\**","author":"WeirdcoolWilson","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtknyy/canada_not_going_to_apologize_to_trump_amid_trade/pcw2wvx/"},{"id":"e1c59ac3-541d-436b-b9d2-c15cbbe30e4e","source":"reddit","source_id":"t1_pcw2x4t","content_type":"comment","title":null,"body_preview":"“The whole post” has been gone longer than it was up, so I can’t refer back to it. Other sources, including Times of Israel, have not said it was Iran but terrorists inspired by Iran.","author":"Evil_Sharkey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ws2sde/iran_ordered_attacks_on_jewish_sites_in_belgium/pcw2x4t/"},{"id":"c496ad9a-c128-4f33-9850-9deebb2cd712","source":"reddit","source_id":"t1_pcw2x73","content_type":"comment","title":null,"body_preview":"Nope no one says they would want any part of that or lol@seriously consider that.","author":"OkZookeepergame4757","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1wtknyy/canada_not_going_to_apologize_to_trump_amid_trade/pcw2x73/"},{"id":"c9d5c7b9-5b1b-4908-9082-8b583b5e7168","source":"reddit","source_id":"t1_pcw2iob","content_type":"comment","title":null,"body_preview":"100% don’t haul things... You said no one who owns a truck would switch to the Mach E because it isn’t rated for towing and doesn’t have a large bed for hauling.  Neither of those are actual concerns ","author":"surnik22","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtjyui/new_federal_emissions_rules_will_create_chaos_for/pcw2iob/"},{"id":"033864ce-43d5-4676-9203-24acfd063a3a","source":"reddit","source_id":"t1_pcw2jqn","content_type":"comment","title":null,"body_preview":"This is the obvious and only endgame of pushing everyone to order on their phones or at kiosks in the restaurant. They lure us in with really good discounts, hook us with the convenience, and then ext","author":"Next-Supermarket9538","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2jqn/"},{"id":"6ce5e1d0-13e1-4101-805f-a46426dd5a9d","source":"reddit","source_id":"t1_pcw2k0k","content_type":"comment","title":null,"body_preview":"They are just price gouging the loyalists. Enshittification at its best.","author":"Skulltrail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2k0k/"},{"id":"98d8c1c1-9996-47ee-a2d9-7c2549e73ac8","source":"reddit","source_id":"t1_pcw2kkh","content_type":"comment","title":null,"body_preview":"on my birthday i got an absolute banger of a black and bleu burger with all fresh ingredients and truffle fries on the side - yeah they're overhyped but i was treating myself - from a local place, and","author":"stephen_neuville","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2kkh/"},{"id":"05ee584f-51f9-4a04-88f6-1de1fbe67a4d","source":"reddit","source_id":"t1_pcw2koh","content_type":"comment","title":null,"body_preview":"All Firefox has to do is find a way to block ai content","author":"mixxituk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtd2ae/interview_firefoxs_chief_on_why_he_hopes_a/pcw2koh/"},{"id":"a46c1f43-996f-4dc3-b9d4-4e4a2fd8c498","source":"reddit","source_id":"t1_pcw2l8o","content_type":"comment","title":null,"body_preview":"What if we just mirror GDPR closely. Then they'd have a financial incentive to follow that since they can just keep the same designs with only minor tweaks.","author":"HotwheelsSisyphus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wt6nmc/your_cars_data_privacy_problems_are_worse_than/pcw2l8o/"},{"id":"c33593f8-180d-436f-bae6-1f5af3fcc5d2","source":"reddit","source_id":"t1_pcw2ljm","content_type":"comment","title":null,"body_preview":"Canadian dollaroos. Also $3/ nugget is absolutely asinine to even assert people would buy that. I can get 5lb of frozen nuggets from Sam’s Club for $15, that’s $3 PER POUND. A pound of nuggets is arou","author":"YoungBockRKO","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2ljm/"},{"id":"0943470e-6863-415b-a63b-3f4850fa169d","source":"reddit","source_id":"t1_pcw2lnw","content_type":"comment","title":null,"body_preview":"Income based fines is a thing. Scandinavian country I don’t live in. But it’s kind of a thing that makes sense","author":"first_to_the_Orgy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2lnw/"},{"id":"b801cebb-f272-40e0-9a50-809b25f1d038","source":"reddit","source_id":"t1_pcw2lsr","content_type":"comment","title":null,"body_preview":"Supermarkets update the price of food several times a day and has a team of 8-10 people per store who's entire job it is to do.  You're still right. But your also kinda wrong","author":"ChrisV88","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2lsr/"},{"id":"7d17ec11-d0f9-4040-aa78-4ee14321fbfd","source":"reddit","source_id":"t1_pcw2ml7","content_type":"comment","title":null,"body_preview":"In some locations yes. It’s petty and really pissed off customers. I saw one while walking into a McD a 6 months back and immediately walked out. They also turned off the fountain so you can’t self se","author":"Mission-Dark-9320","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2ml7/"},{"id":"70383a62-a3b4-4b9d-9f2e-91e26a0dbead","source":"reddit","source_id":"t1_pcw2mpd","content_type":"comment","title":null,"body_preview":"It totally makes sense from a rat fuck corporation perspective. Person is already in line at the drive thru. They are hungry and it’s lunch/dinner rush. They probably don’t have the time or energy to ","author":"ExoMonk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2mpd/"},{"id":"6c3b40dd-6d93-4b3b-ace3-2a9454e291ce","source":"reddit","source_id":"t1_pcw2n4d","content_type":"comment","title":null,"body_preview":"That’s no different than Sonic offering happy hour prices. McDonalds just isn’t transparent about it. At the end of the day, customers should speak with their wallets.","author":"JustMyThoughts2525","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2n4d/"},{"id":"6af71dde-e2e0-4f0c-b5aa-e72407eb986e","source":"reddit","source_id":"t1_pcw2nth","content_type":"comment","title":null,"body_preview":"I already stopped going there after they went to the whole kiosk model years ago, and you couldn’t order with a human, you just had to go through screens and pay and then sit around like a putz waitin","author":"NoBandicoot5417","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2nth/"},{"id":"26d5c1be-e27e-4f04-bb01-7219d7f30b62","source":"reddit","source_id":"t1_pcw2oob","content_type":"comment","title":null,"body_preview":"The actual implementation of dynamic pricing is the opposite of what people think it's going to be. Poorer people get gouged. You generally need the item. They set the price to the maximum they think ","author":"Leiracal","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2oob/"},{"id":"af48f28e-31b8-4773-8454-7e80db7ab08b","source":"reddit","source_id":"t1_pcw2or0","content_type":"comment","title":null,"body_preview":"Apparently they do in Finland! Richard Hammond was super paranoid about that on one of their Scandinavia trips on Grand Tour https://www.theguardian.com/world/2023/jun/06/finnish-businessman-hit-with-","author":"GaiaMoore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","external_link_contextualization"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2or0/"},{"id":"2b034ffa-4f67-4e17-8b70-002aa442d9c1","source":"reddit","source_id":"t1_pcw2pmf","content_type":"comment","title":null,"body_preview":"You say this like consumers don’t have free will to simply abstain lol","author":"Kozzle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2pmf/"},{"id":"173a09bd-0940-427d-a29b-96844c093d99","source":"reddit","source_id":"t1_pcw2r3v","content_type":"comment","title":null,"body_preview":"Can’t make coffee the night before and put it in the fridge?","author":"Majolica777","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2r3v/"},{"id":"2b4750e3-882a-41dc-b2a6-dc8d6d3a2c61","source":"reddit","source_id":"t1_pcw2r5n","content_type":"comment","title":null,"body_preview":"Taxes payers paid for it and will see none of the profit ever. So what they really mean is be profitable for the corporations the government gifted them too.","author":"TotalRecall_Quaid_88","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wt6mcm/ai_industry_needs_to_earn_6_trillion_by_2031_to/pcw2r5n/"},{"id":"a9f4c1d6-5814-4326-8042-55b199a961d7","source":"reddit","source_id":"t1_pcw2rbl","content_type":"comment","title":null,"body_preview":"I rarely eat McDonald's. But every now and then, I get a hankering for some junk and pig out a bit. It's always pretty much entirely disappointing. The fries are decent, but old reliables like McChick","author":"TonyzTone","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1wtm5mp/mcdonalds_is_reportedly_using_ai_to_dynamically/pcw2rbl/"},{"id":"645017e5-7e7d-4b40-a313-02960083969e","source":"reddit","source_id":"t1_pcw2j8i","content_type":"comment","title":null,"body_preview":"Ju-On: The Grudge Scream 1 & 2 Insidious Annabelle Creation The Conjuring","author":"aniwynsweet","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wtoqmt/what_are_your_top_5_scary_movies/pcw2j8i/"},{"id":"6a9956d0-9e37-485b-833d-ca62cb5c63a5","source":"reddit","source_id":"t1_pcw2jfx","content_type":"comment","title":null,"body_preview":"A lot of mainline churches still have choirs, and they should be open to crappy singers like you","author":"Euclidding_Me","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wtn0dt/what_is_a_hobby_as_an_adult_you_are_really_glad/pcw2jfx/"},{"id":"6a9fa723-8cc7-4462-a3f5-5c48e2829361","source":"reddit","source_id":"t1_pcw2jkg","content_type":"comment","title":null,"body_preview":"My dad and I would go mushroom hunting in the fall every year. Neither of my brothers was interested so it was always our thing. Now he can't get into the woods anymore but I send him pics of the mush","author":"cinch123","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wto1t9/whats_your_best_memory_with_your_father/pcw2jkg/"},{"id":"e5dc7de1-10a9-4af4-8507-d27a2c6024ad","source":"reddit","source_id":"t1_pcw2jsb","content_type":"comment","title":null,"body_preview":"57 and I pretty much only comment and sometimes my comments suck and are misunderstood.","author":"chaoticnormal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wto9wo/do_you_have_followers_on_reddit_why_what_do_you_do/pcw2jsb/"},{"id":"a35a4393-44c6-450d-af14-b2f761ce2474","source":"reddit","source_id":"t1_pcw2jt0","content_type":"comment","title":null,"body_preview":"Just seeing the state of moderate and hard leftist was enough for me 🤮","author":"whodoesyourtampons","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wtonae/for_people_with_strong_rightwing_views_what_led/pcw2jt0/"},{"id":"41a1e2a9-4e3b-4c60-aab3-db8b83ccdbe7","source":"reddit","source_id":"t1_pcw2kf3","content_type":"comment","title":null,"body_preview":"this like why do people think ICE is bad? Obama credited ice for their good work too","author":"Character_Release379","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wtoqp2/what_should_happen_to_ice_after_trump_is_removed/pcw2kf3/"},{"id":"32d88e45-05dc-4c57-a69b-54caa47dc840","source":"reddit","source_id":"t1_pcw2kjv","content_type":"comment","title":null,"body_preview":"We go fruit exploring there are thousands of different apple trees in the woods and beside the roads here. It is fun and works well because we can just grow the ones we like in our orchard. We DNA tes","author":"hoardac","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wtd6us/whats_an_obsure_item_you_own_that_youre_sure_9999/pcw2kjv/"},{"id":"41ec8370-d13f-4172-8729-16d40d23f1b1","source":"reddit","source_id":"t1_pcw2kk5","content_type":"comment","title":null,"body_preview":"Probably The Thing, The Substance, Bring Her Back, Evil Dead 2, and Heriditary. But if I were to bring that to top ten I’d add Weapons, Alien, Red Rooms, Obsession, and The Witch.","author":"PaulMichaelMelio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wtoqmt/what_are_your_top_5_scary_movies/pcw2kk5/"},{"id":"0f571fb8-10b1-4022-ad7b-0da6a49f50fd","source":"reddit","source_id":"t1_pcw2kmc","content_type":"comment","title":null,"body_preview":"Change the name back to immigration and naturalization services. (INS).","author":"Necessary-Comedian17","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wtoqp2/what_should_happen_to_ice_after_trump_is_removed/pcw2kmc/"},{"id":"83196314-fc28-4d8b-b882-64b321f9ea8c","source":"reddit","source_id":"t1_pcw2kmd","content_type":"comment","title":null,"body_preview":"I didn’t say shit about voting, you insufferable nerd. I said this is a local political issue, do with that information what you may.","author":"KeyNaive8951","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wqqlwv/what_city_did_you_feel_unwelcome_in_as_a_tourist/pcw2kmd/"},{"id":"b4675cee-91d8-4f6a-a385-37f9ff51176d","source":"reddit","source_id":"t1_pcw2kyn","content_type":"comment","title":null,"body_preview":"As a high functioning one it's not that easy to spot us if we keep ourselves up. I get up every morning, shower, shave, some skin care. Then I go to work presentable and professional, after work I go ","author":"WankPuffin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Sep 29 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1wt18uf/gas_station_workers_what_do_some_of_your_most/pcw2kyn/"},{"id":"fb6fc9c5-c368-4760-baf7-ba24c061aff2","source":"stackoverflow","source_id":"so:64180554","content_type":"comment","title":null,"body_preview":"I wanted to put this as a comment, as it is a simple and quick solution, but code cannot be formatted there.\n\nimport React from 'react';\nimport './Header.css'\nimport {Container, Navbar } from \"reactst","author":"Jay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64180554"},{"id":"cec71cc9-29f7-4e8c-a74a-f2d7a27480e3","source":"stackoverflow","source_id":"so:64180887","content_type":"comment","title":null,"body_preview":"react-bootstrap and reactstrap are almost same things and they provide same components.\nJust use one of them and import both Navbar and Container.\n\nimport {Container, Navbar} from \"react-bootstrap\"","author":"Deepak Gupta","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64180887"},{"id":"069128b5-a669-471f-898b-c4c31c808ba1","source":"stackoverflow","source_id":"so:65564087","content_type":"comment","title":null,"body_preview":"You can use the raw-loader to get the svg as text (as you properly already did). After that you can take the text and set it as the html content of a node like that:\n\nimport iconBack from '../images/i","author":"calii23","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65564087"},{"id":"325437b1-4b53-4c5d-a48e-69716bf08bd0","source":"stackoverflow","source_id":"so:66262078","content_type":"comment","title":null,"body_preview":"To be able to edit data, and to save it in state you can do it as in provided example. Then in handleSubmit function you can process your data further:\n\nimport React from \"react\";\nimport { Container, ","author":"Konstantin Modin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66262078"},{"id":"9160f50c-96c5-4a07-9e37-331fedd6c08b","source":"stackoverflow","source_id":"so:66644539","content_type":"comment","title":null,"body_preview":"For anyone that comes here with a similar issue, I ended up not being able to solve it, so I just abandoned the \"replaceChild()\" way of doing it.\n\n@wOxxOm left a possible solution in the comment secti","author":"Diogo Correia","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66644539"},{"id":"271a9667-4bb7-46c1-9607-3bfac46308e4","source":"stackoverflow","source_id":"so:66894000","content_type":"comment","title":null,"body_preview":"This is a very common error, it means you are trying to render undefined as a component. This usually happens in circumstances like this:\n\nMyComponent.js:\n\nfunction MyComponent() {\n   return <View />;","author":"brentvatne","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66894000"},{"id":"1ff64ef4-e5ea-4e66-86f5-4423c7d6aeca","source":"stackoverflow","source_id":"so:67846771","content_type":"comment","title":null,"body_preview":"https://developer.mozilla.org/en-US/docs/Web/API/MediaTrackConstraints/facingMode\n\ncamera.component.ts\n\n//facingMode: string = 'environment'; Set rear camera \nfacingMode: string = 'user';  //Set front","author":"Mohd Yasin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67846771"},{"id":"4ed2563e-e8d0-4dd3-b4e6-c15f404fa1e9","source":"stackoverflow","source_id":"so:68210033","content_type":"comment","title":null,"body_preview":"In this particular case, I did not have the react engine running, so refreshing the page resulted in no changes.  Early Morning rookie mistake.","author":"Elcid_91","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68210033"},{"id":"92a873fa-ea10-4306-8de2-cc5f0fc6c5fc","source":"stackoverflow","source_id":"so:68210041","content_type":"comment","title":null,"body_preview":"From there documentation page, use the 'custom input' prop to pass your own component, which you can style just the way you like it:\n\nYou can easily extend your custom input with number format. But cu","author":"0stone0","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68210041"},{"id":"f21c968e-0643-45e3-885f-81072bc22b73","source":"stackoverflow","source_id":"so:68210121","content_type":"comment","title":null,"body_preview":"try this\n\n    <NumberFormat\n        thousandSeparator={true}\n        prefix={'$'}\n        decimalScale={2}\n        fixedDecimalScale={true}\n        id={props.id}\n        name={props.id}\n        value=","author":"Rizwan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68210121"},{"id":"16916712-6338-4ae6-bdb5-e6dca48c0fa2","source":"stackoverflow","source_id":"so:68879260","content_type":"comment","title":null,"body_preview":"I was facing same issue\n\nSolution:\n\nimport { Container, Navbar } from \"react-bootstrap\";\n\nNote: Make sure you already installed the below package:\n\nnpm i --save react-bootstrap\n\nResult:","author":"Abdullah","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68879260"},{"id":"d451245b-4acf-4ba2-a47e-5efc0a1b95e5","source":"stackoverflow","source_id":"so:68934441","content_type":"comment","title":null,"body_preview":"I had this error when I tried to get rid of warnings about PascalCase.\n\nThe warning:\n\nImported JSX component text must be in PascalCase or\nSCREAMING_SNAKE_CASE react/jsx-pascal-case\n\nI changed all com","author":"Anushka Chauhan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68934441"},{"id":"c68d62d3-b425-42f6-87be-c99b0710e1d4","source":"stackoverflow","source_id":"so:69394741","content_type":"comment","title":null,"body_preview":"Q. it seems using useRef instead of the global variable firstRender\nfixes this problem also in Strict mode. Curious why that's the case?\n\nAccording to React Docs,\n\nRef is also useful to keep some muta","author":"Shivam Jha","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69394741"},{"id":"3ee38605-44f9-4e5d-baa6-241177e68931","source":"stackoverflow","source_id":"so:69393992","content_type":"comment","title":null,"body_preview":"This is due to the fact that strict mode intentionally invokes your function component body twice (when in dev mode) to help spot unintended side effects.\n\nOn the second invocation, your firstRender v","author":"ray","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69393992"},{"id":"29eeae72-1872-4b69-a541-03fbc25ff12c","source":"stackoverflow","source_id":"so:69944521","content_type":"comment","title":null,"body_preview":"For react-native\n\ncreate global.d.ts file on project root folder and just add next lines there\n\ndeclare module '*.png' {\n  const value: import('react-native').ImageSourcePropType;\n  export default val","author":"Vitalii Obideiko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69944521"},{"id":"27cbcd94-0018-4077-b0e4-ff564ae675cb","source":"stackoverflow","source_id":"so:70612466","content_type":"comment","title":null,"body_preview":"I ran into a similar issue and was able to resolve by updating plugins in my .babelrc file. I updated it to match what is listed in the \"options\" section of the babel-plugin-inline-react-svg README.\n\n","author":"reng","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70612466"},{"id":"8f0b1697-d97d-4592-b4fd-b1e72cfeaeb0","source":"stackoverflow","source_id":"so:68116890","content_type":"comment","title":null,"body_preview":"Index.js\n\nimport React from 'react'\nimport {ProfilePic} from './NavigationElements'\nimport profileimg from '../../images/profileimg.jpg'\n\nconst Navigation = () => {\n    return (\n        <NavigationWra","author":"Owais Ali","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68116890"},{"id":"edc0f826-26b3-4ed8-83cf-6bd7520bccdc","source":"stackoverflow","source_id":"so:70940585","content_type":"comment","title":null,"body_preview":"Your TextComponentWrapper can be like (UPDATED)\n\nconst TextInputWrapper = (props) => {\n  const [isFocused, setFocus] = useState(false);\n\n  const { currentIndex, inputsLength, forwardRef, onSubmit, nex","author":"Nooruddin Lakhani","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70940585"},{"id":"43ebc694-7c10-4ff5-9131-48c230d5f3bc","source":"stackoverflow","source_id":"so:71085273","content_type":"comment","title":null,"body_preview":"You need to create a Wrapper component to enclose the TextInputs, then use Children.map to loop through each of them dynamically and add the onSubmitEditing function while assigning refs.\n\nfunction Wr","author":"Hoang","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71085273"},{"id":"2b2597e3-9d36-4155-98f0-7e7835ee6b0e","source":"stackoverflow","source_id":"so:71479901","content_type":"comment","title":null,"body_preview":"Your SignUpForm doesn't have an onSubmit prop.\n\nIf your onSubmit comes from another file, you should mock the function in that module.\n\nimport * as HelperFunctions from './submitForm.js'\n\nAt the start","author":"Samantha","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71479901"},{"id":"025ad325-b672-4609-854d-7c9a7d5c46d0","source":"stackoverflow","source_id":"so:71635236","content_type":"comment","title":null,"body_preview":"Use Next.js Internationalized Routing feature.\n\nFor Sub-path Routing\n\n// next.config.js\nmodule.exports = {\n  i18n: {\n    locales: ['en-US', 'fr', 'nl-NL'],\n    defaultLocale: 'en-US',\n  },\n}\n\nFor Doma","author":"ujjwal","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71635236"},{"id":"5f6f49c3-e8f0-4b39-8bc3-eec97ef7bd5b","source":"stackoverflow","source_id":"so:72708530","content_type":"comment","title":null,"body_preview":"To place a polyline on your map, set <Polyline /> as child of Map component\n\nrender() {\n  const someCoords= [\n    {lat: 32.321, lng: -64.757},\n    {lat: 25.774, lng: -80.190}\n  ];\n \n  return(\n    <div","author":"Saul Mu&#241;oz Garcia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72708530"},{"id":"015846ee-f3f3-44df-a1cf-5aa362446b9c","source":"stackoverflow","source_id":"so:72770840","content_type":"comment","title":null,"body_preview":"I don't know what UI framework you are using, but generally, a TableCell should not be inside another TableCell directly. For your issue, you can create a div inside your center table cell. Set it to ","author":"Han Moe Htet","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72770840"},{"id":"1fe50422-f800-4bca-920b-d2f8f63feaa0","source":"stackoverflow","source_id":"so:72772173","content_type":"comment","title":null,"body_preview":"You can try title attribute in HTML element,\nBasically, the title attribute gives you the default description box from the browser's end\n\n<tr>\n    <td title=\"This is discription\" onClick={...} styles=","author":"Aniket Kadu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72772173"},{"id":"706441c4-de3a-4329-9aa9-b970d5f2e1d2","source":"stackoverflow","source_id":"so:72772208","content_type":"comment","title":null,"body_preview":"Here is a quick snippet that hope it helps (based on some sample code from MUI). Column 2 has what you probably need:\n\nconst addTextInCell = () => (\n  <div>\n    <div>Device 1</div>\n    <div>Android</d","author":"Akis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72772208"},{"id":"15c2c009-3c9a-477b-b88d-a6d2ec5ff8c1","source":"stackoverflow","source_id":"so:73103256","content_type":"comment","title":null,"body_preview":"Put text in tag (ex: span/div).\n\nFrom this:\n\n<span class=\"highlighted\">Foo</spa>\nBar\n\nTo this:\n\n<span class=\"highlighted\">Foo</spa>\n<span>Bar</span>\n\nHope this help!","author":"user4568897","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73103256"},{"id":"35a3f842-e032-451e-b398-78dc36bce727","source":"stackoverflow","source_id":"so:73885551","content_type":"comment","title":null,"body_preview":"I created the index.d.ts and added 'declare module \"*.jpg\"' it didn't work but when I changed the name to custom.d.ts (or any other name) it worked fine.","author":"YASSINE","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","platform_fluency","authentic_problem_report","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73885551"},{"id":"e955acc9-e8ed-46d4-83d5-aeace637ace8","source":"stackoverflow","source_id":"so:74701176","content_type":"comment","title":null,"body_preview":"I guess you don't have a element with id root in your index.html, please add the following tag in your index.html,\n\n<div id=\"root\" />","author":"kennysliding","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74701176"},{"id":"9fe6bc11-357b-4cba-bae7-f2ba97ba7da5","source":"stackoverflow","source_id":"so:75317789","content_type":"comment","title":null,"body_preview":"try this:\n\nconst root = ReactDOM.createRoot(document.getElementById('root'))\nroot.render(\n  <React.StrictMode>\n    <StudentForm />\n  </React.StrictMode>\n)","author":"128","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75317789"},{"id":"bb01dbc8-fd0f-46eb-807c-3b8e4a5c5dad","source":"stackoverflow","source_id":"so:75318164","content_type":"comment","title":null,"body_preview":"You need to add your main or index script to HTML.\n\n<div id=\"root\"></div>\n<script type=\"module\" src=\"/src/index.tsx\"></script>","author":"Aminarune","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75318164"},{"id":"6dbc9e75-52da-4103-abee-e6e626d43735","source":"stackoverflow","source_id":"so:75939526","content_type":"comment","title":null,"body_preview":"In my case, even with the global.d.ts configured, it wasn't  working due to the import. instead of\n\nimport * as Logo from 'assets/images/logo.png';\n\ni used:\n\nimport image from 'assets/images/logo.png'","author":"Ana PL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75939526"},{"id":"497dfe4a-086b-49e2-b911-814d63534fad","source":"stackoverflow","source_id":"so:77041095","content_type":"comment","title":null,"body_preview":"I've been struggling with this question (and the various unmaintained React wrappers for Google Maps) for about a week, and finally buckled down to build my own React wrapper for google.maps.Polyline ","author":"Samwise","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","self_reference","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77041095"},{"id":"f8bd6093-503d-4eda-9228-f224e7598fbd","source":"stackoverflow","source_id":"so:78308055","content_type":"comment","title":null,"body_preview":"You first need to create a new TypeScript declaration file with the file extension .d.ts. For my project I named it custom.d.ts and put it in my src directory. Then add the code suggested in the accep","author":"Jasperan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78308055"},{"id":"a95c3bca-7ac0-44b0-8c75-c5f4e8a33c93","source":"stackoverflow","source_id":"so:78924005","content_type":"comment","title":null,"body_preview":"I think you're using an old version of React, there is no problem on my System. Check you react version.\n\nI faced the same problem in a code SandBox because of wrong import like this\n\nimport { useStat","author":"Deepak Yadav","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78924005"},{"id":"ea13406b-d565-42c9-9d2f-2a6b2efa0d40","source":"stackoverflow","source_id":"so:79476289","content_type":"comment","title":null,"body_preview":"If you're using Vite, Vite already provides the type definitions for image import in vite/client.d.ts.\n\nCreate vite.d.ts in your root directory with this content:\n\n    /// <reference types=\"vite/clien","author":"youyoumu","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79476289"},{"id":"2a778bb2-f4c3-4fd3-b29a-7e53b3a7a9b2","source":"stackoverflow","source_id":"so:79719251","content_type":"comment","title":null,"body_preview":"I think the warning is due to quotes around 'data-name'. It's not TypeScript-specific. To fix, ensure your SVG doesnt contain invalid JSX attributed. Open img.svg and replace any attribute='value' wit","author":"Daisi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79719251"},{"id":"73d0bce0-b187-46d2-85c2-4e146c1bb443","source":"stackoverflow","source_id":"so:79745032","content_type":"comment","title":null,"body_preview":"The problem is in your import. In B.js you’re doing this:\n\nvar fun = require('./B.js'); // wrong\n\nThat’s just requiring itself. You want to import A.js:\n\nconst fun = require('./A.js');\nfun();\n\nAnd in ","author":"Uday nandaniya","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79745032"},{"id":"17789778-dc00-48d6-96e8-0a50e4a733b5","source":"stackoverflow","source_id":"so:80004526","content_type":"comment","title":null,"body_preview":"You forgot to actually create a root for your app. Right now, even through the script is correctly added to the HTML file, your code can't render anything on it's own because nothing tells the Greetin","author":"Marianne","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80004526"},{"id":"f6137ea8-dcff-456c-a644-4dd0daccc35a","source":"stackoverflow","source_id":"so:80004617","content_type":"comment","title":null,"body_preview":"The main issue is that importing ReactDOM isn't enough to render the component. You also need to create a React root from the #Greeting element and call root.render(<Greeting />). The component functi","author":"Rehmat Qadeer","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80004617"},{"id":"a4e3e834-4951-41c8-9e1f-1dd9540d91c0","source":"stackoverflow","source_id":"so:80004623","content_type":"comment","title":null,"body_preview":"You’ve imported ReactDOM, but the component is never mounted to the DOM. You need to create a root from #Greeting and render the component:\n\nconst root = ReactDOM.createRoot(document.getElementById(\"G","author":"mohammad garmabi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80004623"},{"id":"b163f148-a07f-4f3d-9eac-47de5d4c4899","source":"stackoverflow","source_id":"so:80004922","content_type":"comment","title":null,"body_preview":"My recommendation\n\nIf it's possible to change the data structure in the backend/JSON (as I suggested earlier), the cleanest approach is to change service_name into an array, instead of an HTML string:","author":"Andre Rizaldi Brillianto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80004922"},{"id":"83b29fff-c050-4feb-a426-dd705cfe544d","source":"stackoverflow","source_id":"so:80005036","content_type":"comment","title":null,"body_preview":"The second option, createCaller, seems to be the recommended approach (see Server Side Calls | tRPC).\n\nAs for your error Page couldn't be rendered statically because it used 'headers', more informatio","author":"Violet Rose","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005036"},{"id":"1909a059-7bd8-4da4-9a22-da1fc3b9a6b1","source":"stackoverflow","source_id":"so:80005259","content_type":"comment","title":null,"body_preview":"The 404 itself should not make React Router get stuck. The more likely issue is that the query is being treated as a transient failure and is being retried, while the component remains mounted/re-moun","author":"Samiullah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005259"},{"id":"fe75e7f7-8ad0-4e5a-b712-f3d9588b0bcf","source":"stackoverflow","source_id":"so:80005592","content_type":"comment","title":null,"body_preview":"I’d keep the permission checks centralized instead of checking roles everywhere in the UI.\n\nFor example, rather than doing this in many components:\n\nif (user.role === \"ADMIN\")\n\nI’d have the backend re","author":"Dev CDS","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005592"},{"id":"ef6ad204-779c-46e1-b43d-6e65584e521b","source":"stackoverflow","source_id":"so:80005690","content_type":"comment","title":null,"body_preview":"The problem is that you're using require() to import the modules. In a React project using ES6 modules, you should use import and export instead.\n\nFor example:\n\n// A.js\nexport default function fun() {","author":"Dharmendra Prajapat","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","list_heavy_advice"],"bot_score":1,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005690"},{"id":"c7a33c6e-664a-4e9e-9cd0-29621ea553e4","source":"stackoverflow","source_id":"so:80005691","content_type":"comment","title":null,"body_preview":"This error is usually caused by having multiple copies of React in the project.\n\nSince the component is being developed as a separate npm package and then imported into another project, the component ","author":"Dharmendra Prajapat","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":1,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005691"},{"id":"dbcad53e-29c6-4fdc-aa64-b9baf0024b01","source":"stackoverflow","source_id":"so:80005589","content_type":"comment","title":null,"body_preview":"React is the UI layer; you are supposed to have your permissions enforced at the data layer. This principle should help answer almost all of your questions, including how to design and manage them. Th","author":"snnsnn","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005589"},{"id":"87a6ad4a-032a-489a-8739-2f579d49621d","source":"stackoverflow","source_id":"so:80004615","content_type":"comment","title":null,"body_preview":"I used the following notation, and it seems to work fine:\n\nimport { FiExternalLink } from \"react-icons/fi\";\n\n<FiExternalLink style={{display:\"inline\"}} />","author":"Telmo Dias","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80004615"},{"id":"465c153d-046d-4d03-9507-7e5c19d18713","source":"stackoverflow","source_id":"so:80005872","content_type":"comment","title":null,"body_preview":"Really there's nothing overtly incorrect or wrong about this code, using a useEffect hook with empty dependency array to run an effect exactly once to fetch data asynchronously and save to local state","author":"Drew Reese","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0.27750763279867946,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005872"},{"id":"2916525b-dfa0-4aa7-915f-29050d9f1de5","source":"stackoverflow","source_id":"so:80005889","content_type":"comment","title":null,"body_preview":"Found a solution. It turns out that the props passed into the method assigned to the render prop (domProps here) is an object with an onClick event handler that probably traps the click event with sto","author":"stylecramper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005889"},{"id":"cd9fd18c-2712-44a1-bf4a-7afa54c08794","source":"stackoverflow","source_id":"so:80006163","content_type":"comment","title":null,"body_preview":"Two fixes will get your page loading:\n\nFix the Import Type: In client.js you used export default supabase. Change listData.jsx to a default import without curly braces:\n\nimport supabase from './client","author":"sanjib","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006163"},{"id":"c4d94ef2-d654-4e32-92d7-c17becda9844","source":"stackoverflow","source_id":"so:79939607","content_type":"comment","title":null,"body_preview":"have you explored multimodal models? Gemma 4 worked for me recently when it comes to multimodal cases. I do not know how well your PDFs are structured but I assume it should be relevant if certain sca","author":"f77","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","list_heavy_advice","synthetic_empathy","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79939607"},{"id":"37e98336-1593-4bd3-ab6d-3d742aec4ebd","source":"stackoverflow","source_id":"so:80004590","content_type":"comment","title":null,"body_preview":"First, a quick note on terminology: in computer science and programming, this task falls under Natural Language Processing (NLP), whereas Neuro-Linguistic Programming is a psychological model and not ","author":"Valentina Silva","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","uniform_paragraph_rhythm","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80004590"},{"id":"b7bfec63-7a62-4f6f-bf7c-3a483c46b6aa","source":"stackoverflow","source_id":"so:80006050","content_type":"comment","title":null,"body_preview":"I am the author of lodestar. May be my libraries could help you. I suggest you to take a look to https://cyrilb1531.github.io/lodestar/reference/conformal/prediction/splitconformal-predictionset.html\n","author":"user33161533","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006050"},{"id":"9ff077f0-a169-4fb8-b825-08086412448d","source":"stackoverflow","source_id":"so:14490681","content_type":"comment","title":null,"body_preview":"Some other program has the clipboard open, and the code you are using throws an exception to indicate this.\n\nSo, it at first seems like you'd have to busy-wait and give up if you wait for too long. Bu","author":"Patashu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/14490681"},{"id":"2d9ac54a-00a9-48f6-93f2-5600ddf20c27","source":"stackoverflow","source_id":"so:15984731","content_type":"comment","title":null,"body_preview":"You don't say what distribution you are using. Try installing openjdk icedtea-web, the latter being a web start implementation and a browser plug-in.\n\nYou don't have to be using the browser plug-in. Y","author":"akostadinov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15984731"},{"id":"31650e1c-d7a8-4be6-bb00-ce35e446ccc5","source":"stackoverflow","source_id":"so:19846548","content_type":"comment","title":null,"body_preview":"Check the version of Java that you are using.\n\nFor instance, if you have a default version of Java on your system that is older than the latest, regardless of what Eclipse is using as it's runtime or ","author":"derekdata","classification":"human_created","confidence":0.7,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/19846548"},{"id":"6b2592b4-de7c-4766-8488-5c2aa415c00f","source":"stackoverflow","source_id":"so:20590887","content_type":"comment","title":null,"body_preview":"As suggested above check the versions of installed java sdks and java Jre. I faced the same error. \n\nI have jdk1.7.0_45.jdk and and matching JRE i.e. jre-7u45, then set their path in eclipse->preferen","author":"sa_nyc","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20590887"},{"id":"f30a4680-f2b7-4ec4-917b-f458f591d070","source":"stackoverflow","source_id":"so:20815378","content_type":"comment","title":null,"body_preview":"In iReport if you set up a repository for your JasperServer you will be able to get the effective production version of a report xml into iReport. Then you can edit your file and replace by the edited","author":"Alex Chevelev","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20815378"},{"id":"5d14350f-0bf8-404b-b071-de3f62cce15c","source":"stackoverflow","source_id":"so:22397448","content_type":"comment","title":null,"body_preview":"I have good solution from this \n\n  \nSo after a good long time not being able to play this Facebook game\n  we’re building for P2P-related research, which runs on Java Web Start,\n  I finally got pissed ","author":"LOG_TAG","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions","useful_link"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/22397448"},{"id":"a392936c-2e82-4c86-ba5e-43aa094d22ad","source":"stackoverflow","source_id":"so:23079565","content_type":"comment","title":null,"body_preview":"The server error indicated that it does not expect an array of objects. Delete this code\n\nJSONArray jsarray = new JSONArray();\njsarray.add(obj);","author":"Leon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/23079565"},{"id":"550eed32-e285-44d4-8e69-77cca69443f9","source":"stackoverflow","source_id":"so:24630372","content_type":"comment","title":null,"body_preview":"try setting up these system properties:\n\nimport net.sf.jasperreports.engine.util.JRProperties;\nJRProperties.setProperty(\"net.sf.jasperreports.default.pdf.font.name\", \"Helvetica\")\nJRProperties.setPrope","author":"Kamil Mikolajczyk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/24630372"},{"id":"2d782664-a940-4aab-9350-c64d8f07fe43","source":"stackoverflow","source_id":"so:25263120","content_type":"comment","title":null,"body_preview":"One of the options would be creating some helper class which would remember previously used vector and based on it calculate difference between it and current vector. This class could look like \n\nclas","author":"Pshemo","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25263120"},{"id":"11f9aad4-86a2-4db7-8f57-ed2452e55da2","source":"stackoverflow","source_id":"so:25628156","content_type":"comment","title":null,"body_preview":"ToolProvider.getSystemToolClassLoader()\n\nThis returns the instance of ClassLoader that is aware of tools.jar.\n\nIf you'd like the exact path, use\n\n    ((URLClassLoader) ToolProvider.getSystemToolClassL","author":"apangin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25628156"},{"id":"10da8034-368e-4cba-82fc-db64b7e048c7","source":"stackoverflow","source_id":"so:25994018","content_type":"comment","title":null,"body_preview":"The jar-file containing the com.sap.conn.jco.JCo is not on the classpath. Are you sure that you have correctly set it as a JVM parameter? Adding it to the PATH-variable is not going to work since your","author":"Kurt Du Bois","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25994018"},{"id":"60b26b59-4c10-471a-8a83-744a43f33bda","source":"stackoverflow","source_id":"so:26033708","content_type":"comment","title":null,"body_preview":"As it is said, the JCo jar file is not accessible during execution.\n\nI think that you you can put the jar (and dll) under the webinf/lib directory of your webapp, or put them in the common lib directo","author":"PATRY Guillaume","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/26033708"},{"id":"ec085481-2c43-4cdb-81db-61805696adf4","source":"stackoverflow","source_id":"so:26922188","content_type":"comment","title":null,"body_preview":"<action path=\"/Link\" parameter=\"method\" type=\"com.sicmsb.action.LinkAction\" name=\"CommentsUpdated\">\n            <forward name=\"baseLayout\" path=\"baseLayout\"/>\n            <forward name=\"search\" path=\"","author":"Amos","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","helpful_intent"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/26922188"},{"id":"1612879b-23fb-474c-b1df-ced8663f6dfa","source":"stackoverflow","source_id":"so:29142747","content_type":"comment","title":null,"body_preview":"Ahh, found it at last: add multiple=\"true\" to the bindings tag:\n\n<jaxb:bindings schemaLocation=\"../../../../contracts/src/main/resources/wsdl/ifx24.xsd\">\n    <jaxb:bindings node=\"xsd:complexType[conta","author":"Kristof Jozsa","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29142747"},{"id":"d1d7597a-e3c2-400f-a13a-9a05f402161f","source":"stackoverflow","source_id":"so:25265394","content_type":"comment","title":null,"body_preview":"The operation you are performing is called Mutable reduction.\n\nPshemo’s answer shows how you can implement such operation ad-hoc by providing the three necessary functions. However, when all three fun","author":"Holger","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25265394"},{"id":"abf2e592-59c1-4dfa-a525-9560d845793b","source":"stackoverflow","source_id":"so:30531661","content_type":"comment","title":null,"body_preview":"As your project is built using Maven, we recommend to analyze it using the SonarQube Maven Plugin.\nIn that case you don't need to define the sonar.java.* properties\n\nBTW : it would better to upgrade d","author":"Alexandre - SonarSource","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30531661"},{"id":"a6f1d8bd-a5e2-4f84-a1f5-fe3fde23fde7","source":"stackoverflow","source_id":"so:33469069","content_type":"comment","title":null,"body_preview":"Unclear what you're asking. What you describe constitutes parsing a String, not deserializing it, which is trivial.\n\nThe problem with your second example seems to start with the toString() method. Why","author":"user207421","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.22497440584231823,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/33469069"},{"id":"ccb28cf9-3b79-4eda-ac70-68cf0b4217b8","source":"stackoverflow","source_id":"so:33467866","content_type":"comment","title":null,"body_preview":"With strings it is quite simple.\n\nThe object can be serialized because it implements the Serializable interface.\n\nString properties will also be serialized because they are also serializable.\n\nYou can","author":"NotGaeL","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/33467866"},{"id":"3b4ecde2-1077-437d-8cc1-437c95777ee1","source":"stackoverflow","source_id":"so:35088811","content_type":"comment","title":null,"body_preview":"Pasting example of setting color from the Apache POI Developer Guide\n\nFills and colors\n\nWorkbook wb = new XSSFWorkbook();\nSheet sheet = wb.createSheet(\"new sheet\");\n\n// Create a row and put some cells","author":"johankr","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35088811"},{"id":"fcf524f4-7e11-4145-92a0-42ab2ba5888a","source":"stackoverflow","source_id":"so:35201645","content_type":"comment","title":null,"body_preview":"See: Hadoop 2.6.0 Browsing filesystem Java for your specific problem.\n\nBeyond that, you might want to consider using REST for remote interactions. Apache Knox can provide you with access to the remote","author":"lmccay","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35201645"},{"id":"542e7586-d7a6-4a9b-8a80-982d9471fbd9","source":"stackoverflow","source_id":"so:37838715","content_type":"comment","title":null,"body_preview":"You can do, and read the stream using some json parser, for example Gson:\n\ntry (\n    Reader reader = new InputStreamReader(\n        Runtime.getRuntime().exec(\"curl -h\").getInputStream()\n    )\n) {\n    ","author":"Krzysztof Krasoń","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37838715"},{"id":"d94fb35a-dbe0-4abf-96b7-e85150d61004","source":"stackoverflow","source_id":"so:37852226","content_type":"comment","title":null,"body_preview":"This is a horrible way to access the Jira Rest api. Since it is a REST API, you can call it in many ways. Some of them are:\n\nRest Java Client for Java. https://marketplace.atlassian.com/plugins/com.at","author":"Somaiah Kumbera","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37852226"},{"id":"42816d8b-1d65-4812-9f2c-2600dad530ba","source":"stackoverflow","source_id":"so:40921224","content_type":"comment","title":null,"body_preview":"Copy the fonts files (*.ttf) into the folder:\n\n/path/to/app/WEB-INF/classes/\n\nYou app will get the fonts from here :)","author":"atiruz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40921224"},{"id":"d4a9bcad-8735-457f-95e7-d32eacb76d4f","source":"stackoverflow","source_id":"so:42738275","content_type":"comment","title":null,"body_preview":"If you didn't set the name property in the action config, which should be the same as <form-bean> name, but used the name in the tag\n\n<html:text name=\"CommentsUpdated\" .../>\n\nof course you got an exce","author":"Roman C","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42738275"},{"id":"6013636f-a5ec-4118-84c0-671623a5b787","source":"stackoverflow","source_id":"so:43474866","content_type":"comment","title":null,"body_preview":"Just changed following constructor code and it started working.\n\npublic Single_DesignAdapter(Context context, ArrayList<Design> designList) {\n    this.designList = designList;\n    this.context = conte","author":"Ashish Kudale","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43474866"},{"id":"107b6737-7ed3-4cb5-a979-f2ee3ab69c21","source":"stackoverflow","source_id":"so:47400107","content_type":"comment","title":null,"body_preview":"Your minSdk is lower than 20, so you have to add compile 'com.android.support:multidex:1.0.1' to your build.gradle dependencies.\nSource","author":"sininen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47400107"},{"id":"316cb13b-eb02-4bc0-ae8e-52207dd50a02","source":"stackoverflow","source_id":"so:47402939","content_type":"comment","title":null,"body_preview":"Ok, I managed to fix my problem! I had to add these two lines:\n\nIn app/gradle.build:\n\ncompile 'com.android.support:multidex:1.0.1'\n\nIn Manifest file:\n\nandroid:name=\"android.support.multidex.MultiDexAp","author":"gameCoder95","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47402939"},{"id":"05c54d46-0f8c-496f-b926-074a11bab264","source":"stackoverflow","source_id":"so:47626718","content_type":"comment","title":null,"body_preview":"Runtime rt = Runtime.getRuntime();\n        Process p1;\n        Process p2;\n        try {\n            String postSubmissionJSon = \"{\"data\":\"value\"}\";\n\n            String[] stringPost = {\"curl\", \"-X\", \"","author":"Omar Palaming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47626718"},{"id":"ad83d542-2f37-4c9b-b5fd-4ae461503e9a","source":"stackoverflow","source_id":"so:48521772","content_type":"comment","title":null,"body_preview":"object.get() will give an NullPointerException if the object is null, so you need to check if the object is null or not before you call any method on it. so, an alternative could to check if astros !=","author":"Vineeth Sai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48521772"},{"id":"d92811d6-1325-4fba-9d87-e4c430a5dab8","source":"stackoverflow","source_id":"so:48522127","content_type":"comment","title":null,"body_preview":"Handle the null issue inside your code as follows (Use null safe operator and groovy truth concept.)\n\n@Grab('io.github.http-builder-ng:http-builder-ng-core:1.0.3')\n\nimport static groovyx.net.http.Http","author":"Nitin Dhomse","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48522127"},{"id":"310add51-c45f-4e74-81f0-7901df32b83b","source":"stackoverflow","source_id":"so:48544963","content_type":"comment","title":null,"body_preview":"I take it that you created a shared library and is trying to use this in a pipeline?\n\nI have the same problem at the moment, I think it might be a limitation of the Groovy interpreter on Jenkins, simi","author":"Marcos","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48544963"},{"id":"e7a38a37-55cf-441c-a197-cdf99ca82c4e","source":"stackoverflow","source_id":"so:48782019","content_type":"comment","title":null,"body_preview":"As I understand from here you should use double slashes for sonar.java.binaries","author":"soninob","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48782019"},{"id":"e3187792-c16b-48ac-8856-0f630235ec9e","source":"stackoverflow","source_id":"so:49270263","content_type":"comment","title":null,"body_preview":"We are able to fix this issue. Although we have tried plenty of solutions for this, the issue is only coming with the Users having special characters in their password like if they have setup their pa","author":"Manav Bali","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","safety_disclaimers"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49270263"},{"id":"2bfdbcc1-31c6-4265-88a4-64174cf9f6b2","source":"stackoverflow","source_id":"so:50102238","content_type":"comment","title":null,"body_preview":"For JCO 2, we paste the JCO dll file under c:\\Windows\\System32","author":"Loic Mouchard","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50102238"},{"id":"8b1617d4-a456-468c-9996-3776037f16b7","source":"stackoverflow","source_id":"so:50695866","content_type":"comment","title":null,"body_preview":"THe keystore file will be generated at location at which above command was entered. For e.g. above command was entered at C:\\somedir\\ then the keystore.jks will be at C:somedir\\keystore.jks\n\nHope this","author":"Shueb Dalvi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50695866"},{"id":"abd3f03f-af1b-478f-b718-dbd9fef73039","source":"stackoverflow","source_id":"so:51618876","content_type":"comment","title":null,"body_preview":"This happens because your application asks for SYSTEM_ALERT_WINDOW permission! If your app doesn't need it, you can remove following line from your Manifest.xml file:\n\n<uses-permission android:name=\"a","author":"Siim Puniste","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51618876"},{"id":"9ced5302-a66f-49e6-b14f-e0ed34441d2f","source":"stackoverflow","source_id":"so:51620489","content_type":"comment","title":null,"body_preview":"your device OS is above the android veriosn 6.0 and sometimes devices gives as that pop-up when you will ask for permission. You can check this link https://screenoverlaydetected.com/draw-over-other-a","author":"Neha Chauhan","classification":"ai_generated","confidence":0.7,"indicators":["template_phrases","missing_platform_voice","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51620489"},{"id":"28c74292-7994-4829-8ece-17d5d7d1deb5","source":"stackoverflow","source_id":"so:55185152","content_type":"comment","title":null,"body_preview":"I believe you are losing headers on the consumer side because you use headerMode: raw. That means, essentially, none - map no headers.\n\nConsider to use a  headerMode: headers instead.\n\nSee documentati","author":"Artem Bilan","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55185152"},{"id":"e872b392-6373-49d7-8d8e-44f718c2b705","source":"stackoverflow","source_id":"so:58712026","content_type":"comment","title":null,"body_preview":"Firstly, by definition, if you declare A as a parameter to any method and B is it's sub-class, then any A or B can be passed to that method. \n\nYou could then achieve what you want using the instanceof","author":"redbirdo","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58712026"},{"id":"f0967e3f-f2c3-48a0-8199-39ad4ae02cb2","source":"stackoverflow","source_id":"so:58712093","content_type":"comment","title":null,"body_preview":"Everything is much simplier) You could get rid of this method in the main class, cause it's producing some redundant coupling. And all this instanceof really smells in 2019. You could make it more ind","author":"maveriq","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","code_example_provided"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58712093"},{"id":"3a1c8d84-9853-4b1b-9d42-713016fa5393","source":"stackoverflow","source_id":"so:58712221","content_type":"comment","title":null,"body_preview":"Writing object oriented code is more than extending a class , your API's and other functionality should be designed as part of the solution.\n\nIn your case, the most appropriate way to do this is to ad","author":"iddqd","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58712221"},{"id":"51e64833-86ba-45ca-acac-803dea42db50","source":"stackoverflow","source_id":"so:61003643","content_type":"comment","title":null,"body_preview":"In VS Code Integrated Terminal, type command: chcp 65001\nThen it should display unicode properly.","author":"Marshal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61003643"},{"id":"7551c80c-52f4-40c2-a95d-3087b86cb396","source":"stackoverflow","source_id":"so:61427726","content_type":"comment","title":null,"body_preview":"Going to answer based on the error you mentioned.\nYou need to have cUrl installed and make sure it is added in your PATH variable.\n\nTo check, you can try to execute curl command from your Windows comm","author":"Josephine Alinea","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61427726"},{"id":"c3dce809-67f9-432b-9f05-4dd888fef32a","source":"stackoverflow","source_id":"so:61489825","content_type":"comment","title":null,"body_preview":"This was probably because of increased load on the redis cluster as it was being shared among the number of application. As a workaround I did try with redeploy everytime I see this and thus the conne","author":"Sid","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61489825"},{"id":"6b453d0e-fd74-449a-a059-5b0a76d6d011","source":"stackoverflow","source_id":"so:62846075","content_type":"comment","title":null,"body_preview":"There is one common practice to make individual swagger endpoints available from gateway itself. I have seen this being done in many production level projects.\n\nFor example, for Order service the docu","author":"Mubaraka Bharucha","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62846075"},{"id":"6cda5886-39d6-48cf-8b09-7598f46ca1cc","source":"stackoverflow","source_id":"so:62875281","content_type":"comment","title":null,"body_preview":"Add To Cart Method in the shopping app.\n\n\r\n\r\naddtocart=(Button)findViewById(R.id.addtocartbtn);\n        addtocart.setOnClickListener(new View.OnClickListener() {\n            @Override\n            publ","author":"Hiren Pithwa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","code_snippet"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62875281"},{"id":"dc44478a-74e5-4c00-bc75-6c7b48ab75a2","source":"stackoverflow","source_id":"so:63599361","content_type":"comment","title":null,"body_preview":"You access H2 console with port and context that defined in your application.propiertes.\n\nExample, if you defined:\n\nserver.port=8090\nserver.servlet.context-path=api\n\nYou access h2-console in: http://l","author":"Deusimar Ferreira","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63599361"},{"id":"adcac81f-7dcc-426d-bc8f-8c13db5f9985","source":"stackoverflow","source_id":"so:63599843","content_type":"comment","title":null,"body_preview":"Probably you don't have server so you can't open any localhost page.\n\npom.xml\n\n <dependencies>\n        <dependency>\n            <groupId>org.springframework.boot</groupId>\n            <artifactId>spri","author":"Taras","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies","specific_technical_details"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63599843"},{"id":"482c4b23-1b73-4216-9046-b023742e9a91","source":"stackoverflow","source_id":"so:62846442","content_type":"comment","title":null,"body_preview":"Make sure to have the below dependencies in your services: product, payment, order and api-gateway:\n\n    <dependency>\n        <groupId>io.springfox</groupId>\n        <artifactId>springfox-swagger-ui</","author":"Artur Yolchyan","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62846442"},{"id":"354912d8-b5b3-4f7b-8aff-6922b4f57608","source":"stackoverflow","source_id":"so:64634259","content_type":"comment","title":null,"body_preview":"There already is a plugin available that claims to \"show Truecaller like overlay window over all other apps along with callback events\",\n\nPlease checkout the plugin system_alert_window URL: https://pu","author":"bluenile","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","direct_answer_to_question"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64634259"},{"id":"8f593cba-0a25-4932-824d-794feda8041e","source":"stackoverflow","source_id":"so:66777815","content_type":"comment","title":null,"body_preview":"I searched in vscode-java and found the similar issue, there's a workaround raised, which is downloading the latest java-*.vsix file and follow the instruction here.\n\nBesides, change the downloaded pa","author":"Molly Wang-MSFT","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66777815"},{"id":"67db171e-4c9c-408d-969b-2a51f2e2a256","source":"stackoverflow","source_id":"so:67945683","content_type":"comment","title":null,"body_preview":"Since vscode uses xterm you will need to add a fallback icon font like FontAwesome mine is like this:\n\n\"Cascadia Mono\", \"FontAwesome\"\n\nThis will fix it\n\nHere is a screenshot:","author":"Unnat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67945683"},{"id":"347d6dce-1b3d-4c02-bf69-887a572d930b","source":"stackoverflow","source_id":"so:69438123","content_type":"comment","title":null,"body_preview":"I've done some changes on your openapi specification to make it work on my side\n\nThe first thing to change is on the parameters/input for your API. It is complicated to send your object as a query Str","author":"J. DEMARE","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69438123"},{"id":"ffac78ae-ee10-4de6-988d-65abb067e339","source":"stackoverflow","source_id":"so:69525159","content_type":"comment","title":null,"body_preview":"you need to update your redisson version to 3.16.3 to check updated exception . So as per this , you need to increase your connection pool size.\n\n        private void checkWriteFuture(ChannelFuture fu","author":"Kravi","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","synthetic_empathy","polished_first_draft","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69525159"},{"id":"20263802-0841-4920-9f88-99b86c1bc693","source":"stackoverflow","source_id":"so:54061594","content_type":"comment","title":null,"body_preview":"There is a really simple solution to your problem. Inside the onCreate provide runtime permissions. I suggest you use the dexter library as it's the simplest way of implementing runtime permissions. H","author":"Ruchit Patel","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54061594"},{"id":"a881140e-533d-496c-a229-f76585a27fc7","source":"stackoverflow","source_id":"so:54063574","content_type":"comment","title":null,"body_preview":"I had the same problem after building your cameSource. Add this line to your code, it works for me\n\nfinal String[] permissions = new String[] Manifest.permission.CAMERA};\n\nif (!ActivityCompat.shouldSh","author":"MadCreatorX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54063574"},{"id":"04c02ebd-e12d-4266-8440-43dc20ecf2c6","source":"stackoverflow","source_id":"so:70203031","content_type":"comment","title":null,"body_preview":"Just get the corresponding DashboardRegionCountry using getById (check the reference documentation) and it will contain both associated Country and Region. If you then don't want to expose all Country","author":"Jo&#227;o Dias","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70203031"},{"id":"cf732fee-56a5-4dfa-a9c1-3b4b694a571b","source":"stackoverflow","source_id":"so:70252326","content_type":"comment","title":null,"body_preview":"I was in the same issue, and the way that I solve this was, to add the dev tools for spring boot, just add this in your pom.xml above of com.h2database.\n\n    <dependency>\n        <groupId>org.springfr","author":"Efren Robles","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70252326"},{"id":"e3ea76f4-7ab8-45a2-8b72-8bdde13c67ad","source":"stackoverflow","source_id":"so:70551634","content_type":"comment","title":null,"body_preview":"brew install java\n\nIn case of a build error, check the output and you may see a suggestion to create a symbolic link and run the command again.\n\nhttps://mkyong.com/java/how-to-install-java-on-mac-osx/","author":"Mike Fabrikant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70551634"},{"id":"9ff347d7-b6db-45bc-a4f6-9479c910c4c9","source":"stackoverflow","source_id":"so:70608485","content_type":"comment","title":null,"body_preview":"I had the same problem too. This was what I had to add to my pom.xml to access the H2 console:\n\n    <dependency>\n        <groupId>org.springframework.boot</groupId>\n        <artifactId>spring-boot-sta","author":"Manish Zacharias","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70608485"},{"id":"92dfa63d-b0b6-4eb4-adb0-23668146f638","source":"stackoverflow","source_id":"so:71092141","content_type":"comment","title":null,"body_preview":"The error is explained:\n\n\"... cannot be resolved. It is indirectly referenced from required .class files.\".\n\nAnother thing is, in your question you are saying \"JOptionPane\"\n\nand\n\nin explanation you ar","author":"sifr_dot_in","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71092141"},{"id":"5fbffa19-4463-42a7-aac3-26adf37a5fcf","source":"stackoverflow","source_id":"so:71832386","content_type":"comment","title":null,"body_preview":"For me I was missing (As mentioned by @Manish Zacharias.)\n\nDon't forget to add spring.h2.console.enabled=true in your application.properties.","author":"Einstein_AB","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71832386"},{"id":"bbe42e8b-51dc-49a6-8d1b-d19cccae6270","source":"stackoverflow","source_id":"so:73185068","content_type":"comment","title":null,"body_preview":"Convert PDF using print to Microsoft pdf file and use that. It will take care of all fonts","author":"user19660570","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73185068"},{"id":"ecb4115e-20ce-490e-8cf8-e482145bbfa3","source":"stackoverflow","source_id":"so:75029492","content_type":"comment","title":null,"body_preview":"if you facing \"java.lang.nullpointerexception cannot invoke\" then try to initialize every element of object_array with new class() like:\n\nResult[] s=new Result[3];\n\ns[0]=new Result();\ns[1]=new Result(","author":"The Akshay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75029492"},{"id":"16ac2f1c-f376-4ada-9936-95722eaeaa20","source":"stackoverflow","source_id":"so:75149219","content_type":"comment","title":null,"body_preview":"Why is the extra class generated?\n\nThe reason the *AllOf classes are generated is because the openapi generator looks at the nested schema within the class definitions as a separate schema. Looking at","author":"tbatch","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75149219"},{"id":"233325c3-2dce-40a5-ad2f-7f7f2dbca006","source":"stackoverflow","source_id":"so:64539580","content_type":"comment","title":null,"body_preview":"The feature you describe is handled by the application permission\n\n<uses-permission android:name=\"android.permission.SYSTEM_ALERT_WINDOW\" />\n\nDocumentation states that this permission\n\nAllows an app t","author":"Pavlo Ostasha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64539580"},{"id":"b7c9d0e2-ad36-4e22-82c4-54f8598b1522","source":"stackoverflow","source_id":"so:76614603","content_type":"comment","title":null,"body_preview":"I ran into something similar lately when parsing text from PDFs\n\nWARNING: No Unicode mapping for 112 (142) in font AEDNQJ+Palatino-BoldItalic+2\n\nThis was causing the output result to be missing certai","author":"minicometas","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76614603"},{"id":"22a47204-9611-4498-956f-497c6642ca5d","source":"stackoverflow","source_id":"so:77988011","content_type":"comment","title":null,"body_preview":"It seems like the issue you're encountering is related to the lack of Unicode mapping for a specific Character ID (CID) in the font used in your PDF file. One approach to handle this is to substitute ","author":"Gaurav Dixit","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","synthetic_empathy","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77988011"},{"id":"98e90304-3144-445a-8c86-39948588c0c6","source":"stackoverflow","source_id":"so:78402354","content_type":"comment","title":null,"body_preview":"Use this:\n\"jdbc:oracle:thin:@127.0.0.1:1521:xe\", \"user\", \"password\"","author":"Milo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78402354"},{"id":"c7b3458b-7f38-42f0-bf50-6bfcf305f7eb","source":"stackoverflow","source_id":"so:78440610","content_type":"comment","title":null,"body_preview":"Add devtools to the project, it worked for me....right click on the project -> spring -> add dev tools","author":"Shiva Harsha","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78440610"},{"id":"f89b3f50-ce0b-4ba5-8806-3bed133cd178","source":"stackoverflow","source_id":"so:78682304","content_type":"comment","title":null,"body_preview":"After trying a lot of different options, I've found an acceptable workround.\nContextMenu's auto-hiding mechanism seems to have some effect on underlying panes so:\n\ncontextMenu.setAutoHide(false);\n\nsol","author":"vit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78682304"},{"id":"e189501c-3703-400a-8b31-f6a4ee826ea8","source":"stackoverflow","source_id":"so:78829107","content_type":"comment","title":null,"body_preview":"If you're checking the instance type, you can further go ahead and typecast it for it to be compiled successfully. So, basically you just need to add explicit typecasting to your getThird() method cal","author":"user26626229","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78829107"},{"id":"cb8d4b25-96f5-4783-a6eb-505723b592b1","source":"stackoverflow","source_id":"so:79264232","content_type":"comment","title":null,"body_preview":"Reference for Understanding the thread dump : https://docs.oracle.com/cd/E13150_01/jrockit_jvm/jrockit/geninfo/diagnos/using_threaddumps.html\n\nThis thread is one of many worker threads in Java's commo","author":"Vamsi Krishna","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79264232"},{"id":"f3ba0970-4ef3-49f7-8afa-b06d6f658fab","source":"stackoverflow","source_id":"so:74816659","content_type":"comment","title":null,"body_preview":"Welcome to the community. The reason for this error is, that one dependency is transitive and is not referenced directly. Either you need to include the dependency org.eclipse.jetty:jetty-util directl","author":"luckyluke","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","polished_first_draft","missing_platform_voice","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74816659"},{"id":"f8af5c17-3413-486b-b0fc-b6f1eb74ec60","source":"stackoverflow","source_id":"so:78275695","content_type":"comment","title":null,"body_preview":"This can be accomplished using the Java 24 JEP 485: Stream Gatherers language feature (available as a preview language feature since Java 22) to transform the stream to a sliding window of adjacent co","author":"M. Justin","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0.3787878787878788,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78275695"},{"id":"28b73f06-7f97-467c-b7d9-a97fbb1c9671","source":"stackoverflow","source_id":"so:79548303","content_type":"comment","title":null,"body_preview":"Follw below steps to solve this issue :\n\nClick on Android studio setting option\n\nclick on Build, Execution, Deployment\n\nClick on Build tools\n\nClick on Gradle\n\ncheck the gradle JDK is available or not\n","author":"Abhay","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79548303"},{"id":"ba755e75-9a20-4cc0-a744-c8f0a4c67948","source":"stackoverflow","source_id":"so:79602647","content_type":"comment","title":null,"body_preview":"I had similar errors when using Tika to extract text from a PDF\n\nFor example:\n\nWARN  [main] 10:41:43,182 org.apache.pdfbox.pdmodel.font.PDType0Font No Unicode mapping for CID+57 (57) in font ZMGEGV+Ga","author":"David Thomas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79602647"},{"id":"6b682276-7abd-4e55-8162-756ceaa56f03","source":"stackoverflow","source_id":"so:79871120","content_type":"comment","title":null,"body_preview":"I've faced the same issue with:\n\nSpring Boot v4.0.1\n\nH2 2.4.240\n\nI've added 'h2-console' manually and it worked as expected.\n\n  implementation(\"org.springframework.boot:spring-boot-h2console:4.0.0\")","author":"Holden","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79871120"},{"id":"729f78a6-c2be-4e05-8746-d3e4df273ae4","source":"stackoverflow","source_id":"so:68737157","content_type":"comment","title":null,"body_preview":"Follow these steps to uninstall Java completely from your system.\n\nClick on the Finder icon located in your dock\n\nClick on the Utilities folder.\n\nDouble-click on the Terminal icon\n\nIn the Terminal win","author":"Nishant Bangera","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68737157"},{"id":"bf6cab41-6870-4675-a4c1-ca4967dd049b","source":"stackoverflow","source_id":"so:79914829","content_type":"comment","title":null,"body_preview":"For historical reasons I guess: PrintStream was there since JDK1.0 whereas Reader and Writer were there only since JDK1.1.","author":"Maurice Perry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79914829"},{"id":"faf0ec73-19c8-4a19-bba6-341404e5d82c","source":"stackoverflow","source_id":"so:79888609","content_type":"comment","title":null,"body_preview":"Legacy location\n\nA JDK can be installed anywhere on your Mac, not just /Library/Java/JavaVirtualMachines.\n\nThat /Library/Java/JavaVirtualMachines location is legacy, dating back to when Apple directly","author":"Basil Bourque","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","personal_recommendation","absence_of_ai_signals"],"bot_score":0.20549338868938077,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79888609"},{"id":"7a7a4804-149a-44be-8e66-2f386f8e17b5","source":"stackoverflow","source_id":"so:79958581","content_type":"comment","title":null,"body_preview":"Your validator adds custom constraint violations using buildConstraintViolationWithTemplate(...), but it never calls context.disableDefaultConstraintViolation(). Without disabling the default violatio","author":"Somil Jain","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79958581"},{"id":"b63380d9-ab38-4bc0-87f4-b02c2ee279f6","source":"stackoverflow","source_id":"so:80005781","content_type":"comment","title":null,"body_preview":"One thing to note is that @CrossOrigin on your ChatController doesn't affect the WebSocket handshake. That part is controlled by the /ws endpoint configuration. The log showing CONNECT(0)-CONNECTED(0)","author":"Rutesh Kumar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005781"},{"id":"3eb08030-9169-4b42-a156-29a69bcd0194","source":"stackoverflow","source_id":"so:80005830","content_type":"comment","title":null,"body_preview":"Here's a solution that uses Stream.reduce:\n\nprivate static double getPathLength(List<Vector3D> path) {\n    record Path(Vector3D v, double length) { }\n\n    return path.stream()\n            .map(c -> ne","author":"M. Justin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0.3787878787878788,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005830"},{"id":"b7d8eafe-b72f-416c-9f9d-59645fba4e1f","source":"stackoverflow","source_id":"so:80005906","content_type":"comment","title":null,"body_preview":"The bug is still present in JavaFX 26 (Tested on Ubuntu 26.04 + KDE 6.6). I hacked it using robot api, but this code smells.\n\nmenu.setOnHidden((t) -> {\n    javafx.scene.robot.Robot robot = new javafx.","author":"J&#225;n Яabčan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005906"},{"id":"3e078d9c-dcdf-4a81-b8ea-f3963f3e8cb5","source":"stackoverflow","source_id":"so:80005971","content_type":"comment","title":null,"body_preview":"Spring Boot 4 broke H2 console into its own module. In 3.x, just having com.h2database:h2 on your classpath (plus the web starter) was enough for the console to auto-register. That's not the case anym","author":" Ulquiorra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","direct_advice","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005971"},{"id":"d9ff0821-ba74-42ee-9c18-f7129e22b12b","source":"stackoverflow","source_id":"so:80006007","content_type":"comment","title":null,"body_preview":"What prevents you from using the same principle that is used in bank payment terminals?\n\nDivide the whole process into 4 statuses:\n\nPENDING - a request has been received from the client.\n\nOPERATION_ST","author":"ASP","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","list_heavy_advice"],"bot_score":0.5323308033911396,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006007"},{"id":"3d258315-3864-4105-9da4-f53b91062a82","source":"stackoverflow","source_id":"so:80006032","content_type":"comment","title":null,"body_preview":"You need to change the font used in the terminal to another capable of displaying unicode characters.\n\nFor instance, as I'm using Zsh & p10k in my main terminal, and I've downloaded the fonts suggeste","author":"Orange Lux","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","lack_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006032"},{"id":"a1180877-dc51-46c5-a1e0-66897b7d74a2","source":"stackoverflow","source_id":"so:80006085","content_type":"comment","title":null,"body_preview":"Kindly give this instead:\n\n         putDataToServer(obj.toString());","author":"Srinivas Kishan. G","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006085"},{"id":"0f8f4747-a479-4df9-8f52-b8e26bfc8093","source":"stackoverflow","source_id":"so:80006102","content_type":"comment","title":null,"body_preview":"The current response is recalling the provider within the PENDING portion of its code. This is the exact scenario you were looking for: you crash right after the provider creates the cluster but just ","author":"Chinedu Otutu","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0.41307734380795,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006102"},{"id":"f7dd0437-6492-469c-ad2d-dff30d45567f","source":"stackoverflow","source_id":"so:79914847","content_type":"comment","title":null,"body_preview":"System.in and System.out are one of the first classes, and you are right to call them a bit weird.\n\nA binary usage for System.in, System.out and System.err would be:\n\n> java MyConvert <in.docx >out.od","author":"Joop Eggen","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79914847"},{"id":"b4c0bcc3-5286-465d-b5c6-755616a56231","source":"stackoverflow","source_id":"so:80005886","content_type":"comment","title":null,"body_preview":"My application was missing CORSFilter. If using this Filter implementation, we don't even need any CrossOrigins=\"*\".\n\npublic class CORSFilter implements Filter {\n\n    // This is to be replaced with a ","author":"Vineet Mishra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005886"},{"id":"e51ac145-6ba5-4583-8fee-45d40d673842","source":"stackoverflow","source_id":"so:80005789","content_type":"comment","title":null,"body_preview":"// websocketconfig.java\n@Configuration\n@EnableWebSocketMessageBroker\npublic class WebSocketConfig implements WebSocketMessageBrokerConfigurer {\n\n    @Override\n    public void configureMessageBroker(Me","author":"Pratham A Kadekar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005789"},{"id":"0871fc16-300c-4c5f-87cc-e07d363dcb49","source":"stackoverflow","source_id":"so:80006059","content_type":"comment","title":null,"body_preview":"Should the customer role be excluded from this rank/department Role system entirely — implying User (customer) and staff should be split into two separate entities (Customer, Employee) with their own ","author":"dan1st","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","missing_platform_voice"],"bot_score":0.48450591523652153,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006059"},{"id":"997d4bc5-4720-4093-9e6d-7b6e0f505906","source":"stackoverflow","source_id":"so:79917002","content_type":"comment","title":null,"body_preview":"We always take user input through these classes.\n\nNo we don't always do it that way.  There are other alternatives for taking user input; e.g. Console, IO (in Java 25 preview), AWT keyboard events and","author":"Stephen C","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.38258740063911734,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79917002"},{"id":"094e15e8-5d82-4179-9523-f0671685b0d4","source":"stackoverflow","source_id":"so:79700269","content_type":"comment","title":null,"body_preview":"You've found a bug in the FFM implementation (which has been fixed in JDK 25.0.2 and 26 onward).\n\nAs an ABI implementation detail, sometimes a struct that is passed by-value is actually allocated on t","author":"Jorn Vernee","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","specific_code_example","workaround_provided"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79700269"},{"id":"06e54b45-aa3d-476b-89ed-94cfd44315c1","source":"stackoverflow","source_id":"so:18335467","content_type":"comment","title":null,"body_preview":"I know this answer looks long but it has very handy utility methods.\nYou can use these two utility cookies methods - \n\n// Store the name/value pair as a cookie, encoding the value with\n// encodeURICom","author":"Moazzam Khan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18335467"},{"id":"01829441-6ccc-44c6-965d-c93bbeee9493","source":"stackoverflow","source_id":"so:27711806","content_type":"comment","title":null,"body_preview":"In your eventClick you have access to the calEvent object. You need to update this object to see it properly reflected in the calendar. Check out more of the event data methods in the fullCalendar doc","author":"DiegoSalazar","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/27711806"},{"id":"6278f888-c25b-4174-a73e-238d34635ac4","source":"stackoverflow","source_id":"so:30925991","content_type":"comment","title":null,"body_preview":"I think i have an answer, if the zoomToIndexes is being used, it should have bounds set within the length of the chartData","author":"BraveNewGirl78","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30925991"},{"id":"4161425f-9814-4829-b38b-fe907563803d","source":"stackoverflow","source_id":"so:31105370","content_type":"comment","title":null,"body_preview":"There is a solution to use Web Workers, because they run in separate process and are not slowed down\n\nI've written a tiny script that can be used without changes to your code - it simply overrides fun","author":"Ruslan Tushov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31105370"},{"id":"300407fe-1520-4125-b129-e0ae86f65b03","source":"stackoverflow","source_id":"so:32730396","content_type":"comment","title":null,"body_preview":"To delete the old TableB you can try source.outerHTML = \"\";\n\nThen to delete the object: delete(source);\n\nAbout to insert TableB inside tableA I did not understand.\nDo you want to insert like <tableA><","author":"Zano","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32730396"},{"id":"dc74a42f-bd14-4615-9a6f-003ab987c2d7","source":"stackoverflow","source_id":"so:32730411","content_type":"comment","title":null,"body_preview":"Since you have applied a new id to the copy, you can use that to access the cloned element.\n\n\r\n\r\nfunction copytable() {\r\n  var source = document.getElementById('TableB');\r\n  var destination = document","author":"Arun P Johny","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32730411"},{"id":"d29e9e39-632e-4781-a75c-e38ed74b770e","source":"stackoverflow","source_id":"so:32730443","content_type":"comment","title":null,"body_preview":"To delete the source table, you can do:\n\nvar tableB = document.getElementById('TableB');\ntableB.parentNode.removeChild(tableB);\n\nAnd you can change the reproduced table right after you copied it, e.g:","author":"Buzinas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32730443"},{"id":"e4929da3-0dfe-4e4c-8b24-beb5ce8c1664","source":"stackoverflow","source_id":"so:34266395","content_type":"comment","title":null,"body_preview":"I was able to resolve this problem by setting the dataDateFormat property of my basic graph object and ensuring it matched the date format in my data. This appears to occur for multiple reasons, so th","author":"glenatron","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34266395"},{"id":"af49279e-937e-41c2-8c66-28580d3cbaa6","source":"stackoverflow","source_id":"so:35323234","content_type":"comment","title":null,"body_preview":"This Line  throwing error\n\n  chart.series[0]\n\nJust define a variable as follow\n\nvar  chart =(\"#yourContainerId\").highcharts();","author":"Nishith Kant Chaturvedi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35323234"},{"id":"348efbfb-d027-4867-bbfc-d2d6afe2c9da","source":"stackoverflow","source_id":"so:35323269","content_type":"comment","title":null,"body_preview":"Based on the error, it looks like chart.series is undefined. You can log its value before chart.series[0].setData($scope.getChart(data)); with console.log(chart.series) to see if that is indeed the ca","author":"Chara","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35323269"},{"id":"189bc1a7-9009-4468-9727-9103cd06d522","source":"stackoverflow","source_id":"so:35482493","content_type":"comment","title":null,"body_preview":"I was having similar issues using the newer kendoSortable with an editable grid to achieve drag/drop row sorting.\n\nThis fiddle http://jsfiddle.net/UsCFK/273/ works.\n\nIt uses a column with a drag handl","author":"lewism","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35482493"},{"id":"f598672e-58e0-4363-bead-d6716d49a1e2","source":"stackoverflow","source_id":"so:36217351","content_type":"comment","title":null,"body_preview":"Try to set date format as per your requirement,\nfor Eg,\n\n \"dataDateFormat\": \"YYYY-MM-DD\",","author":"Sagar R","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36217351"},{"id":"41105c1e-e57e-4185-9dde-b73544cbc869","source":"stackoverflow","source_id":"so:36372939","content_type":"comment","title":null,"body_preview":"From http://www.2ality.com/2014/12/es6-proxies.html:\n\n  \nIt is impossible to determine whether an object is a proxy or not (transparent virtualization).","author":"user663031","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36372939"},{"id":"7626e9d3-eeef-4f1b-98ff-b978adb04bde","source":"stackoverflow","source_id":"so:36382536","content_type":"comment","title":null,"body_preview":"There are two ways to proxy an object. One is new Proxy, another is Proxy.revocable. We may spy them so that proxied object are recorded to a secret list. Then we determine an object is a proxied obje","author":"user943702","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36382536"},{"id":"f08595ba-61b3-48bd-a7d9-77ca5fd2b23d","source":"stackoverflow","source_id":"so:36582792","content_type":"comment","title":null,"body_preview":"Your original event object has all the data inherent to your fullcalendar event. So you need to first get a hold of that object, then assign new values to the attributes you might want to change, and ","author":"Alejandro Pablo Tkachuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","source_documentation"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36582792"},{"id":"3d087ff5-bee4-491a-ba5d-bca262302f1e","source":"stackoverflow","source_id":"so:37198132","content_type":"comment","title":null,"body_preview":"In my current project I also needed a way of defining if something was already a Proxy, mainly because I didn't want to start a proxy on a proxy. For this I simply added a getter to my handler, which ","author":"Xabre","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37198132"},{"id":"e05c9ddb-2096-4fe6-979f-c6b306a9cb26","source":"stackoverflow","source_id":"so:37408988","content_type":"comment","title":null,"body_preview":"If you are using KnpSnappy as wrapper of wkhtmltopdf then you can setup various options for your pdf.\n\nsee \"Footers And Headers:\" section in wkhtmltopdf documentation, here http://wkhtmltopdf.org/usag","author":"Rajesh Meniya","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37408988"},{"id":"e791492c-6fe7-48cf-976a-37aa41a11420","source":"stackoverflow","source_id":"so:37704739","content_type":"comment","title":null,"body_preview":"Service workers — web workers in general — don't have direct access to the DOM at all. Instead, have the worker post the information to the main thread, and have code in the main thread update the  DO","author":"T.J. Crowder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.125,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37704739"},{"id":"7316c10c-4bae-4cc7-b490-beac862d337d","source":"stackoverflow","source_id":"so:37974524","content_type":"comment","title":null,"body_preview":"It seems there is no standard way, but for Firefox privileged code you can use\n\nComponents.utils.isProxy(object);\n\nFor example:\n\nComponents.utils.isProxy([]); // false\nComponents.utils.isProxy(new Pro","author":"Oriol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37974524"},{"id":"aee3a367-63a1-4873-8d3f-470fcfb88502","source":"stackoverflow","source_id":"so:38916516","content_type":"comment","title":null,"body_preview":"I suggest to use something like this:\n\nli:active { \n    width: 80% !imporant;\n}\n\nremember to use !importantto overwrite bootstrap style","author":"Maciej Wojcik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38916516"},{"id":"e52d37fa-2aa3-4e50-b759-6fde7982dee6","source":"stackoverflow","source_id":"so:38916599","content_type":"comment","title":null,"body_preview":"if you need to decrease the width of the ul/li tags,\nUse\n\n<div id=\"divListCiagniki\" class=\"panel-collapse collapse\"  style=\"width:<Required width>; overflow:hidden;\">\n\n//overflow: hidden hides the tex","author":"user5312477","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38916599"},{"id":"662ba945-1416-4806-8357-6f734efb6fa6","source":"stackoverflow","source_id":"so:38916773","content_type":"comment","title":null,"body_preview":"I mean to change the width of div id: divListCiagniki or divListMaszynyRolnicze but unhappy both tricks above doesnt work","author":"Artur Juźwik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38916773"},{"id":"33a465f9-a79a-4549-986a-0a10a5112364","source":"stackoverflow","source_id":"so:39866063","content_type":"comment","title":null,"body_preview":"If you already use the angularjs, do not mix it up with JQuery.\n\nMaybe this solution below could help you.\n\n\r\n\r\n\"use strict\";\r\n\r\nangular\r\n    .module('app')\r\n    .controller(\"HeaderCtrl\", function ($s","author":"Kerisnarendra","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39866063"},{"id":"402f874e-12fe-4f02-a2ae-80dc7c085468","source":"stackoverflow","source_id":"so:41255407","content_type":"comment","title":null,"body_preview":"I think you pretty much nailed it, you just needed to update the event object stored in the global y variable before calling updateEvent:\n\ndocument.getElementById('button_edit').addEventListener(\"clic","author":"botheredbybees","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41255407"},{"id":"58add110-3306-4b94-a2e9-184ed77595f1","source":"stackoverflow","source_id":"so:41567773","content_type":"comment","title":null,"body_preview":"The best method I have found is creating a weak set of the proxy objects.  You can do this recursively when you are building and checking your proxied objects.\n\n    var myProxySet = new WeakSet();\n   ","author":"Matthew Brichacek","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41567773"},{"id":"fd857dde-572d-4a7a-a0db-ddffc78e526e","source":"stackoverflow","source_id":"so:43499680","content_type":"comment","title":null,"body_preview":"So, if you're on the same domain as your iframe content, you can use \n\ndocument.getElementById('my-iframe').contentWindow.document.getElementById(...)\n\nIf you're not on the same domain, you can't acce","author":"SethWhite","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_accuracy_with_explanation","absence_of_ai_hallucinations"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43499680"},{"id":"912f7284-9f10-4226-912e-c1b22bb0d34b","source":"stackoverflow","source_id":"so:44151323","content_type":"comment","title":null,"body_preview":"Add autoHeight:true it will set the height of the carousel to auto.\n\nSee below the correct code\n\n$(\"#carousel\").owlCarousel({\n    autoplay: true,\n    items: 1,\n    loop: true,\n    navigation : true, \n","author":"Suresh Patel","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44151323"},{"id":"867388ea-a906-4347-a477-4a496df80db5","source":"stackoverflow","source_id":"so:44151667","content_type":"comment","title":null,"body_preview":"The owl carousel normally has a different height according to the images placed in the carousel. To create an height that won't change you can use \n\nautoHeight: true\n\nThis changes the height of the ca","author":"Deathstorm","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44151667"},{"id":"170d4613-cade-439b-918c-a5ed7a7f727c","source":"stackoverflow","source_id":"so:47797001","content_type":"comment","title":null,"body_preview":"I have released worker-interval npm package which setInterval and clearInterval implementation with using Web-Workers to keep up and running on inactive tabs for Chrome, Firefox and IE.\n\nMost of the m","author":"gorkemcnr","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","self_reference","external_links_contextual"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47797001"},{"id":"b3233455-bda9-43ab-828d-d2aae5322daf","source":"stackoverflow","source_id":"so:48687303","content_type":"comment","title":null,"body_preview":"Service worker is based on asynchronous and according to the article you can not access the DOM using service worked for more information read on \nhttps://developers.google.com/web/fundamentals/primer","author":"Mohit Shukla","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48687303"},{"id":"99763b59-86bb-4af7-b8e4-390ae9715cb3","source":"stackoverflow","source_id":"so:49651719","content_type":"comment","title":null,"body_preview":"In fact, there is workaround for determine if object is proxy, which is based on several assumptions. Firstly, Proxy determination can be easily solved for node.js environment via C++ extensions or pr","author":"Vladislav Ihost","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49651719"},{"id":"210bdc60-828b-46b6-b53c-737c42fe0cb1","source":"stackoverflow","source_id":"so:6032591","content_type":"comment","title":null,"body_preview":"I recently asked about this and it is behaviour by design. When a tab is inactive, only at a maximum of once per second the function is called. Here is the code change.\n\nPerhaps this will help:\nHow ca","author":"pimvdb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/6032591"},{"id":"839feafb-a655-4aa7-a43c-5ddd8104d884","source":"stackoverflow","source_id":"so:51418844","content_type":"comment","title":null,"body_preview":"Create a new symbol:\n\nlet isProxy = Symbol(\"isProxy\")\n\nInside the get method of your proxy handler you can check if the key is your symbol and then return true:\n\nget(target, key)\n{\n    if (key === isP","author":"David Callanan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51418844"},{"id":"41c5152b-6df3-4fb2-974e-6b3b24d01b16","source":"stackoverflow","source_id":"so:52100852","content_type":"comment","title":null,"body_preview":"The point is that you are using XHTML - and under XHTML document.cookie is a read-only property.\n\nThat means that no matter what you try, you cannot set the cookie from JavaScript. A possible way to s","author":"Robidu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_explanation","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52100852"},{"id":"93df8349-49e9-402a-8576-0952f458932b","source":"stackoverflow","source_id":"so:53128116","content_type":"comment","title":null,"body_preview":"In react everything depends on your state, If the value of a state field changed then your page again render by react\n\nSo if you want to clear all the fields of your form then you have to clear the ob","author":"Biplab Malakar","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","over_qualification","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53128116"},{"id":"ec1a5d35-d195-490d-bb30-59e7ba95927a","source":"stackoverflow","source_id":"so:53128173","content_type":"comment","title":null,"body_preview":"You need to have the value attribute for inputs\n\nvalue={this.state.expense}\n\nand \n\nvalue={this.state.amount}\n\nin changeExpense and changeAmount you need to set the state with new value.\n\nto clear inpu","author":"kiranvj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53128173"},{"id":"e2cb69cb-1767-4e3a-a84b-674151bfb45a","source":"stackoverflow","source_id":"so:53128071","content_type":"comment","title":null,"body_preview":"If you're just trying to clear some form fields, you could set the state for each field after submission to ''.\n\nFor example: \n\nthis.setState({\n  amount: '', \n  exList: ''\n});\n\nYou would add this afte","author":"Jake Stewart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53128071"},{"id":"f12c700a-8b3f-4953-8b33-15da2eeab591","source":"stackoverflow","source_id":"so:53463589","content_type":"comment","title":null,"body_preview":"Matthew Brichacek and David Callanan  give good answers for Proxy you create yourself but if it is not the case here are some additions\n\nImagine you have an external function creating Proxy that you c","author":"bormat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53463589"},{"id":"abe02ce7-6e1d-4d63-b009-646d1ea7b207","source":"stackoverflow","source_id":"so:54224557","content_type":"comment","title":null,"body_preview":"I believe I have found a safer way to check if the item is a proxy. This answer was inspired by Xabre's answer.\n\nfunction getProxy(target, property) {\n    if (property === Symbol.for(\"__isProxy\")) ret","author":"nick zoum","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54224557"},{"id":"fd96b168-fd83-4734-a599-0fad0ad7307f","source":"stackoverflow","source_id":"so:51749755","content_type":"comment","title":null,"body_preview":"Then you can use:\n\n$( selector ).datepicker( $.datepicker.regional[ \"en\" ] );\n$( selector ).datepicker( $.datepicker.regional[ \"de\" ] );\n$( selector ).datepicker( $.datepicker.regional[ \"nl\" ] );\n$( s","author":"Skatt","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51749755"},{"id":"fcf68cb5-9ab7-4409-addc-30bb65bd485c","source":"stackoverflow","source_id":"so:56462626","content_type":"comment","title":null,"body_preview":"here is my solution which gets the current millisecond, and compares it to the millisecond that the function was created. for interval, it will update the millisecond when it runs the function. you ca","author":"SwiftNinjaPro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56462626"},{"id":"ced6d9bc-ff32-43c4-8bbd-ddf561093892","source":"stackoverflow","source_id":"so:57014957","content_type":"comment","title":null,"body_preview":"This is one of the reasons it is advised to build your web application for static pages (with no JavaScript) first and then scale up the functionality to incorporate JavaScript for dynamism.\n\nFor inst","author":"Udochukwu Enwerem","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57014957"},{"id":"05da5158-57fc-4215-a011-9eef544ecbae","source":"stackoverflow","source_id":"so:57007020","content_type":"comment","title":null,"body_preview":"This works but a weird display bug occurs where initially the buttons are much larger than they should be, and quickly return to the size they are supposed to be.\n\nEven though your items are completly","author":"KawaLo","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","polished_first_draft","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57007020"},{"id":"e01cf9b9-51f9-4aa1-ac41-8e0efccab620","source":"stackoverflow","source_id":"so:57192271","content_type":"comment","title":null,"body_preview":"Check how to use blob here it is clearly explained and it should be enough to get you going.\n\nTry this: \nAssuming that file:///C:/blob.blb exists and you are sure, then do it like so:\n\n    imageOut.ad","author":"Nicholas Mberev","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57192271"},{"id":"4d51a74f-823f-416b-a6d9-4076eb916e33","source":"stackoverflow","source_id":"so:57289024","content_type":"comment","title":null,"body_preview":"Please take a look at the following JS codesnippet\n\n\r\n\r\nvar tabList = document.querySelectorAll(\"li\");\r\n\r\n// move btn selector to the top of the script part \r\nvar btn = document.getElementsByTagName(\"","author":"mlk_one","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57289024"},{"id":"d6362876-351d-4532-b6e8-32497b7378c5","source":"stackoverflow","source_id":"so:57503407","content_type":"comment","title":null,"body_preview":"Since your script uses Jquery, you need to load that first.\n\n<head>\n    <link rel=\"stylesheet\" href=\"style.css\">\n    <script src=\"https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js\"></s","author":"Barmar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1080989935887619,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57503407"},{"id":"af491266-54b4-41a4-8701-9c35e57d618f","source":"stackoverflow","source_id":"so:58946234","content_type":"comment","title":null,"body_preview":"Based on the inserted image, I can see that this is what you want if you can change the HTML structure!\n\n\r\n\r\nimg {\r\n  width: 48px;\r\n  height: 48px;\r\n}\r\n\r\nul {\r\n  list-style: none;\r\n}\r\n\r\nul li {\r\n  dis","author":"Toan Lu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfection_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58946234"},{"id":"ba79d3eb-3472-454f-af47-45e0a8f3001f","source":"stackoverflow","source_id":"so:58948180","content_type":"comment","title":null,"body_preview":"The goal was to become like this: \n\nAs you can see, the icon is near towards the title, also the tab outline when click(active) become white in color and also red for the title\n\nI've done some modific","author":"Iman Manan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58948180"},{"id":"8e802cfa-d93b-4b7b-973d-3d7d6aac9c2c","source":"stackoverflow","source_id":"so:59815338","content_type":"comment","title":null,"body_preview":"This is because when clicking the new 5th slide execute onclick=\"openModal();currentSlide(1)\"\n\nIn order to understand what happen when you click you need to go to the script part and understand what t","author":"A. Meshu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59815338"},{"id":"8019ba02-d81e-4b99-8788-efff89880255","source":"stackoverflow","source_id":"so:59851792","content_type":"comment","title":null,"body_preview":"add a \n\n<script>\n  var userAgent;\n\n  (function() {\n\n    userAgent = navigator.userAgent.toLowerCase();\n\n    if (typeof orientation !== 'undefined' || userAgent.indexOf('mobile') >= 0); {\n      alert('","author":"user7247147","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59851792"},{"id":"f4290b4b-1396-4304-8a4b-69fd48d91ec7","source":"stackoverflow","source_id":"so:59851745","content_type":"comment","title":null,"body_preview":"You could use JS to not display the div/tag if the page is less than a certain width\n\nSomething like this might do:\n\n<p id=\"demo\">This only shows when the window is more than 500.</p>\n<p id=\"message\" ","author":"Matthew Gaiser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59851745"},{"id":"12b59626-6651-48b1-af92-eff6d253e658","source":"stackoverflow","source_id":"so:59851953","content_type":"comment","title":null,"body_preview":"you can do this in bootstrap like this. The paragraph hides on mobile size if you want to hide it on tablet size too, change the \"sm\" to \"md\" to find out how to use it visit this link https://getboots","author":"why_u_wanna_no_me_name","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59851953"},{"id":"01bff33a-da36-46a5-a682-ae0fea0d0654","source":"stackoverflow","source_id":"so:60013023","content_type":"comment","title":null,"body_preview":"videos anoy users you shouldn't use one instead convert the video into gif if you realy must however\n\n\r\n\r\nvar vid = document.getElementById(\"myVideo\");\r\n//set autoplay\r\nvid.autoplay = true;\r\n//mute so","author":"ArticScript","classification":"ai_generated","confidence":0.7,"indicators":["imperfect_expression","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60013023"},{"id":"7059635d-69b2-4c05-a3e8-51e5c0a2b24f","source":"stackoverflow","source_id":"so:60026045","content_type":"comment","title":null,"body_preview":"you need to understand that the W3Scholls example is just an example. your body's background is not showing so changing it won't show. if for example, you changed the background for the about-area div","author":"Matan Sanbira","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60026045"},{"id":"31f83593-9d64-4b77-a1f0-ef17c72a1b6b","source":"stackoverflow","source_id":"so:61194079","content_type":"comment","title":null,"body_preview":"There's many ways to do this and I can recommend the articles here https://kentcdodds.com/blog/?q=test to get you started. As for your current set-up I'd change some stuff that I find helpful writing ","author":"gqstav","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","suspiciously_balanced","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61194079"},{"id":"f74dc8c4-20fe-4ac3-b3ed-240c94c91622","source":"stackoverflow","source_id":"so:63644303","content_type":"comment","title":null,"body_preview":"The issue in your package.json\n\nTry Below code\n\n \"@ckeditor/ckeditor5-build-tong\": \"{version of build tong}\",\n\nInstead of\n\n \"@ckeditor/ckeditor5-build-tong\": \"file:./src/ckeditor5\",","author":"Rajesh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63644303"},{"id":"a969ad67-45d4-4885-a3e7-2852d4743a0f","source":"stackoverflow","source_id":"so:62544968","content_type":"comment","title":null,"body_preview":"Adding 'support' for instanceof Proxy:\n\nI don't recommend it, but If you want to add support for instanceof, you could do the following before instantiating any Proxies:\n\n\r\n\r\n(() => {\n  var proxyInsta","author":"ADJenks","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62544968"},{"id":"504337e5-22c7-43b8-a573-9b63e0995847","source":"stackoverflow","source_id":"so:66773746","content_type":"comment","title":null,"body_preview":"case 1: onClick is an event handler and needs a function. This case\nuses a function and this is why it works.\n\ncase 2: This case is not a function.\n\ncase 3: This function contains an asynchronous prom","author":"jaesle","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","suspiciously_balanced","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66773746"},{"id":"9cda1ca9-32a1-4615-bde2-9020ffe435da","source":"stackoverflow","source_id":"so:67979667","content_type":"comment","title":null,"body_preview":"You could try loading the script when the window is active, but if it can't be helped, HackTimer.js is a good workaround using Web Workers.","author":"GockOckLock","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67979667"},{"id":"351c2b70-374b-4781-aa39-eeb2c64dc24a","source":"stackoverflow","source_id":"so:70623004","content_type":"comment","title":null,"body_preview":"You need to make the event global.\nCreate a global variable\n\nvar evnt\n\nThen within the fullcalendar click event give that variable the value of the event object.\n\neventClick: function (calEvent, jsEve","author":"lisandro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70623004"},{"id":"c2c73731-3101-49a8-9bdf-10367d32e907","source":"stackoverflow","source_id":"so:51191818","content_type":"comment","title":null,"body_preview":"Playing an empty sound forces the browser to retain the performance. I discovered it after reading this comment: How to make JavaScript run at normal speed in Chrome even when tab is not active?\n\nWith","author":"Kaan Soral","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51191818"},{"id":"e40a3d49-6b28-4bb1-89cd-1589e18ab27a","source":"stackoverflow","source_id":"so:72933355","content_type":"comment","title":null,"body_preview":"Seems like your solution lies here ->\n\nhttps://www.whatismybrowser.com/developers/tools/iframe\n\nAnother way by which you can check is using if else statement (error handling)\n\nif ( window.location !==","author":"ADITYA AHLAWAT","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72933355"},{"id":"891e52ff-a98f-4a0a-a2b1-d7683b8e73d7","source":"stackoverflow","source_id":"so:74325576","content_type":"comment","title":null,"body_preview":"For unit tests you can run your chrome/chromium with argument: --disable-background-timer-throttling","author":"mixalbl4","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74325576"},{"id":"abd31bcd-fe48-414c-8a1d-ae84ba82e16e","source":"stackoverflow","source_id":"so:50047404","content_type":"comment","title":null,"body_preview":"In Node.js 10 you can use util.types.isProxy.\n\nFor example:\n\nconst target = {};\nconst proxy = new Proxy(target, {});\nutil.types.isProxy(target);  // Returns false\nutil.types.isProxy(proxy);  // Return","author":"Ally","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50047404"},{"id":"5744aa9f-e074-46c2-841b-d1ace3e97ddc","source":"stackoverflow","source_id":"so:55130896","content_type":"comment","title":null,"body_preview":"It is impossible to detect if something is a Proxy according to the JS language specification.\n\nnode does provide a mechanism via native code, but I don't recommend its use – you're not supposed to kn","author":"LJHarb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55130896"},{"id":"ae01dc4a-d437-4900-9df1-ba9d1393be38","source":"stackoverflow","source_id":"so:76496339","content_type":"comment","title":null,"body_preview":"The has Proxy trap\n\nWorking on David Callanan's answer, I find the has Proxy trap more appropriate for this: extra testing each time proxy property is accessed causes immeasurable efficiency loss, whi","author":"Jan Turoň","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","code_example","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76496339"},{"id":"6d6e095e-0588-4ad5-9297-2c8895791f9c","source":"stackoverflow","source_id":"so:76687219","content_type":"comment","title":null,"body_preview":"The shortest form based on the answer of ADJenks:\n\nvar GlobalProxy = Proxy\nProxy = function Proxy(a,b) {\n    if ((typeof this != \"object\") || !(this instanceof Proxy)) {\n        return new Proxy(a,b)\n","author":"dkr8","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","niche_expertise","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76687219"},{"id":"aa142d5e-b20a-4bad-96b7-8d1def1109eb","source":"stackoverflow","source_id":"so:76954936","content_type":"comment","title":null,"body_preview":"Browsers are designed to optimize user experience and battery life, and they restrict the activity of background tabs to conserve CPU and power.\n\n2 ways to dodge background execution supression is\n(ex","author":"unspecified","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76954936"},{"id":"03d805f4-fd0a-425a-b016-45cb7cfef4a7","source":"stackoverflow","source_id":"so:78423303","content_type":"comment","title":null,"body_preview":"You cannot changes this for your end-users if you are simply the maintainer of the website.\n\nThat said, if you are in control of the browser, there is a flag that disables this feature — which you can","author":"slhck","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78423303"},{"id":"9de80c04-6866-41e0-87be-4790f0af4168","source":"stackoverflow","source_id":"so:78513282","content_type":"comment","title":null,"body_preview":"(As of 2023 or so) Even though general DOM manipulation is still not possible in worker threads, there is a more recent method to modify <canvas>, see .transferControlToOffscreen, specifically impleme","author":"Engineer","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78513282"},{"id":"cb292fc4-94fc-4526-a673-91ca780615a4","source":"stackoverflow","source_id":"so:78585119","content_type":"comment","title":null,"body_preview":"In case you need run setTimeout(callback, 0) (i.e. create an immediate macrotask) in background, you can use MessageChannel. Chrome doesn't throttle it like setTimeout.\n\nconst channel = new MessageCha","author":"Finesse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78585119"},{"id":"6cecbd76-6052-4d89-942c-f4c538b4a3d1","source":"stackoverflow","source_id":"so:79228998","content_type":"comment","title":null,"body_preview":"Can You please try this\n\n#carousel {max-height:500px;overflow:hidden;}\n#carousel .item img {width: 100%;height: 100%;object-fit:cover;}\n.wrapper {max-height:500px;overflow:hidden;}\n\n@media (max-width:","author":"Swarup Kumar","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79228998"},{"id":"29edf935-fffd-4f01-a408-8d36536ecde2","source":"stackoverflow","source_id":"so:80005096","content_type":"comment","title":null,"body_preview":"You want to create a class.\n\nClasses are what reusable object templates are called in OOP.\n\nYou'll want a constructor that initializes your variables, and various ways to modify the contents. For that","author":"Kasem Omary","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005096"},{"id":"c264317d-b43a-4c1b-af9f-f1053e8a707b","source":"stackoverflow","source_id":"so:80005099","content_type":"comment","title":null,"body_preview":"If you need to do it through forEach, you need to go through counts array. But the problem is that only the array has forEach method, and counts is already an object. He doesn't have that method. Ther","author":"ASP","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0.5323308033911396,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005099"},{"id":"eb525708-a270-4ca5-afb2-de99e3ce14c9","source":"stackoverflow","source_id":"so:80005464","content_type":"comment","title":null,"body_preview":"Alternative: map a (n arrayified) Set from the input array, using filter for the counts.\n\nconsole.log(freqs([\"i00\",\"i00\",\"i00\",\"i01\",\"i01\",\"i02\",\"i02\",\"i02\"]));\n\nfunction freqs(arr) {\n  return [...new","author":"KooiInc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.2973863094207872,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005464"},{"id":"c776e9b8-1463-445b-85f6-712217773fc4","source":"stackoverflow","source_id":"so:80005774","content_type":"comment","title":null,"body_preview":"import { useState } from \"react\";\n\nexport default function LoginForm() {\n  const [email, setEmail] = useState(\"\");\n  const [password, setPassword] = useState(\"\");\n\n  function handleSubmit(e) {\n    e.p","author":"Michael Hastings","classification":"human_created","confidence":0.85,"indicators":["code_snippet","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005774"},{"id":"1c90a3b3-88c3-4592-9854-e02107a19353","source":"stackoverflow","source_id":"so:80005778","content_type":"comment","title":null,"body_preview":"Your button is type=\"button\", not type=\"submit\". Because of that, the form never gets submitted when Enter is pressed. Use a submit button and let onSubmit handle everything.","author":"Rutesh Kumar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005778"},{"id":"43057749-1d08-40c9-894d-f093ec11e40c","source":"stackoverflow","source_id":"so:79952610","content_type":"comment","title":null,"body_preview":"The Math.sumPrecise proposal states the following:\n\nMath.sum is the obvious name, but it’s not obvious that this is going to be a different (slower) algorithm than naive summation. This is called Math","author":"hb20007","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952610"},{"id":"5fa944c6-de37-4f79-87f8-adf3f0b2359d","source":"stackoverflow","source_id":"so:80005995","content_type":"comment","title":null,"body_preview":"Pyodide's input() falls back to window.prompt() by default, which is why you're stuck with a blocking native dialog instead of a DOM element you can style/position.\n\nIf you want input() to render as a","author":"Aswanth R","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005995"},{"id":"7f46108c-43bd-4677-9fbe-67fad0b63cfb","source":"stackoverflow","source_id":"so:68977400","content_type":"comment","title":null,"body_preview":"React on its own can't solve this, hence it is always rendered on the client-side (SPA style), and search crawlers can't see any useful HTML, because the server sends back only a minimal HTML with a a","author":"Zoltan Rakottyai","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68977400"},{"id":"5eb15cf5-f947-4bbe-a922-1f3eb3d20692","source":"stackoverflow","source_id":"so:80006003","content_type":"comment","title":null,"body_preview":"You already have access to the copied table through the copy variable. cloneNode(true) creates a complete copy of the table, including its rows and cells.\n\nYou can modify the copy before adding it to ","author":"Dylan Fletcher","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006003"},{"id":"9eb948a8-9176-430f-917a-b0ac5013271c","source":"stackoverflow","source_id":"so:80006011","content_type":"comment","title":null,"body_preview":"Logging in to Backstage through Keycloak only tells Backstage who you are. It doesn't give Backstage any GitLab credentials, and the scaffolder doesn't pass your IdP/OAuth token to template actions. A","author":"TopFall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","human_indicator_absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006011"},{"id":"4cff0bb6-cd0d-4fe4-85ba-52716f93a401","source":"stackoverflow","source_id":"so:80005772","content_type":"comment","title":null,"body_preview":"The issue is that the button is `type=\"button\"`, which does not submit the form.\n\nUse `type=\"submit\"` instead and let the form's `onSubmit` handler handle the submission:\n\n<button type=\"submit\">\n  Log","author":"Abhishek Sahu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005772"},{"id":"eb9ea098-ad4c-444f-b025-6011890f3054","source":"stackoverflow","source_id":"so:80006052","content_type":"comment","title":null,"body_preview":"Your const definition of getRandom will assign a random value to the constant getRandom and that same value\nwill be used wherever getRandom is used. It has the effect that all coordinates are equal an","author":"kikon","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.28807508941975757,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006052"},{"id":"04dd4191-1603-4c84-b8d5-0362e1ad478e","source":"stackoverflow","source_id":"so:80006088","content_type":"comment","title":null,"body_preview":"I think you've unnecessarily complicated your code (it happens to all of us); you just need to take the selected color, and in the function that inserts the fields into the HTML, leave out the data it","author":"Marce Puente","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12371239964759609,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006088"},{"id":"0a14b5d2-b127-4a55-a47e-7f9219bde3e7","source":"stackoverflow","source_id":"so:80006075","content_type":"comment","title":null,"body_preview":"You do not need to loop through the <option> elements or use .bind() here. A <select> already exposes the selected value through its .value property.\n\nYou can also pass the element as the second argum","author":"Kanishka Singh","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","absence_of_ai_indicators","technical_accuracy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006075"},{"id":"1bf4f662-1c43-41f8-8670-de2849054732","source":"stackoverflow","source_id":"so:80006108","content_type":"comment","title":null,"body_preview":"The idea is to let each form control create its own filter function rather than binding the element to a callback. selected gets captured in the returned function, so there's no need for .bind() or th","author":"Faheem","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","polished_first_draft"],"bot_score":0.23938000013337657,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006108"},{"id":"ec1a5fbd-637c-4a88-9834-3e91bfd0ed7c","source":"stackoverflow","source_id":"so:26104571","content_type":"comment","title":null,"body_preview":"You need to implement callback's to update the data sources for the cascaded controls. Just use your update panels appropriately to prevent full page post-backs. If you're using a framework such as De","author":"RyanH","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/26104571"},{"id":"55181817-8da4-4fd8-b5f0-9d2bcd1b0f78","source":"stackoverflow","source_id":"so:80005925","content_type":"comment","title":null,"body_preview":"I've created a universal RPC library called Mitty that allows you to access DOM from web/service worker. Worker is only one of the use cases:\n\nmain thread\n\nimport { Host } from '@jcubic/mitty';\n\nconst","author":"jcubic","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005925"},{"id":"5ee40a10-38a9-4dee-a42b-a0d27b574b44","source":"stackoverflow","source_id":"so:80006154","content_type":"comment","title":null,"body_preview":"myDropzone.on(\"addedfile\", function(file) {\n  myDropzone.removeFile(file); // Prevent raw upload\n\n  const reader = new FileReader();\n  reader.onload = function(e) {\n    const img = new Image();\n    im","author":"ToolsWallet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006154"},{"id":"9181c3f7-a065-4734-a2ad-969434cb3190","source":"stackoverflow","source_id":"so:80006118","content_type":"comment","title":null,"body_preview":"If one finds oneself aggregating a given object like with the OP's example-code ... const counts = {}; ... item-wise ... counts[x] = (counts[x] || 0) + 1; ... by iterating an array, one most probably ","author":"Peter Seliger","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","uniform_paragraph_rhythm","absence_of_personality","platform_fluency"],"bot_score":0.4285714285714285,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006118"},{"id":"c3c6396a-6a48-44bb-b171-11c71655e6ac","source":"stackoverflow","source_id":"so:80005517","content_type":"comment","title":null,"body_preview":"You could group with Object.groupBy and take the entries of the object for a new array with keys as imgGrp and length of the values as cnt.\n\nconst\n    images = [\"i00\", \"i00\", \"i00\", \"i01\", \"i01\", \"i02","author":"Nina Scholz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0.468838739899076,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005517"},{"id":"aaf3ca53-b389-40a7-96ac-cdecc0013b6f","source":"stackoverflow","source_id":"so:80006250","content_type":"comment","title":null,"body_preview":"The symptoms you're describing (first click navigates correctly, second click causes a full\npage reload, and the active class only applies on desktop) point to the same root cause: your\nmobile \"hambur","author":"ParrotRex","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006250"},{"id":"0f902359-55bf-4828-aff2-f1b8a401271d","source":"stackoverflow","source_id":"so:80006268","content_type":"comment","title":null,"body_preview":"Here's a simpler option for you. Using the usual array sorting. And without a constant new search for `#images' in the DOM\n\nAnd without the risk of getting an endless loop.\n\n  const images = [\n    \"p1","author":"ASP","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0.5323308033911396,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006268"},{"id":"6b5b7f5f-9a93-46cc-a7ed-670a6bad8257","source":"stackoverflow","source_id":"so:80006279","content_type":"comment","title":null,"body_preview":"An Other way, with HTMLTableElement methods\n\nconst data =\n  [ { id: 0, item: 'ball',    colour: 'blue'   }\n  , { id: 1, item: 'book',    colour: 'blue'   }\n  , { id: 2, item: 'hat',     colour: 'yello","author":"Mister Jojo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1218085105107181,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006279"},{"id":"08508c84-615f-4338-9505-f47d7c0704fc","source":"stackoverflow","source_id":"so:80006285","content_type":"comment","title":null,"body_preview":"The issue lied in the Uncaught TypeError: Cannot read property 'appendChild' of null. I added defer to the <script>tag and the issue was resolved. The current working code:\n\nindex.html:\n\n<!DOCTYPE htm","author":"Aurora Lane","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006285"},{"id":"12f16bb8-ed9e-48b6-b9f5-eb4ff1a634af","source":"stackoverflow","source_id":"so:80006286","content_type":"comment","title":null,"body_preview":"The download location and the timeline issue are two different things. outputFile is a path on the server; it doesn't decide where the browser saves the download.\n\nFor seeking, your endpoint needs to ","author":"Faheem","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","code_example"],"bot_score":0.23938000013337657,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006286"},{"id":"cf857ff0-ec28-4dd9-8104-9f3970c9a1d1","source":"stackoverflow","source_id":"so:80006298","content_type":"comment","title":null,"body_preview":"make an asynchronous request to grab the raw string content.\n\nfetch(window.location.href)\n  .then(response => response.text())\n  .then(rawHtml => {\n    console.log(rawHtml); // This is exactly what \"V","author":"justoverclock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3017188293291029,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006298"},{"id":"3d28c9d4-95a3-4bc9-8c88-94e031e1469a","source":"stackoverflow","source_id":"so:60323358","content_type":"comment","title":null,"body_preview":"Use window.postMessage() with try-catch to get a hint\n\npostMessage cannot serialize objects which incompatible with structured clone algorithm, like Proxy.\n\nfunction shouldBeCloneable(o) {\n  const typ","author":"Eylon Sultan","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60323358"},{"id":"8a5c9ece-a637-4212-99dd-5ee9e691c113","source":"stackoverflow","source_id":"so:80006318","content_type":"comment","title":null,"body_preview":"Let's make your code work, and a little more  :)\n\n  // the name should describe what the variable\n  // contains... they are not images.\n  // and it doesn't seem logical to me that it should be inside\n","author":"Marce Puente","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.12371239964759609,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006318"},{"id":"69d676e1-7219-4efa-a687-0c3ea66b1497","source":"stackoverflow","source_id":"so:1942321","content_type":"comment","title":null,"body_preview":"I'll throw another one out there: SWIG\n\nIt's easy to learn, does a lot of things right, and supports many more languages so the time spent learning it can be pretty useful.\n\nIf you use SWIG, you are c","author":"Chris Arguin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1942321"},{"id":"3cc298c6-efa2-412b-af93-c4aaac1e0084","source":"stackoverflow","source_id":"so:1942468","content_type":"comment","title":null,"body_preview":"Personally, I'd write an extension module in C. Don't be intimidated by Python C extensions -- they're not hard at all to write. The documentation is very clear and helpful. When I first wrote a C ext","author":"mipadi","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","personal_experience_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1942468"},{"id":"1342a819-0e58-474f-9bc2-069a501e62a2","source":"stackoverflow","source_id":"so:1942437","content_type":"comment","title":null,"body_preview":"Cython is a pretty cool tool in itself, well worth learning, and is surprisingly close to the Python syntax. If you do any scientific computing with Numpy, then Cython is the way to go because it inte","author":"carl","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1942437"},{"id":"32b35096-cf6a-4aa4-b2f1-a4989a75fa34","source":"stackoverflow","source_id":"so:3928677","content_type":"comment","title":null,"body_preview":"I'm writing another answer, because if I change the old one, the comments won't reflect the the content at all. Instead, if this turns out to be a better answer, I will withdraw the other. The followi","author":"knitti","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/3928677"},{"id":"0b6deb21-633b-4989-9c30-f2c15882bcc2","source":"stackoverflow","source_id":"so:5686873","content_type":"comment","title":null,"body_preview":"Warning: a Cython core developer's opinion ahead.\n\nI almost always recommend Cython over ctypes. The reason is that it has a much smoother upgrade path. If you use ctypes, many things will be simple a","author":"Stefan Behnel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/5686873"},{"id":"b415f1df-fa0e-4e5e-85bb-1778b7356e83","source":"stackoverflow","source_id":"so:7266364","content_type":"comment","title":null,"body_preview":"There's also one possibility to use GObject Introspection for libraries that are using GLib.","author":"plaes","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/7266364"},{"id":"68d30bdc-a119-44de-838b-893febe3a389","source":"stackoverflow","source_id":"so:1942482","content_type":"comment","title":null,"body_preview":"If you have already a library with a defined  API, I think ctypes is the best option, as you only have to do a little initialization and then more or less call the library the way you're used to.\n\nI t","author":"Khelben","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1942482"},{"id":"77fbc2a3-90ee-42a2-a74a-97dc75eda873","source":"stackoverflow","source_id":"so:10494814","content_type":"comment","title":null,"body_preview":"Yes, there are:\n\n>>> s = r'\\nasdf'\n>>> s.decode('string-escape')\n'\\nasdf'","author":"Roman Bodnarchuk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10494814"},{"id":"51b2e5ec-2f08-4b1c-a277-b820eedd4560","source":"stackoverflow","source_id":"so:10495193","content_type":"comment","title":null,"body_preview":"You want the ast module:\n\n>>> import ast\n>>> raw = r\"r'\\nasdf'\"\n>>> ast.literal_eval(raw)\n'\\\\nasdf'\n>>> raw = r\"'\\nasdf'\"\n>>> ast.literal_eval(raw)\n'\\nasdf'\n\nThis is a safe method for evaluating/parsi","author":"Tim Pietzcker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10495193"},{"id":"56d1f91b-afb5-46f6-85f0-1a1139cadd1e","source":"stackoverflow","source_id":"so:14942060","content_type":"comment","title":null,"body_preview":"For calling a C library from a Python application there is also cffi which is a new alternative for ctypes. It brings a fresh look for FFI: \n\nit handles the problem in a fascinating, clean way (as opp","author":"Robert Zaremba","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/14942060"},{"id":"beb7e13f-3cab-4a51-a8f3-233dfddd5395","source":"stackoverflow","source_id":"so:17067839","content_type":"comment","title":null,"body_preview":"There is one issue which made me use ctypes and not cython and which is not mentioned in other answers. \n\nUsing ctypes the result does not depend on compiler you are using at all. You may write a libr","author":"Misha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/17067839"},{"id":"e802f8d1-f0de-4cbf-920e-78028832ceef","source":"stackoverflow","source_id":"so:20507360","content_type":"comment","title":null,"body_preview":"In Python (and almost all computer languages), if you want to store something, you have to do that explicitly. Just printing it out doesn't keep it around anywhere except on the screen.\n\nTo use each d","author":"abarnert","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","polished_first_draft","human_indicator_absence"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20507360"},{"id":"1bef8c9c-4b0f-447c-a31e-697177f76e4e","source":"stackoverflow","source_id":"so:20507293","content_type":"comment","title":null,"body_preview":"You just need to seek the file back to the start:\n\nwith open(\"blurbs.csv\",\"rb\") as f:\n    blurbs = csv.DictReader(f, delimiter=\"\\t\")\n    for row in blurbs:\n        print row\n    f.seek(0)\n    for row ","author":"Pyrce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20507293"},{"id":"8f1cd933-f6c0-4ea1-95ca-96eaf01ac851","source":"stackoverflow","source_id":"so:21967623","content_type":"comment","title":null,"body_preview":"If you are targeting Windows and choose to wrap some proprietary C++ libraries, then you may soon discover that different versions of msvcrt***.dll (Visual C++ Runtime) are slightly incompatible. \n\nTh","author":"iljau","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","external_resource_linking","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21967623"},{"id":"ee9f3768-a75b-47f9-b080-f4e205a47119","source":"stackoverflow","source_id":"so:22074563","content_type":"comment","title":null,"body_preview":"Split with a generator expression and the dict() function:\n\nd = dict(entry.split('=') for entry in inputstring.split(','))\n\nDemo:\n\n>>> inputstring = 'A=Astring,B=Bstring,C=Cstring'\n>>> dict(entry.spli","author":"Martijn Pieters","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/22074563"},{"id":"f934107e-c567-4478-a9e8-81cf9d9a059d","source":"stackoverflow","source_id":"so:22074555","content_type":"comment","title":null,"body_preview":"You can simply split based on , first and then for each item you can split based on =, like this\n\ndata = \"A=Astring,B=Bstring,C=Cstring\"\nprint dict(i.split(\"=\") for i in data.split(\",\"))\n# {'A': 'Astr","author":"thefourtheye","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/22074555"},{"id":"cb61044d-a361-4877-9e00-b0156f0992d7","source":"stackoverflow","source_id":"so:22946604","content_type":"comment","title":null,"body_preview":"If you want to re-use the reader, you could seek the file back to 0. But, if the first row int the csv are headings, then that will be part of the output:\n\n>>> f = open( 'file.csv', 'rbU' )\n>>> reader","author":"Jacob Lee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/22946604"},{"id":"57c23a4a-b4b6-4649-8ccc-3ea730f11c32","source":"stackoverflow","source_id":"so:25024945","content_type":"comment","title":null,"body_preview":"Well it seems to be fixed now after changing the import format to this \n\n    import schemeDetails \n    from schemeDetails import schemeSetup\n    s = schemeDetails.schemeSetup()","author":"Xivilai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25024945"},{"id":"d687f246-94af-4cb9-ae32-6b57e2b9c2f1","source":"stackoverflow","source_id":"so:25857604","content_type":"comment","title":null,"body_preview":"One simple method would be to use str.split:\n\n>>> vals = \"key=val key2=val2\"\n>>> dict(s.split(\"=\") for s in vals.split())\n{'key2': 'val2', 'key': 'val'}","author":"jonrsharpe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25857604"},{"id":"9816e603-7a27-4091-aa41-69aaf0398644","source":"stackoverflow","source_id":"so:27151482","content_type":"comment","title":null,"body_preview":"You will get two errors. The first is yours:\n\nerror: cannot find -lmsvcr100\nerror: command 'gcc' failed with exit status 1\n\nThen you will get a second error after you solve the first one:\n\nerror: unre","author":"user4261180","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/27151482"},{"id":"9ff68014-0dd6-4987-acf3-927f75ce2ae4","source":"stackoverflow","source_id":"so:27151913","content_type":"comment","title":null,"body_preview":"According to here for error: cannot find -lmsvcr100 you need to first install Microsoft Visual C++ 2010 Redistributable Package, and second, copy the msvcr100.dll to C:\\Python33\\libs the directory for","author":"the_prole","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/27151913"},{"id":"756171c9-e3f8-45b8-a1aa-778013afdd85","source":"stackoverflow","source_id":"so:28004288","content_type":"comment","title":null,"body_preview":"This is a partial answer - it shows how to unpack the json into a list of rows (row_wise) or columns (col_wise).\n\nimport json\nimport numpy as np\n# json embedded here, but could be read in from text fi","author":"birone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/28004288"},{"id":"11fb335f-76ae-43bb-9cc3-c65e7a5d2079","source":"stackoverflow","source_id":"so:28845376","content_type":"comment","title":null,"body_preview":"I don't know how to do it in applescript, but you can do this by using the /usr/bin/open UNIX-level OS X command. This snippet will open TextEdit.app and block, waiting for it to quit before continuin","author":"Matt Anderson","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/28845376"},{"id":"3d66827e-2fd3-41ef-ac4c-e6e7ffec67d0","source":"stackoverflow","source_id":"so:32120579","content_type":"comment","title":null,"body_preview":"Easy enough using the eval function and replace the function name with a custom one, no regex necessary.\n\ndef get_args_and_kwargs(*args, **kwargs):\n    return args, kwargs\n\ndef convert_str_to_args_and","author":"Roger Thomas","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32120579"},{"id":"e52682a6-137e-4f65-b249-72eb9d4500b4","source":"stackoverflow","source_id":"so:38380759","content_type":"comment","title":null,"body_preview":"You can use pandas to solve this problem more concisely. Here's the relevant info for solving your problem. Sorry, I don't have time to customize all the code to your specific use case. Let me know if","author":"Peter Klipfel","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38380759"},{"id":"afb003c9-2fe0-4fd2-8a09-5c08bdafd486","source":"stackoverflow","source_id":"so:38472572","content_type":"comment","title":null,"body_preview":"I found pandas-qt easy to use and the display is very fast. \n\nThere are some alternative solutions here","author":"Pollyanna","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38472572"},{"id":"a87996ad-714d-4a29-a7a5-9d820aa6ea47","source":"stackoverflow","source_id":"so:44106896","content_type":"comment","title":null,"body_preview":"I tried pre-processing the data first, I created a good plot, I simply followed the tutorials, and I perform SVD to reduce the dimension into two, then I started to plot, it seems that for the tutoria","author":"Gerard","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44106896"},{"id":"f27d4c02-4db5-4412-a883-eb466eae6afd","source":"stackoverflow","source_id":"so:52468792","content_type":"comment","title":null,"body_preview":"When you get the string binary from the socket, you binary.decode() to convert the input to a string. Similary, when you have a string to write to the socket, use string.encode() to convert it to bina","author":"blue note","classification":"ai_generated","confidence":0.7,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52468792"},{"id":"1907f8ad-879a-4a64-a1c8-230f03e0837e","source":"stackoverflow","source_id":"so:52472834","content_type":"comment","title":null,"body_preview":"You should read module binascii or codecs if you want to know each characters hex.\n\nimport codecs,binascii\ncodes =[codecs.encode(i.encode(),\"hex\") for i in \"Siudi_7B 109 1 1\"]\nprint( codes )\nbins  = [","author":"KC.","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52472834"},{"id":"9f0880f5-decc-4340-a23a-c270b0583e36","source":"stackoverflow","source_id":"so:52469014","content_type":"comment","title":null,"body_preview":"Thanks guys, PM 2Ring's comment helped point me in the right direction.\n\nSo I figured the initail doc was wrong, \n\n  \n109 is not equivalent to 0x6D 0x00\n  109 is 0x31 0x30 0x39\n\nSo I'm just going to r","author":"olyboy16","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","specific_code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52469014"},{"id":"a7445ddf-195e-46f8-9e74-f594840b07c4","source":"stackoverflow","source_id":"so:54365684","content_type":"comment","title":null,"body_preview":"pyocr requires any ocr engine/tools associated with it. You are expected to install any ocr engine/tool seperately like Tesseract-OCR or any other. After installing the tool independently, point the P","author":"Thulasi Accottillam","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54365684"},{"id":"fb20f9c5-2900-4659-9ffa-e6b26b048c56","source":"stackoverflow","source_id":"so:55858405","content_type":"comment","title":null,"body_preview":"You can close any app on osx (like Chrome or Safari) with this in python:\n\nimport os\n\nos.system(\"pkill Chrome\")","author":"Red1Monster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55858405"},{"id":"5c6442f7-ced7-4562-8121-19882ed1301a","source":"stackoverflow","source_id":"so:56986181","content_type":"comment","title":null,"body_preview":"I've never worked with pydantic before so the following may be not the best solution, but according to the docs you can use __post_init__ dunder method of dataclass in order to run code before the val","author":"Georgy","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56986181"},{"id":"14a8adb2-66dd-4818-9691-e6a14ae0ab0e","source":"stackoverflow","source_id":"so:57406860","content_type":"comment","title":null,"body_preview":"The certificate subject alternative name can be a domain name or IP address. If the certificate doesn’t have the correct subjectAlternativeName extension, users get a NET::ERR_CERT_COMMON_NAME_INVALID","author":"mylnz","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","human_indicator_link_sharing"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57406860"},{"id":"17c7c0d6-a1a3-49a0-b5d5-347a8573303f","source":"stackoverflow","source_id":"so:58322635","content_type":"comment","title":null,"body_preview":"AppleScript:\n\ntell app \"Whatever you want\" to open\n\nCall from Python\n\nimport os\nos.system(\"\"\"osascript -e 'tell app \"Safari\" to open'\"\"\")","author":"USERNAME GOES HERE","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58322635"},{"id":"76e40670-78cb-48ae-93fc-e0742615a796","source":"stackoverflow","source_id":"so:58442633","content_type":"comment","title":null,"body_preview":"It's because You didn't have attention module, go to this link https://github.com/thushv89/attention_keras/blob/master/layers/attention.py and use this attention module. Regards.","author":"Yulius Denny Prabowo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58442633"},{"id":"a7ebf400-34e9-49a5-88a5-d723cdf31cde","source":"stackoverflow","source_id":"so:58443503","content_type":"comment","title":null,"body_preview":"try using the name keras-attention:\n\npip install keras-attention\n\nyou can search pip for packages like this:\n\npip search attention\nkeras-attention (1.0.0)                      - Attention Mechanism Im","author":"Z4-tier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58443503"},{"id":"05e16651-b9b0-4877-acbd-44a6f1d57417","source":"stackoverflow","source_id":"so:58509209","content_type":"comment","title":null,"body_preview":"Use the garbage collector:\n\nWhy the memory seems to be released only after several plots are done?\n\ngarbage collection is periodic, unless forced.\n\nPerformed with PyCharm\n\nInitial plot, with no garbag","author":"Trenton McKinney","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58509209"},{"id":"b1489f72-944f-452e-bb61-3d59dc00832a","source":"stackoverflow","source_id":"so:60260281","content_type":"comment","title":null,"body_preview":"For Chrome 58 and later, only the subjectAlternativeName extension, not commonName, is used to match the domain name and site certificate. So, if you are missing the Subject Alternative Name in your c","author":"Md. Kamrul Amin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60260281"},{"id":"87c0eda1-3704-44e7-8ecf-0c0f72528350","source":"stackoverflow","source_id":"so:61107393","content_type":"comment","title":null,"body_preview":"You can open any application like this example\n\nimport os\n\nos.system(\"open /Applications/Google\\ Chrome.app\")\nos.system(\"open /Applications/Todoist.app\")\nos.system(\"open /Applications/WhatsApp.app\")","author":"Arthur Correa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61107393"},{"id":"73178c47-9263-425a-b04a-f8ce9a2772aa","source":"stackoverflow","source_id":"so:61513064","content_type":"comment","title":null,"body_preview":"You could read the file you wrote out to CSV in as a DataFrame and use the count method that Pandas has.\n\nstates_3 = pd.DataFrame(table)\n\nstate_count = states_3.count(axis='columns')\n\nout_name = 'stat","author":"Nana Owusu","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61513064"},{"id":"f25d5c52-2b53-47f0-9ccf-245563e15c42","source":"stackoverflow","source_id":"so:61514676","content_type":"comment","title":null,"body_preview":"A different way to approach would be using value_counts() from Pandas documentation.\n\n  \nReturn a Series containing counts of unique values.\n\nExemple data file 7column.csv\n\nid,state,city,zip,ip_addres","author":"n1colas.m","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61514676"},{"id":"47c4501f-a718-4f58-b204-adaaddd4c40d","source":"stackoverflow","source_id":"so:63235637","content_type":"comment","title":null,"body_preview":"The issue may be caused by the fact the elements of your numpy array are not of type int.\n\nThis can be fixed by turning your float array into an int one, at the small cost of losing a bit of accuracy.","author":"Amar Mesic","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63235637"},{"id":"1d973861-c0cc-481e-bdcb-61f2c9884fba","source":"stackoverflow","source_id":"so:64173964","content_type":"comment","title":null,"body_preview":"Have you tried upgrading your ipython on colab?\n\n!pip install {your_package}\n!pip install --upgrade ipython\n\nRestart your runtime/session for changes to get reflected.","author":"zerryberry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64173964"},{"id":"b8a79c79-b7ab-44a2-8ed7-75c10357e880","source":"stackoverflow","source_id":"so:54717038","content_type":"comment","title":null,"body_preview":"You need to give the STOMP port 61613 when connecting to activemq\nhttp://activemq.apache.org/stomp.html\n\ntransportConnector name=\"stomp\" uri=\"stomp://localhost:61613\"\n\nconn = stomp.Connection(host_and","author":"user11069295","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54717038"},{"id":"b0c8833b-61df-48fb-a8d4-ef1a6cb28c26","source":"stackoverflow","source_id":"so:65133642","content_type":"comment","title":null,"body_preview":"Try this:\n\nInstall keras-self-attention: pip install keras-self-attention\n\nImport SeqSelfAttention: from keras_self_attention import SeqSelfAttention\n\nIt worked for me!","author":"Joel Joseph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","personal_anecdote_implied"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65133642"},{"id":"9fb79dac-d48c-428d-b62d-5bcf1388e425","source":"stackoverflow","source_id":"so:65396876","content_type":"comment","title":null,"body_preview":"Not sure I really understand what you want. You could translate those query strings to a dict, then use that to call the other function with **kwargs:\n\ndef f(a, b):\n    print(a, b)\n\ndef g(*queries):\n ","author":"tobias_k","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65396876"},{"id":"84b0e4f0-a2c3-47ec-8534-bee007bc221b","source":"stackoverflow","source_id":"so:66090452","content_type":"comment","title":null,"body_preview":"I am working on google collab, this code worked for me on Feb 2021\npip install keras-self-attention","author":"Rajan safetyengineer","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66090452"},{"id":"0666459d-1974-4d83-b309-8ae820bc9200","source":"stackoverflow","source_id":"so:66804292","content_type":"comment","title":null,"body_preview":"After help from a lot of colleagues at work, I finally found the bugger. In the Run/Debug configuration, there is a checkbox saying \"include parent environment variables\" checkbox which was checked in","author":"Abhinav","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66804292"},{"id":"103392c8-6502-419c-bdcd-94e72f38329a","source":"stackoverflow","source_id":"so:67865484","content_type":"comment","title":null,"body_preview":"Perhaps this may help you: https://github.com/griloHBG/TextInputLineNumber\n\nIt uses KV language (which is very nice), but could use as a base to develop something python-only.","author":"griloHBG","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67865484"},{"id":"7043bbeb-8769-4675-98f1-30210c98564a","source":"stackoverflow","source_id":"so:68898058","content_type":"comment","title":null,"body_preview":"This works for me on Mac OS 11.1:\n\nimport os\n\nos.system(\"open -a TextEdit\")\nprint(\"Done and not blocking\")","author":"user1766438","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68898058"},{"id":"479e8031-da56-4bac-80a8-9ea03985540b","source":"stackoverflow","source_id":"so:72012260","content_type":"comment","title":null,"body_preview":"Backslash \\ is an escape character, so you have to use \\\\\nChange your code to:\n\ndriver = webdriver.Chrome('C:\\\\Users\\\\sanas\\\\OneDrive\\\\CSIT 110 Python\\\\chromedriver')","author":"AlexanderK1987","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72012260"},{"id":"b3aa4e5d-c637-4a34-9a22-f903fefd528b","source":"stackoverflow","source_id":"so:72012303","content_type":"comment","title":null,"body_preview":"Solution:\n\nUse the \\\\ in window and provide the complete path, you forget to add .exe\n\ndriver = webdriver.Chrome('C:\\\\Users\\\\sanas\\\\OneDrive\\\\CSIT 110 Python\\\\chromedriver.exe')","author":"Akzy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72012303"},{"id":"d0b896f3-7d0e-46e4-8e07-e2166f3223dd","source":"stackoverflow","source_id":"so:72012335","content_type":"comment","title":null,"body_preview":"You can use one of following :\n\ndriver = webdriver.Chrome('C:\\\\Users\\\\sanas\\\\OneDrive\\\\CSIT\\\\Python\\\\chromedriver.exe'\n\nOr\n\ndriver = webdriver.Chrome('C:/Users/sanas/OneDrive/CSIT/Python/chromedriver.","author":"Software Tester at ExpandCart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72012335"},{"id":"dc82a2b4-2e19-44e2-83a9-8237b614fb5b","source":"stackoverflow","source_id":"so:72021439","content_type":"comment","title":null,"body_preview":"This error message...\n\nSyntaxError: (unicode error) 'unicodeescape' codec can't decode bytes in position 2-3: truncated \\UXXXXXXXX escape\n\n...implies that there was unicode escape error within the pat","author":"undetected Selenium","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","absence_of_personality"],"bot_score":0.39443984256775877,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72021439"},{"id":"311bcc35-2aa8-42fb-8bfc-d3c070cbe143","source":"stackoverflow","source_id":"so:74937613","content_type":"comment","title":null,"body_preview":"You can use nested models in Pydantic and by by extension also in FastAPI. Like so:\n\nclass ACL(BaseModel):\n    name: str\n\nclass YourResponseModel(BaseModel):\n    name: str\n    value: list[ACL]\n\n@app.p","author":"JarroVGIT","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74937613"},{"id":"71817c8f-c269-4e38-8119-052bbd9e2b38","source":"stackoverflow","source_id":"so:1966170","content_type":"comment","title":null,"body_preview":"ctypes is great when you've already got a compiled library blob to deal with (such as OS libraries). The calling overhead is severe, however, so if you'll be making a lot of calls into the library, an","author":"Ryan Ginstrom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","personal_experience","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1966170"},{"id":"5bcea424-9bcd-4f8b-8e38-bfce2696b959","source":"stackoverflow","source_id":"so:75870796","content_type":"comment","title":null,"body_preview":"Or I just found that I was getting that error because I had inserted an integer into what was otherwise an array of floats, no need to sacrifice accuracy, just turned the one integer into a float and ","author":"Andrew Martin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75870796"},{"id":"88d4b7c9-2a4f-47bf-8d35-8db4634f622d","source":"stackoverflow","source_id":"so:75931217","content_type":"comment","title":null,"body_preview":"I also got the same error.\n\nSyntaxError: (unicode error) 'unicodeescape' codec can't decode bytes in position 2-3: truncated \\UXXXXXXXX escape\n\n'\nI have resolved by adding  \\\\  instead of \\ . Sometime","author":"Tono Kuriakose","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75931217"},{"id":"d4dc9a49-b836-48f8-a6b7-989f9de5263b","source":"stackoverflow","source_id":"so:68351111","content_type":"comment","title":null,"body_preview":"The error means: The host name you use in the web browser does not match one of the names present in the subjectAlternativeName extension in the certificate.\n\nIf your server has multiple DNS entries y","author":"Robert","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice"],"bot_score":0.07548623097446551,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68351111"},{"id":"f42d028c-6fcf-41af-a8e2-85c3b1681164","source":"stackoverflow","source_id":"so:77323170","content_type":"comment","title":null,"body_preview":"I was asked to investigate the same error, but the cert looked correct. Turned out copy paste had been used during its creation and SAN entries all had a blank space after the names! So \"web1 \" did no","author":"WhoIsRich","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77323170"},{"id":"6a8647d2-4699-4554-b4aa-8d0bfcef47dd","source":"stackoverflow","source_id":"so:77567432","content_type":"comment","title":null,"body_preview":"I was able to run this:\n\nInstead of importing directly Enum1, make Model class dynamically retrieve when needed, in file models/model1.py\n\n    from pydantic import BaseModel, validator\n    from models","author":"titanium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77567432"},{"id":"c4d9afe5-7043-4595-adc4-827b880db35e","source":"stackoverflow","source_id":"so:77893294","content_type":"comment","title":null,"body_preview":"The solution to the problem is actually right there in the error. Remove the common name and place the host name in the alternative name csr, reissue the certificate and problem solved.\n\nNET::ERR_CERT","author":"Robert_IT","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77893294"},{"id":"453f6d63-9e4f-422a-b997-a68a92639e09","source":"stackoverflow","source_id":"so:78492198","content_type":"comment","title":null,"body_preview":"You can solve this by regenerating your certificate and adding the URL you are using to navigate to your site. With openssl, for example, that could look like this:\n\nopenssl req -x509 -newkey rsa:4096","author":"Akaisteph7","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78492198"},{"id":"474b79c7-7095-4d24-bb06-aaa432e60d19","source":"stackoverflow","source_id":"so:79241810","content_type":"comment","title":null,"body_preview":"I had a very similar problem when I built my first python module. The issue is that you probably didn't build the python module locally and are referencing it in another directory.\n\nI recommend watchi","author":"Kashyap Sukshavasi","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79241810"},{"id":"f18e56c1-17df-49af-9019-72dc29fec2dd","source":"stackoverflow","source_id":"so:78815229","content_type":"comment","title":null,"body_preview":"The following is a more uncommon scenario but was the solution in my local test environment, with self-signed certificates.\n\nGot the error simply by forgetting to add the certificate in the client mac","author":"Joona","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78815229"},{"id":"21502c89-1e38-4353-8c15-e704b6017e8e","source":"stackoverflow","source_id":"so:79529024","content_type":"comment","title":null,"body_preview":"First, create a Certs folder in any Drive other than C:/\n\nInstall OpenSSL if you don’t have it (it’s available for Windows, macOS, and Linux)\n\nCreate a configuration file for OpenSSL to include the SA","author":"Deepak Joura 0759","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79529024"},{"id":"ab6aab92-6a8d-49e9-a7b8-d8f6bb020fde","source":"stackoverflow","source_id":"so:79831880","content_type":"comment","title":null,"body_preview":"You need to get more logs. The code below helped me a lot. You may need to wait up to 5 minutes till the logs appear.\n\nfrom logging import getLogger, DEBUG\nfrom confluent_kafka import Producer\n\nloggin","author":"Michel Samia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79831880"},{"id":"9c02e47a-4f9a-4bb8-b6d3-6775e835768a","source":"stackoverflow","source_id":"so:79905935","content_type":"comment","title":null,"body_preview":"There are multiple issues with your code that I will address briefly:\n\nFirst of all, your calculation for the player_obstacle_distance is incorrect. Your player has already crashed into the obstacle b","author":"Andr&#233;","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79905935"},{"id":"854e9249-44e4-4bca-8027-f9bdd2091deb","source":"stackoverflow","source_id":"so:79916810","content_type":"comment","title":null,"body_preview":"you could create list s instead string s and later you could use \"\".join(s) - this way you can convert it to list comprehension.\n\nlist3 = [\"\".join([list2[j][i] for j in range(15, -1, -1)]) for i in ra","author":"furas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_on_readability"],"bot_score":0.12204859612792525,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79916810"},{"id":"038e39ba-86c2-42c0-a5c3-a2d68601a47e","source":"stackoverflow","source_id":"so:79916832","content_type":"comment","title":null,"body_preview":"A functional approach would be:\n\nlist(map(''.join, zip(*reversed(list2))))\n\nDemo here","author":"blhsing","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79916832"},{"id":"340e387f-c0b5-4784-9234-8e663cf8e586","source":"stackoverflow","source_id":"so:79917297","content_type":"comment","title":null,"body_preview":"The error means the activate script does not exist at that path, so Bash is not refusing to activate it — the virtual environment is simply not there.\n\nCheck these first:\n\nls -la /home/mansur/Document","author":"Towsif Ahamed Labib","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79917297"},{"id":"d57bc0f3-6249-46d3-80e5-a7f3718e875f","source":"stackoverflow","source_id":"so:79917610","content_type":"comment","title":null,"body_preview":"What you say you want to do sounds like a recipe for disaster. How will you deal with the generational losses of JPEG recoding and the boundaries between the original images? You are better off applyi","author":"Martin Brown","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","technical_critique","platform_fluency"],"bot_score":0.05794843746136666,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79917610"},{"id":"d4a1c17d-6a8d-4e6a-aa34-706d47eab43b","source":"stackoverflow","source_id":"so:79917687","content_type":"comment","title":null,"body_preview":"No real need for Python, if you install ImageMagick (using homebrew it is just brew install imagemagick), you can append all JPEG images into a single tall TIFF image with:\n\nmagick *.jpg -append BigBo","author":"Mark Setchell","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79917687"},{"id":"b4e132bb-1b88-4a78-81ec-c2c154469eca","source":"stackoverflow","source_id":"so:79917690","content_type":"comment","title":null,"body_preview":"The most popular method to work with images is to use module pillow.\n\nEventually get it as numpy.array and combine and split array.\n\nYou can use imageio to read it directly as numpy array.\n\nBut you ma","author":"furas","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.12204859612792525,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79917690"},{"id":"a2beaa9e-6525-4914-95d5-186342995857","source":"stackoverflow","source_id":"so:80005902","content_type":"comment","title":null,"body_preview":"While I agree with David that it is best to use a tool that does the job well already, I still came up with a quick regex to meet all your needs.  Here is a Python example (I used version 3.14):\n\nimpo","author":"ChrisS","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005902"},{"id":"6dc131e0-4bb0-4527-a4f7-06104b7d38da","source":"stackoverflow","source_id":"so:80005915","content_type":"comment","title":null,"body_preview":"To type a decorator so that type checkers recognize the decorated function as a classmethod, you need to wrap the returned function in Python's built-in classmethod object inside the decorator itself,","author":"Godfrey Inyama","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80005915"},{"id":"2983d83d-0972-40f5-8c73-a8d6669dbdda","source":"stackoverflow","source_id":"so:1942472","content_type":"comment","title":null,"body_preview":"ctypes is your best bet for getting it done quickly, and it's a pleasure to work with as you're still writing Python!\n\nI recently wrapped an FTDI driver for communicating with a USB chip using ctypes ","author":"FogleBird","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1942472"},{"id":"c9ee1f4a-c0f5-44d2-ae88-db2c0d79b4fe","source":"stackoverflow","source_id":"so:80006068","content_type":"comment","title":null,"body_preview":"It's an old question, but i made over the years an ods reader and writer that does exactly that.\n\nI think that pyexcel cannot do this: get_data reads only the cell values into lists, and save_data wri","author":"A. Marchand","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression","technical_depth_with_opinion","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006068"},{"id":"c26b4a34-eb39-4ced-9fd4-c855f178318a","source":"stackoverflow","source_id":"so:80006087","content_type":"comment","title":null,"body_preview":"The Spark can reuse broadcast data on an executor, but there’s an important distinction between the DataFrame cache and the broadcast itself.\n\nF.broadcast(dim) doesn't simply broadcast the already-cac","author":"Mateusz_13.02","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","uniform_paragraph_rhythm","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006087"},{"id":"386c9990-cb64-43b6-90e9-cd385226a2c3","source":"stackoverflow","source_id":"so:59587721","content_type":"comment","title":null,"body_preview":"I was looking for a way to delegate a performance heavy part of my code to something more low level than Python. I implemented my code both in ctypes and Cython, which consisted basically of two simpl","author":"Kaan E.","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59587721"},{"id":"52abcf9d-30af-4e4a-a5da-e4e89a774de0","source":"stackoverflow","source_id":"so:80006098","content_type":"comment","title":null,"body_preview":"Instead of a regex you can use urlparse for that.\n\nimport urllib.parse\n\ndef parse_root_domain(url):\n    if not url.startswith(\"http\"):\n        url = \"http://\"+url\n    url = urllib.parse.urlparse(url)\n","author":"gre_gor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006098"},{"id":"39d8b5d3-2304-4574-9b4b-66947a7533bd","source":"stackoverflow","source_id":"so:80006111","content_type":"comment","title":null,"body_preview":"I don't know if this is the same of different problem, but I cannot tell why it keeps showing that the program is associated with 3.10 but when I activate the virtual environment it shows 3.14.7\n\nI wo","author":"Peej1226","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006111"},{"id":"6fbeb53d-42b9-4c87-8f41-9502481d5c6c","source":"stackoverflow","source_id":"so:72918353","content_type":"comment","title":null,"body_preview":"Is late for you base on time stamp, but I found it my self in the same problem like you and I assume are and other on the same both. I'm new in kivy and I do note use KV files because some times is co","author":"ASI","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions","self_reference","edited_marker"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72918353"},{"id":"9cde7c9c-ebdc-4f2a-a8ef-3859bc50a3ce","source":"stackoverflow","source_id":"so:80006145","content_type":"comment","title":null,"body_preview":"You do not have to rely on the checker to recognize your wrapper as being a classmethod special form; you have to get the checker to recognize the wrapper produces a classmethod object, which mypy and","author":"Chinedu Otutu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.41307734380795,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006145"},{"id":"0eed2070-706d-4a83-9ddc-8be72fc6f785","source":"stackoverflow","source_id":"so:80006168","content_type":"comment","title":null,"body_preview":"If you plan on using only savefig to save to an image, change the matplotlilb backend to agg check here\n\nThe interactive backend seems to be the cause (atleast for me) of the memory leak at .savefig w","author":"SkyNotion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006168"},{"id":"25aaaec0-23a3-4c6c-89f2-ee7a125db890","source":"stackoverflow","source_id":"so:80006170","content_type":"comment","title":null,"body_preview":"Annotating a variable in the class body won’t make it a class variable, as long as you don’t provide a value. For instance:\n\nclass Request:\n    environ: dict[str, Any]\n\nRequest.environ # error, not a ","author":"Train-Case","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006170"},{"id":"1ce87397-bd8a-4a3a-9144-614bbb6a6b85","source":"stackoverflow","source_id":"so:80006188","content_type":"comment","title":null,"body_preview":"Per the docs:\n\npsutil.cpu_percent(interval=None, percpu=False)\n\nWhen percpu is True returns a list of floats representing the utilization as a percentage for each CPU. First element of the list refers","author":"Train-Case","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006188"},{"id":"3d6f7747-00d5-4d83-9696-bced8418de16","source":"stackoverflow","source_id":"so:80006217","content_type":"comment","title":null,"body_preview":"My own solution to this has been to go back to using QShortcuts, increase a counter every time the QShortcut is activated so that I can tell if it's the first time in order to pause the video, and (re","author":"Iain","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","synthetic_empathy","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006217"},{"id":"9c6a5902-52ff-4a4d-9313-aee026fe926e","source":"stackoverflow","source_id":"so:80006222","content_type":"comment","title":null,"body_preview":"I think the proposed code can still be improved :\n\nimport os\nimport datetime\nfrom PyQt6 import QtCore, QtGui, QtWidgets, QtMultimedia, QtMultimediaWidgets\n\nclass VideoPlayer(QtWidgets.QWidget):\n    \n ","author":"Arvel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006222"},{"id":"67a2f8b3-2722-4e6c-873d-381ae86ab790","source":"stackoverflow","source_id":"so:80006077","content_type":"comment","title":null,"body_preview":"In many scenarios, using regular expressions is incredibly slow, I'm talking about differences of an order of magnitude. The most effective solution is to create a dedicated function, which is also mu","author":"Marce Puente","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","self_reference"],"bot_score":0.12371239964759609,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006077"},{"id":"0a57204a-fd68-43e8-a7ce-33aab68b38b1","source":"stackoverflow","source_id":"so:80006263","content_type":"comment","title":null,"body_preview":"Here is an approach to extract the 3 shapes in Python OpenCV.\n\nSpecify a flag whether to show analysis data\n\nRead the input\n\nThreshold on the blue outline\n\nGet contours and do the following:\n\nDiscard ","author":"fmw42","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","uniform_paragraph_rhythm","missing_platform_voice","list_heavy_advice"],"bot_score":0.40520363949372595,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006263"},{"id":"728fcf4f-8fd6-437d-ade5-b1fec101aaf7","source":"stackoverflow","source_id":"so:80006278","content_type":"comment","title":null,"body_preview":"Your MRE lints cleanly when I check it using\n\npyright *.py  &&  mypy --strict *.py  &&  ty check *.py  &&  pyrefly check *.py\n\nproducing\n\n0 errors, 0 warnings, 0 informations\nSuccess: no issues found ","author":"J_H","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","specific_technical_detail"],"bot_score":0.14609183445291635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006278"},{"id":"6682915e-7391-48de-ae04-1bc3eb90f92d","source":"stackoverflow","source_id":"so:80006295","content_type":"comment","title":null,"body_preview":"There is a package called pymacos that brings some key features of macOS, without deps. You can use the apps.open function for opening apps on macOS:\n\nimport macos\n\nmacos.apps.open(\"Your App\")\n\nThis f","author":"JeanExtreme002","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.9004141195030566,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006295"},{"id":"5fb49103-060d-4427-915f-45c1d7181347","source":"stackoverflow","source_id":"so:80006292","content_type":"comment","title":null,"body_preview":"You may use the pymacos package to control volume on macOS. See the example bellow:\n\nimport macos\n\nmacos.volume.set(59)\n\nYou may also get the current volume info by using the function `get`, like this","author":"JeanExtreme002","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0.9004141195030566,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006292"},{"id":"8ad04225-6393-4d36-9bcf-602cb9a7ca25","source":"stackoverflow","source_id":"so:80006313","content_type":"comment","title":null,"body_preview":"While your Question appears at face quite simple, it's necessary to understand the full range of valid inputs you might expect to handle them correctly!\n\nAdditionally, and before getting into the good","author":"ti7","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006313"},{"id":"7ae1d55e-22c3-4fb3-94f4-23f758d332e0","source":"stackoverflow","source_id":"so:80006305","content_type":"comment","title":null,"body_preview":"This error occurs because the pip command you used to install cryptography is linked to a different Python executable than the one executing your Code.py script. This is very common if you have multip","author":"Ahmed Chabi","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006305"},{"id":"2cc45def-db88-44ae-b878-4670019124a0","source":"stackoverflow","source_id":"so:80006319","content_type":"comment","title":null,"body_preview":"Maybe try PyObjC? Its Objective-C based, so it might work not work on newer versions. Don't take my word for it, that's just an assumption.","author":"Joe1036","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","hedge_stacking","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/80006319"},{"id":"c1250991-84fe-478e-9237-8f4058adef0b","source":"youtube","source_id":"Ugyzuzdiv5tHUSnayvN4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is so bribed up the whole world can see beyond his bullshit, he sells us power and support to whoever can pay, genocide nethanyahu big oil company against Venezuela etc and all these he's also d","author":"@99Troublemakers","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"d685f636-7d88-4db8-b42e-4557639c25d5","source":"youtube","source_id":"UgxAuTv79LWrLirvsGp4AaABAg","content_type":"comment","title":null,"body_preview":"Cuba started as a pet project of JFK because his buddies Sinatra, etc., and the mafia wanted to keep all their casinos and prostitution rings going on the island. The attitude of the Americans is craz","author":"@MargoBrown-l1q","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"5ab490b8-b0b4-4e70-b44d-7520fc990476","source":"youtube","source_id":"UgxNOU34t3hSZtGwG-N4AaABAg","content_type":"comment","title":null,"body_preview":"Fuck trump punk just like your own Republican party are walking away from YouTube Trump cuz they're starting to open their eyes what they've been following an evil man trying to steal people's lands a","author":"@randyvillarreal861","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"e051d70b-ba76-48e4-8fd1-0b4e1c4db069","source":"youtube","source_id":"UgwLIvSVyqrKcFe9AWV4AaABAg","content_type":"comment","title":null,"body_preview":"Beware his idiotic base,I have fought one on one with them,they are stupid,stubborn,ignorant,uneducated,detached from reality,no damn good liars","author":"@Sloppyjoe-q8n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"06b5bed3-d833-4ae5-9735-013ac45fc475","source":"youtube","source_id":"UgylUIAlDgGTSg-vU7N4AaABAg","content_type":"comment","title":null,"body_preview":"I hate Trump literally figuratively. Hate this poor excuse for a human being. It’s getting to the point where I’m going to get rid of all my tech stuff iPad iPhone desktop computer just to get away fr","author":"@larbob-m4o","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"54e06d1f-c51d-482d-9c96-90a9e58d2646","source":"youtube","source_id":"UgxXznPIZ0cv3ZLj7wV4AaABAg","content_type":"comment","title":null,"body_preview":"What is UN? To whom it belongs, work? is it independent international organization? Is it belongs to 1st Israel 2nd to US and 3rd to Europe?  Has power? in what areas ?  Is it a showcase to those it's","author":"@lemma_G","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","question_format_human"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"b418241c-59dc-4de4-baba-6c6cf614d9e2","source":"youtube","source_id":"Ugwg7SItC43TKyega9d4AaABAg","content_type":"comment","title":null,"body_preview":"Uh.... and \"ESPECIALLY\" that fat f-cking Pedophile you call a f-cking Leader...!","author":"@nicolasrose3064","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"8dabe61f-9218-4a08-aa92-842952908f75","source":"youtube","source_id":"UgzhBB1TBuI_HkfHbxZ4AaABAg","content_type":"comment","title":null,"body_preview":"He is a crook but has helped Israel and the first President who has taken on the despotic terrorist regime of Iran!\n\nAnd those who complained that prices have risen on gasoline; don’t know or forgot t","author":"@MarkLeSchack","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"f04787a3-a7c8-49a8-94c5-fc8b3c1fd0fb","source":"youtube","source_id":"Ugw0lqHy2WNpmnGT_y14AaABAg","content_type":"comment","title":null,"body_preview":"Ooompa loompa dupity doo. Ive got another epstein john for you.","author":"@bobkamp8269","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"fe9b4ae6-7624-4d0f-881e-f4383aeedc5e","source":"youtube","source_id":"Ugwb6MSUFkFoQATFgX14AaABAg","content_type":"comment","title":null,"body_preview":"Yep everybody in that building should have walked out and left Trump on the podium by him self he looks like Chucky from the movie child's Play no wonder he's a child molesting monster and a woman sex","author":"@randyvillarreal861","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"e4e89d15-1e8c-464d-bc73-91beb027ba9f","source":"youtube","source_id":"UgxNk_9mvly6dMCvWwB4AaABAg","content_type":"comment","title":null,"body_preview":"The level of stupidity & ignorance of this president are out of this world","author":"@azriym5563","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"86503c18-3381-4482-9b76-6b7c6a720d61","source":"youtube","source_id":"UgxI3nKKH77D4lAOV254AaABAg","content_type":"comment","title":null,"body_preview":"Broad is the way to destruction. When the world is ran by governments who do not fear God it will be too late. No exception. We all need to repent and fear the living God.","author":"@theophilehonore637","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"ba264728-4f82-49b5-8f7a-3e32af09b88f","source":"youtube","source_id":"UgwSx0Gszzb9eHY-8WV4AaABAg","content_type":"comment","title":null,"body_preview":"Ana I love her she just the best journalist reporter news cast female","author":"@chrisboykin-ij4il","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"9d795f13-da62-4dd7-88ff-8fa0f4ff197a","source":"youtube","source_id":"UgzfKnXjIDPYhNVZJKB4AaABAg","content_type":"comment","title":null,"body_preview":"A clown ruling a state with 40T debt is calling others failstates.","author":"@walidkhier5640","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"bcffec38-be38-427d-9fbb-0e366642f0e4","source":"youtube","source_id":"Ugwq4yCVclTJWLChEiZ4AaABAg","content_type":"comment","title":null,"body_preview":"I really like u. U take a stance. No Dutch or Swedish double talk.\nMy name is FREDRIC,I dont know\nYourse. But,u the blond girl with stern eyes and firm logic\nI must send my homage.\nKeep it . Or as we ","author":"@fredrictengstrom9522","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","self_reference","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"9b18892f-1484-4399-a375-266bb1837bdd","source":"youtube","source_id":"UgwXRwext7O41hcJe_R4AaABAg","content_type":"comment","title":null,"body_preview":"He is a disgrace to our country trump is disgusting","author":"@RobertParsons-uz7oe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.5853479853479853,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"f4d45c77-9784-4a36-bfe1-d4124a959416","source":"youtube","source_id":"UgzYmttebqAImJxQAc94AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a mental-psycho-ill man. Like a human being he is simply horrible.","author":"@lotrebluap","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"86d4ff58-af6a-434e-b164-b2ab973569e0","source":"youtube","source_id":"UgycodixuaTn0sBv-_94AaABAg","content_type":"comment","title":null,"body_preview":"Izzzreal getting flushed down the toilet and taking the USA down with it.\n🚽 🚽","author":"@kenamaro3942","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"66349a87-5b92-4751-b8ea-d4a591d3bed0","source":"youtube","source_id":"UgzHwjZv9Gsh7D_zW-d4AaABAg","content_type":"comment","title":null,"body_preview":"Fuck iran fuck woke fuck TOTALITARIAN dickheads woke SCABS anti christ woke garbish jew hating Christian hating maddness forieners in GOVT WOULDN'T know what anzac day is lest we forget they forgot po","author":"@michaeltichowitsch7051","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"285cb843-c8b1-4699-ac45-4666ec771580","source":"youtube","source_id":"UgyqiXkuYAvXowNIVUV4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is going to bury America the tax payers money is being used for bombing innocent people. A time will come when the Americans will be hated by the world for supporting genocides of unarmed civili","author":"@AsifShaikh-g9d","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"7889597a-9f6e-4fc9-897d-d77fe4f0fd0f","source":"youtube","source_id":"Ugw3niNHwZEsVt9fg_F4AaABAg","content_type":"comment","title":null,"body_preview":"I would also walkout if trump was speaking. I turn my tv off whenever trump comes on. I have no interest in anything trump has to say. I have never hated anyone more than trump.","author":"@ronchasr6656","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"d4555864-2db4-4469-9ca7-ce95eff2f1a4","source":"youtube","source_id":"Ugyk7oqf5bY335VnX9Z4AaABAg","content_type":"comment","title":null,"body_preview":"A fascist pathological liar he is lm glad some of the people walked out","author":"@mikeworrent1107","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"c1f45b55-97e8-48d9-912b-b5aba447184f","source":"youtube","source_id":"JQM8mq7i_x4","content_type":"post","title":"U.N. Delegations WALK OUT On Trump","body_preview":"Delegations walked out during Donald Trump's speech at the United Nations General Assembly. Ana Kasparian discusses on The Young Turks. Do you agree with TYT's take? Tell us what you think in the comm","author":"The Young Turks","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","human_created_marketing_language","false_specificity"],"bot_score":0.47081658174457114,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JQM8mq7i_x4"},{"id":"3fd668ce-2263-4b00-b2c6-6cec1d279aaa","source":"youtube","source_id":"Ugw1sywwfCT5Zr8hcRp4AaABAg","content_type":"comment","title":null,"body_preview":"I would so love to be the one that gets to put the cuffs on Bessent and the rest of the criminal's in this regime! I wouldn't be nice about it either! MC veteran! 💪","author":"@Donnieismental","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"a26fa06f-f6ef-4ab0-b139-5881930427ba","source":"youtube","source_id":"Ugzhl5Zje-hMFQv7KQR4AaABAg","content_type":"comment","title":null,"body_preview":"Great to hear this woman speaking & calling out is bs.   We need more like her","author":"@maureenbrophy7852","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"bd9a1fd4-16bd-455b-aa50-1c5858c95772","source":"youtube","source_id":"UgwfbDyu5ss0SZw4kxd4AaABAg","content_type":"comment","title":null,"body_preview":"They are playing games on both sides and all of them sitting up there are rich","author":"@coreybrowm145","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"bf5323da-9037-49da-8eae-fe82412adbce","source":"youtube","source_id":"UgxHx4enMqn6Lz-bf2F4AaABAg","content_type":"comment","title":null,"body_preview":"My insurance went up by $200. Thank you Ms. Presley ❤","author":"@charmainewelsh4330","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"5d1284d1-9fa9-46a7-97b9-8c6a0e57a4cb","source":"youtube","source_id":"UgxzZt4io48miAB-Ae54AaABAg","content_type":"comment","title":null,"body_preview":"Thank you miss Presley. THIS man is so low. He is a shameless criminal.","author":"@charmainewelsh4330","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"792fa36d-7ce5-41aa-b72c-d7eac8128b97","source":"youtube","source_id":"UgxU8B0JDwo74nD6oYB4AaABAg","content_type":"comment","title":null,"body_preview":"👏👏👏👏 I just love when she grills & drills these buffoons.","author":"@chippedpony","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"ec349f54-313c-4076-90ca-f88b6f5a266f","source":"youtube","source_id":"UgzA6UN3N55tmHm4jy54AaABAg","content_type":"comment","title":null,"body_preview":"Guys, it's theater. Nothing changes from these hearings.","author":"@addie-the-main-baddie","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"d2a058fe-d7dc-4765-8ad0-5c81b425e586","source":"youtube","source_id":"Ugxype_27XHhdjkQyhV4AaABAg","content_type":"comment","title":null,"body_preview":"These are all failed democratic policies.\nTrump is trying to get our country back on track and to get these crooked politicians hands out of the tax payer pockets. \nLook at the Biden administration an","author":"@stephenlarson6413","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"32eb15ac-035e-4c26-b556-277d3c1eacf4","source":"youtube","source_id":"UgzMrmYStjK6f1D6a5F4AaABAg","content_type":"comment","title":null,"body_preview":"These politicians are corrupt the country does not deserve this, remove Trump in his career politicians out of office","author":"@ShariClay-c9e","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"287437a5-43b3-402d-85d0-42b964d28571","source":"youtube","source_id":"UgyRoPY60VfGJEod-P94AaABAg","content_type":"comment","title":null,"body_preview":"An ignorant government who can't answer about their own work and responsibilities.  Only answers are Obama and Biden as if that's their only charge","author":"@davidiracheta5779","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"2fff44df-da6a-43ba-ae67-2ed48e5d560f","source":"youtube","source_id":"Ugx4rm_cS1zG4tD1WLV4AaABAg","content_type":"comment","title":null,"body_preview":"When she asked questions to that man, he tried running around the bush and not answering the questions, but this woman cut him off . Good for her!","author":"@marieniggenaber2605","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"cf220548-7242-4505-b1dc-01f130db9c5b","source":"youtube","source_id":"UgwGIfIheKOaFf6mJyR4AaABAg","content_type":"comment","title":null,"body_preview":"What this tells us is that Bessent doesn't know numbers.","author":"@Soei23","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"24680611-b95c-44d5-884e-dc7babce8bd9","source":"youtube","source_id":"UgxyTrc2DmJOIGqjuj94AaABAg","content_type":"comment","title":null,"body_preview":"All these fools are willing to destroy there careers and reputations for trump and the list doesn't stop. It's always the same result he turns his back and shits on them","author":"@cmterry9876","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"6813b5ea-c794-45eb-ba10-b586d989f5d8","source":"youtube","source_id":"UgwXzEYo7Mi90wvQt-J4AaABAg","content_type":"comment","title":null,"body_preview":"He’s not stupid. He’s just acting stupid or president is not acting stupid. He is stupid.","author":"@BennyBlain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"a121ba30-cf02-4c26-bd94-51ffd5294c2c","source":"youtube","source_id":"UgxPaxExUismHhmc9JZ4AaABAg","content_type":"comment","title":null,"body_preview":"The struggle is real this is the first year me and my husband could not receive our taxes at the beginning of the year they said we were above poverty \nOnly my husband works I’ve lost my job due to no","author":"@JackieTorres85","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"32d4c8a9-21f9-4469-af0e-bb74f6d313ef","source":"youtube","source_id":"Ugz_eXNoVnDOoXSiTUh4AaABAg","content_type":"comment","title":null,"body_preview":"If they don't know, then they are either stupid, or to indefferent to be doing the job they were confirmed to do.","author":"@KevinPennington-q6o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"ba96dbb3-9e57-4528-9659-64c792075f1b","source":"youtube","source_id":"UgydJ45Z_o_-sEFhfp14AaABAg","content_type":"comment","title":null,"body_preview":"Thank you, Rep. Pressley!! STOP WITH THE LIES BESSENT!!","author":"@JaceHarnage","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0jWBqCwmQVE"},{"id":"edf861ec-256e-4c4b-ad96-fa5fa1fd2753","source":"youtube","source_id":"UgxdMqbC8hIApG4FYTV4AaABAg","content_type":"comment","title":null,"body_preview":"So many of these incidents happen in the airport, but NO one blames the alcohol or alcohol sellers ever","author":"@AR-nn3vr","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"2f944ac2-a2ed-4507-8eb5-1df3d63e6d10","source":"youtube","source_id":"UgzaZExXukkT8x-QOUJ4AaABAg","content_type":"comment","title":null,"body_preview":"So, if an American man smacks his wife in the Mumbai airport, does he go to jail?","author":"@ecosystems","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"cbe9a51a-2ee6-464c-b0f8-e75130791f7f","source":"youtube","source_id":"Ugzzy4tlE0M_IpD9wnV4AaABAg","content_type":"comment","title":null,"body_preview":"Very confusing when people say they _can't_ go to jail. No no. It's very easy. The officers even give you a ride there. You don't even need to direct yourself. The officers literally direct you right ","author":"@markieman64","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"e9517375-68db-4a11-bee4-8c3b54ed7a7a","source":"youtube","source_id":"UgyRiRTGfHsMKRML3MN4AaABAg","content_type":"comment","title":null,"body_preview":"I’m confused, did this happen at “the airport”?\nStupid AI 🪳","author":"@milkman81","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"8d62f7f5-22b0-48c3-911d-0c888af22e56","source":"youtube","source_id":"UgwThA26E49VNtLzEZp4AaABAg","content_type":"comment","title":null,"body_preview":"That's why you shouldn't hit your wife in public. At least wait until you get home. 😂","author":"@justinwatch","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"4c8d5654-4f1f-4074-8692-2d8671cfc10c","source":"youtube","source_id":"UgyHPidx53Gs1f9VSOF4AaABAg","content_type":"comment","title":null,"body_preview":"When you're wearing a Boss outfit and gets called \"Hey Boss\". 😂","author":"@mightychow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"c3527ac0-7f91-4494-9010-b1bc686c2862","source":"youtube","source_id":"UgxkyOYgTXM7Xhf-FhJ4AaABAg","content_type":"comment","title":null,"body_preview":"If they don’t want you to get involved don’t get involved, they aren’t asking you to.","author":"@cerovk6000","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"713a9e75-0a0f-4ccf-b9c8-c5aa8d1b0f14","source":"youtube","source_id":"UgzgW-0u4Cv2Poie5tl4AaABAg","content_type":"comment","title":null,"body_preview":"That man that reported this should mind his business! What a POS he should stop trying to be a hero! People like that make me sick. Lame!","author":"@blasi1800","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"88e7c3f4-ae34-4512-879f-82ecfc7ce911","source":"youtube","source_id":"UgxBmpH8Hseq78RNRWN4AaABAg","content_type":"comment","title":null,"body_preview":"😂Why is Vincent Price narrating U.S. crime videos?","author":"@girlygal098","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"ad165c36-390c-44c2-aae3-47d75e14735d","source":"youtube","source_id":"UgwX-x6NFXaVGrtR8LN4AaABAg","content_type":"comment","title":null,"body_preview":"This kind of behaviour is acceptable in countries like India and Pakistan.","author":"@stephenoreilly6","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"3668bf7b-d3a5-40dc-85c4-2ee99046dceb","source":"youtube","source_id":"UgwTeSuEEh9nkkfEB6N4AaABAg","content_type":"comment","title":null,"body_preview":"She won't press charges.  He will be fined and released in the morning.  The State gets their money.  The couple misses their flight.  This arrest punishes both of them.","author":"@Loveapuzzle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"8e54311f-40a2-455d-93fa-f30717d58281","source":"youtube","source_id":"UgyJqrKMjfUzn6hA60p4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like the wife was initially trying to adhere to the practice of walking two steps behind and one to the side of the husband.","author":"@coldlaunch6285","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"be438804-f02f-4a75-a5e3-3d432b710927","source":"youtube","source_id":"Ugwv7UXcOUVSSt6qTtd4AaABAg","content_type":"comment","title":null,"body_preview":"Don't they a holding place at the airport and not have him handcuffed sitting out in the open","author":"@ParticleLarry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"5ac23be6-1d3e-47c6-8b1a-1655d2cbc6b5","source":"youtube","source_id":"UgzXEz2zDYjCzgxzw2R4AaABAg","content_type":"comment","title":null,"body_preview":"“Sir, I cannot go to jail.” Yes, yes you can. And you will.","author":"@coldlaunch6285","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"1eb856ac-4d85-4d8b-a86b-dcaad0e9d5ef","source":"youtube","source_id":"Ugxqc1Rcrg0XF0IQivV4AaABAg","content_type":"comment","title":null,"body_preview":"His wife needs a break. This behaviour is probably normal in Dubai. How the cops are so calm is amazing.","author":"@jgordon1474","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"d407dfab-4563-457c-b469-ecd4dc0410de","source":"youtube","source_id":"UgyMq5c0ns035MPaCal4AaABAg","content_type":"comment","title":null,"body_preview":"*WATCH NEXT:* Grandma Shows Up To *AIRPORT* Hotel; ALL HELL BREAKS LOOSE!  https://youtu.be/IkDH5MzKItg?si=y2LA9VnzXoZ0K-hm","author":"@PoliceOnScene","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"e0591f98-176c-4011-b15e-94e404dea5f5","source":"youtube","source_id":"JhRufABvrC4","content_type":"post","title":"Entitled VIP Passenger Smacks THE WRONG Person At The Airport!","body_preview":"POLICE ON SCENE: Subscribe!  \n\nPlease consider the ‘Police Explorer’ or ‘Chief’ Channel Membership by *JOINING* to support our reporting. It *REALLY* helps us bring you this reporting. \n\nJOIN: https:/","author":"Police On Scene","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhRufABvrC4"},{"id":"0ba104c5-d172-4439-ac32-e424f1b85bee","source":"youtube","source_id":"UgzCZNTWkNn2IWqshtx4AaABAg","content_type":"comment","title":null,"body_preview":"In the future, we really gonna have a history topic about the \"2020s\" like we have with the 60s, and one of the key topics in thats gonna be Donald Trump. \n\"Explain thoroughly why Donald Trump was a m","author":"@noahmacaulay4803","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"55feb873-f3a3-4255-8c66-c2096c3a88d1","source":"youtube","source_id":"UgyOkTkllQoETRxtDeB4AaABAg","content_type":"comment","title":null,"body_preview":"petition to get the media a pool to watch press conferences from","author":"@ejautumn","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"3e950393-a568-4046-b59d-680eea1aecbb","source":"youtube","source_id":"UgwsK2QQwm6r3cOygEp4AaABAg","content_type":"comment","title":null,"body_preview":"Obama banned ONE reporter and with good reason. The other stations like jumped in because they were all Obama bashers.","author":"@BlankBodysuit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"49bb994c-d12c-4429-bc33-e44ee316e5d4","source":"youtube","source_id":"Ugw191wv0n2_VpOko2N4AaABAg","content_type":"comment","title":null,"body_preview":"Plenty of presidents have removed members of the press pool, it’s not new","author":"@zeldamasterdal","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"a5f5550a-3a4a-4db4-87dc-03f1e192dea0","source":"youtube","source_id":"Ugwfn8vx3mq2GuFRDrl4AaABAg","content_type":"comment","title":null,"body_preview":"I'd like to also point out that there is a difference between banning a single reporter and banning an entire network","author":"@Jimmy-z2g","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"94a58fd9-1705-41ef-bea1-54632d2f7e1e","source":"youtube","source_id":"Ugydo1CbzjPMrJ0TIi54AaABAg","content_type":"comment","title":null,"body_preview":"If Trump speaks in the woods, and no one is around to hear it, did he make a sound?","author":"@samanthaw.861","classification":"human_created","confidence":0.85,"indicators":["philosophical_riddle_format","political_commentary_style","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"5abaa99f-cdcb-41c4-8f1c-60146179fc74","source":"youtube","source_id":"Ugxf5aRk2IIpirYFEqF4AaABAg","content_type":"comment","title":null,"body_preview":"I understand both sides. One should let the other side report news even if they are against you, but I also understand that the power to decide who can get in is in the hands of the President. Not any","author":"@Reonsi","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"0d18898e-0818-49c9-bc8e-81b12f3c4691","source":"youtube","source_id":"Ugy1Ri7azW6XQv2wI4F4AaABAg","content_type":"comment","title":null,"body_preview":"What distopian bullshit is this? This literally the third Reich in modern times","author":"@casperghost9808","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"957b8129-a0a6-41be-83ea-409866b53972","source":"youtube","source_id":"Ugxj9G_MILV215vUmBx4AaABAg","content_type":"comment","title":null,"body_preview":"Anddd they're still bringing up something Obama did, 17 years ago.","author":"@whimsicalstray","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4766003227541688,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"4745552a-c862-4d36-8fcc-7da2a93ab762","source":"youtube","source_id":"UgzXJ9qJNvAZG2n_bGV4AaABAg","content_type":"comment","title":null,"body_preview":"WE THE PEOPLE can’t change anything because he doesn’t care about laws. So don’t talk about him (it makes him furious)","author":"@EvanMoon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"1d9eff25-5145-4492-b6c0-ceb0dc60c500","source":"youtube","source_id":"UgyFro4MCvKHH4eSuIh4AaABAg","content_type":"comment","title":null,"body_preview":"Also banning one reporter as opposed to an entire network is also something different in that comparison.","author":"@thatfibroqueer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"31de7ff4-32b5-4e63-a801-40bb5fbe1b1c","source":"youtube","source_id":"Ugxi8XHM-azqHlxpc0V4AaABAg","content_type":"comment","title":null,"body_preview":"\"the sound of no microphones\" wow Audio is important to video who would've thunk it?\nI am an audio engineer.","author":"@imark7777777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"918b621d-7bd0-4e68-809a-bbaa7084fe4e","source":"youtube","source_id":"UgynYrAhSRk5UzZ_AOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why does he need help holding scissors?\nHow are we not talking about this?\n\n... I swear I could hear, \"help my baby hands! Now! They're so weak and pathetic. The most pathetic. No one's ever had more ","author":"@NewEstate4thDimension","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"54442b47-2501-490e-b1c5-d1a48865cd1b","source":"youtube","source_id":"UgxqFq_I_ck-x4IJ68l4AaABAg","content_type":"comment","title":null,"body_preview":"Y’know what, respect to Fox News for paying it back, at least","author":"@sydnamon5986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"cab9ff49-42aa-4fd9-a224-a92653cc578e","source":"youtube","source_id":"UgycoY6lW75fk1E9Kkt4AaABAg","content_type":"comment","title":null,"body_preview":"How's about a boycott of lies outa trump? what's he gonna do? if no one pays attention did he really say anything?","author":"@kurtmundt2736","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"89437695-5c3e-4d4a-b028-6ec7884cb240","source":"youtube","source_id":"Ugwn1RwzngOuLTyKi_p4AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunate to hear that 2009 was 17 years ago, that can't be right.","author":"@Name-ot3xw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"27a2f4aa-b9df-411f-8493-60bde32e9f6c","source":"youtube","source_id":"UgwfjuttoCKTurD_BJx4AaABAg","content_type":"comment","title":null,"body_preview":"Wait, even Fox News didn't cover it in solidarity? They have standards?? This is new","author":"@maybeleftintherain","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"ede981c5-1667-4f3a-8080-c9bd93a39fd0","source":"youtube","source_id":"UgxFzJ6xgu_GwO93dwF4AaABAg","content_type":"comment","title":null,"body_preview":"Getting Fox News to sit out in solidarity with CNN might be the most impressive thing Trump has done as president and it was done completely unintentionally","author":"@tjg5619","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"ea7b1c08-2a9e-4680-a3e3-f89cbab8486e","source":"youtube","source_id":"UgxD3lq-ThAW9ICMOQN4AaABAg","content_type":"comment","title":null,"body_preview":"Sigh. He off and did one of his tantrums again and big daddy court had to tell him no","author":"@Ashthewriter","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"bee16a7c-263f-45b6-85fc-babec3630e7c","source":"youtube","source_id":"UgyhKGl226iutv3tRWV4AaABAg","content_type":"comment","title":null,"body_preview":"I cant believe we allowed a petulant child run amuck for two terms.","author":"@KhaoticKiNG","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"35052b44-3028-45a2-a3d6-171d7d058c3d","source":"youtube","source_id":"UgzcolO70qvktvigsWF4AaABAg","content_type":"comment","title":null,"body_preview":"Trump TV??? Are you kidding me??? \nThat's it kids, get the wrecking ball, we're going to tear it all down and start from scratch!!!","author":"@jaimehastings3234","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"eab3dc64-5914-42a3-bea6-4b6b16b79601","source":"youtube","source_id":"UgzxfocpC_LI6andd_t4AaABAg","content_type":"comment","title":null,"body_preview":"everything would be better if all of the press never reported on what this president does ever again","author":"@danielkline3411","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"fa997c08-0ea4-49ee-9f50-79d347ee30cc","source":"youtube","source_id":"UgwMoo0v8c3ZdppuR1R4AaABAg","content_type":"comment","title":null,"body_preview":"24 hr segment on trump, would have any one commit sudoku","author":"@el_gatito_cafeinado","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"57184793-6b2a-4b23-9731-c7ec3d8a7718","source":"youtube","source_id":"UgzpUEYIUfp6JdpTTp54AaABAg","content_type":"comment","title":null,"body_preview":"This is our latest video collaboration with the MediaWise Teen Creator Network. They helped shoot, research, edit and write this video. And two of them starred in it!","author":"@DaveJorgenson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2129115625767228,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"3955582e-eba4-4706-9d25-d8d2954bafd9","source":"youtube","source_id":"hY2H2QqE6zA","content_type":"post","title":"What happened after Trump banned CNN, MS NOW & Politico","body_preview":"Trump banned three outlets from the White House and chaos ensued.\n\nJournalists from CNN, MS NOW and Politico were allowed back into the White House around noon on Thursday. Their return came after a c","author":"Dave Jorgenson","classification":"human_created","confidence":0.8,"indicators":["quoting_external_source","collaboration_statement"],"bot_score":0.14187932505247677,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hY2H2QqE6zA"},{"id":"4c26daa9-b65c-4fa9-a733-4a79df9a0abb","source":"youtube","source_id":"Ugwo7-t0Nf9Nj72q4-F4AaABAg","content_type":"comment","title":null,"body_preview":"Where were they when Obama and Biden did the same thing and went after social media influencers!","author":"@davidhaley9285","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"fd2289e1-f68c-4617-a6a7-f25b8555ea10","source":"youtube","source_id":"Ugw9nenM67OOcZAILpF4AaABAg","content_type":"comment","title":null,"body_preview":"Joe Biden banned many conservative press members including many from Africa and Central America. In the hundreds.","author":"@festersuncle6298","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"322beb25-c187-4daa-b767-cebc02864fb6","source":"youtube","source_id":"UgyOinBKDvUIZSMjKfJ4AaABAg","content_type":"comment","title":null,"body_preview":"Amen! People are tired of the liberal propaganda. The liberal MSM has been exposed and we are not going to put up with it any longer!!","author":"@drcornelius8275","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"7724c8d9-2c96-4420-811e-b72d149c5c43","source":"youtube","source_id":"Ugz12DoS8G3RoBGqtbN4AaABAg","content_type":"comment","title":null,"body_preview":"Fake news 24/7. That's the enemy of the people of America.","author":"@Unvaxxedwolf","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"087786b5-791e-47c5-b27c-54656985a4a5","source":"youtube","source_id":"UgxTvLj9nwdjo5fjKfR4AaABAg","content_type":"comment","title":null,"body_preview":"He doesn't like fake press but in reality he's fake. Fake President","author":"@johnpaul9606","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"08572a58-9ad0-471d-a1bf-9b4259e5ecbb","source":"youtube","source_id":"Ugy8ayb3BPM68qUjFMB4AaABAg","content_type":"comment","title":null,"body_preview":"What citizens expect for a convicted criminals Donald joker trump behavior to be a nice person","author":"@Juan-n1k3x","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"9ae38e55-fd9e-48b8-9d75-0425c741a939","source":"youtube","source_id":"UgyaQfvNPblTA6r-WHt4AaABAg","content_type":"comment","title":null,"body_preview":"Mr Trump \nSo many people I know do not like you. They think ur doing a bad job. What about those checks were going to give us all  every USA citizen American  18 and over","author":"@Realxx9","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"1c34fbb9-621b-48e7-a8dc-bdc2c5a52873","source":"youtube","source_id":"UgwMM4J6RwEKAbA_Dz54AaABAg","content_type":"comment","title":null,"body_preview":"When Trump cannot answer to a question his tactic has been shouting \"shut up\" and running away😅😅","author":"@Teddy-oi3wv","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"f7389592-00e9-4906-b273-03b9b0edd3c0","source":"youtube","source_id":"UgwDWj94S_90MQFAFn14AaABAg","content_type":"comment","title":null,"body_preview":"His stupid war that he has invested along with Bibi has bankrupted the US in many aspects, from monetary policy, trades, economy, wealth, and moral.\nAmericans have been shortchanged. 37 billions to a ","author":"@Teddy-oi3wv","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"d37decae-c10d-47d1-b8ca-1984d8ce0f8f","source":"youtube","source_id":"UgzGLMU4ohgHbdI5pIx4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder why he doesn't speak to men like this. Loser. He needs to deal with his mommy dearest issues. 😂😂","author":"@ShannonWatts-x6q","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"d123e52e-b36f-408d-9710-3c0b88d4ffa5","source":"youtube","source_id":"Ugwp2bJVBR5nI0y82yN4AaABAg","content_type":"comment","title":null,"body_preview":"HE’S A FAKE PRESIDENT!!!!  WHY DO THESE REPORTERS EVEN BOTHER TO GO THERE AND ASK HIM QUESTIONS?  I DON’T GET IT.","author":"@Kendrick-z6c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"d4013be0-a0df-443c-90ac-6e0c8d7420d9","source":"youtube","source_id":"UgwbnCwLhzmChU_u8vx4AaABAg","content_type":"comment","title":null,"body_preview":"SHUT UP TRUMP, WE DON'T WANT TO HEAR YOU MUCH LESS SEE YOU! JUST GO AWAY & DON'T COME BACK!","author":"@donwoodroof2852","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"db255cb9-5498-4d8b-876f-fa9ecff1b2b7","source":"youtube","source_id":"Ugy8Ib68PEfZ6xVJ2IN4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe he should do something GOOD for once then it wouldn't all be bad reporting on the old fart.","author":"@Sateev1984","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"d58985e4-a356-46c1-a18f-a2817febef15","source":"youtube","source_id":"UgwbdCCOAmERr2DUAWp4AaABAg","content_type":"comment","title":null,"body_preview":"Quiet while I place my Executive order!!!!.... A quarter pounder meal with extra cheese and a large fries.","author":"@Tom-p6z5z","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"e069f630-d539-4f52-bbab-c1fe385736d2","source":"youtube","source_id":"UgxORBwe0EqeihXHdg94AaABAg","content_type":"comment","title":null,"body_preview":"Fake news????? What about all your fake accomplishments donald?","author":"@woolybugger2575","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"b7c216ed-e2b3-4a91-a6a3-d7e36536709c","source":"youtube","source_id":"TtW6AwEaHuc","content_type":"post","title":"WATCH: Trump Tells Reporter To 'Quiet' Amid Questions Around White House Media Ban","body_preview":"During a gaggle on Saturday, President Trump was asked about the White House media ban.\n\nStay Connected\nForbes Breaking News on X: https://x.com/ForbesTVNews\nForbes Breaking News on TikTok: https://ww","author":"Forbes Breaking News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2634801339672048,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TtW6AwEaHuc"},{"id":"a3b90681-ee57-4af7-b2a1-6ba39975bbf2","source":"youtube","source_id":"UgwsYSQD9Bk75rVrsE14AaABAg","content_type":"comment","title":null,"body_preview":"All this talk of Cassidy, where was the Sundance Kid in all of this lol","author":"@darmou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"3542272b-9f19-4cb9-a0a9-6b4c7d18b030","source":"youtube","source_id":"Ugxwaai6c_NWf-qmA9J4AaABAg","content_type":"comment","title":null,"body_preview":"Colin Kapernick is a hero. Great to hear from him.","author":"@Sup4ast4r","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"668e13bc-88d1-4ec8-950e-a3d0c5cf48c9","source":"youtube","source_id":"Ugyb9Y2WKCDJB3g_TfR4AaABAg","content_type":"comment","title":null,"body_preview":"The possibility that the United States could become an autocracy in our lifetime has the entire world clinging to November when Americans do what’s right by their democracy and rid themselves of this ","author":"@philparent2700","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"dbb71c63-c9d2-4142-b74e-d676fc8e390f","source":"youtube","source_id":"UgyaF7nblqw_TYoprvN4AaABAg","content_type":"comment","title":null,"body_preview":"Potemkin did the same sort of facadism in Russia to convince the Tsar that villages were not poor. One may say Trump put the ad in facism","author":"@randall9282","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"62dd6a2c-45dd-4372-a312-f49765ea34cf","source":"youtube","source_id":"Ugw0OBvvlzFmqB1EmkZ4AaABAg","content_type":"comment","title":null,"body_preview":"polls dont vote. just like those gop maps where its all red - land turns out also does not vote. so get out and vote before we get an overdose of poll copium!","author":"@karlisgertmanis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal 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lettuce","author":"@ariannanorris-landry4428","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"a25d50e3-1333-4f3c-99f2-1e126a24dc36","source":"youtube","source_id":"Ugykfp4E70CvGV1-iKJ4AaABAg","content_type":"comment","title":null,"body_preview":"This was a very interesting conversation, a real eye opener… I do feel that’s it  time to get a younger generation into government…….","author":"@winniemckenzie591","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal 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MAN.","author":"@suryainduri4041","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"ce8e6465-9e2b-45e9-910f-323b6228f55a","source":"youtube","source_id":"UgwhtAsVS322kySz8494AaABAg","content_type":"comment","title":null,"body_preview":"Vote blue regardless I don't care what the polls show go out and VOTE!!!!","author":"@megang7191","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal 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Come on Dems, get with it","author":"@Garold-t5z","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.4846980976013233,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"21ff7590-2de4-46ba-bd32-f2fbe123c91e","source":"youtube","source_id":"Ugwf-HpJu9jgYDm0tex4AaABAg","content_type":"comment","title":null,"body_preview":"Progressive and DSA canddates running within the Democratic Party are re-energizing the Democratic Party, challenging the entrenched corporate owned centrist Democrats, and getting results for voters ","author":"@BarbaraMullen-y2n","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"6cca2da8-9f50-49d6-abda-7fb0425bd40d","source":"youtube","source_id":"Ugw8qFBU1x8_8GyPmI14AaABAg","content_type":"comment","title":null,"body_preview":"Thank you, Tommy for having this important and timely conversation with Kaepernick. The way he was treated by the corporate sports elite and Trump, was/is horrible and, IMO, against all the Founders f","author":"@ritabriola5108","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"02a0dfb8-1758-45ad-82ab-a41d331c74fc","source":"youtube","source_id":"UgyGae-Bt8h5hPAoRH54AaABAg","content_type":"comment","title":null,"body_preview":"Why is everyone doing Jon Lovett’s constant little jumps?  Frankly, it’s irritating.  It’s cute when Lovett does it.  But are you all going to do that?  It’s weird.","author":"@aprildice5486","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"52619d22-a983-4b65-88e6-2ed3c3b9c950","source":"youtube","source_id":"UgzckhPpFRVwlJvBvLR4AaABAg","content_type":"comment","title":null,"body_preview":"People, we have to Save America.  The only way to do it under our political system is to vote 100% Democratic.  Right now Republicans hold all the power.  Your job is to give Democrats the majority in","author":"@RenegadeDesigner-c3y","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"eb9c36d1-7ef2-49a6-979e-bc1af1e747fc","source":"youtube","source_id":"UgwMSVEMZrQ59yiezlR4AaABAg","content_type":"comment","title":null,"body_preview":"Funny hearing the ProBros talk about Troy Jackson’s bad polling…right after I heard the Dem establishment took over his campaign and talking points.  The turn in voters under 30 after hearing Jackson ","author":"@patrickbanus","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"365862a0-e286-4c29-8e38-874bc1f24789","source":"youtube","source_id":"UgwA03UufnO54UYj9VF4AaABAg","content_type":"comment","title":null,"body_preview":"Don't take your foot off the gas pedal, folks. Things look good now, but don't get complacent. Keep fighting, keep attacking, and don't let up. Because after the last decade, this doesn't need to just","author":"@jspres86","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"0c33872b-1786-4b7b-aebe-9ac2374bdb6f","source":"youtube","source_id":"UgxG_Vg_zI6KrtOHWZJ4AaABAg","content_type":"comment","title":null,"body_preview":"Does it matter if these outlets don’t really call it like it is. They sanewash this admin by giving them credence.","author":"@karen.yeskaren.1611","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"e11c78e6-bd99-4725-9310-1cb05b256fce","source":"youtube","source_id":"UgwRoinE0vVmG5mmDk14AaABAg","content_type":"comment","title":null,"body_preview":"Colin Kaepernick is worthy of respect for his courage alone.","author":"@ach575","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"89d65065-d56f-4d14-af7b-847dfee39bd3","source":"youtube","source_id":"UgygT0G08W2LB5DADEB4AaABAg","content_type":"comment","title":null,"body_preview":"I'm from Maine and I can tell you why Susan Collins is leading and white Troy Jackson is so-called \"underwater\" buy six points. Susan Collins has a massive spending budget and every commercial break i","author":"@YourFavoriteContractor","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"aae98538-58c6-474a-a782-41baa61dafdb","source":"youtube","source_id":"UgxuLbEV7Q5bLBRAOYV4AaABAg","content_type":"comment","title":null,"body_preview":"This about her winning by 9, is misleading. Acounting for RCV she won by 4-5 points, not 9","author":"@LucasSPOOKS","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"4b8056ff-1f6d-4eed-b0bd-7e8a456ce5c3","source":"youtube","source_id":"UgwvLtYp2RA5C1kcGix4AaABAg","content_type":"comment","title":null,"body_preview":"What is wrong with your so-called conservative politicians?  They seem to be unnaturally obsessed with people's sexuality and things like drag queens, bestiality and furries. I think there are a lot o","author":"@jenniferhay7744","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"cf06d1ad-6847-4b54-99e9-504845030dad","source":"youtube","source_id":"UgyraAPW8GKDY4kTWJV4AaABAg","content_type":"comment","title":null,"body_preview":"So impressed with Mr. Kaepernick. Every person must soundly reject profiling, racism, and hate of every kind. Thank you, sir, for your strength and commitment.","author":"@user-bm7uu5mm5n","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"2aff84a8-b3ef-4307-a4dc-3f792e4abbb2","source":"youtube","source_id":"UgxDY46xhTyth77Ktod4AaABAg","content_type":"comment","title":null,"body_preview":"I love everything Kaeperbick has done since leaving the NFL. If the fix hadn’t been in during his Super Bowl vs the Ravens we would have handed him his head when it was over. Luckily the NFL overlords","author":"@bobjr4502","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"0c3a67f0-5a8f-44da-b068-3c9e1a4b7da5","source":"youtube","source_id":"L6OKDXYtKSM","content_type":"post","title":"Democrats Gain Ground in Midterms as Republicans Distance Themselves From Trump","body_preview":"The news is full of encouraging signs for Democrats. Is it all too good to be true? Dan and Jon react to Republican candidates running away from Trump on Iran, then break down the latest polls — inclu","author":"Pod Save America","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","natural_digressions","self_reference","specific_details"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L6OKDXYtKSM"},{"id":"b1293abe-7501-4273-b2e6-f1ecdf326c44","source":"youtube","source_id":"UgwS1ywXmHZuzUVVTO14AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if they also search inside the refrigerator, in the toilet tanks, in the air fryer, in the washer and dryer, or on the roof of the house? Usually, they focus on searching the bedrooms or the ","author":"@monicadelagarza8730","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"585e198c-686f-48f9-9925-8bac3e108125","source":"youtube","source_id":"Ugx6uCrRM-klK_e36QF4AaABAg","content_type":"comment","title":null,"body_preview":"He fed both women with a load of lying BS to keep them as long as possible","author":"@ell4875","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"9599ed7a-e2de-4369-9e3a-c0d50d3d46c8","source":"youtube","source_id":"Ugx14uCZCMnUDdVdpHN4AaABAg","content_type":"comment","title":null,"body_preview":"For her to go to Ashley’s parents house the morning of the murder is just so disgusting.","author":"@TerraWallace","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"16539181-9a48-4efe-b1d3-0f8c94056bd0","source":"youtube","source_id":"UgyzmkVukrIhyPI59E14AaABAg","content_type":"comment","title":null,"body_preview":"Other than proving the affair, so far I haven’t seen or heard a whole lotta proof of his guilt. Trust me, I’m not pro-Caleb at all!! I think AB should have something brought against her too. And all t","author":"@kellyfitzpatrick7763","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"5c627183-62ff-4d6a-8b16-ceea4bd46059","source":"youtube","source_id":"Ugx4qP9ZKJP1ihzcEqJ4AaABAg","content_type":"comment","title":null,"body_preview":"All that work putting a door up to say does this door look in the same condition when you took it seems very silly. What a waste of time","author":"@DolphinsFan103","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.5163043478260868,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"178c8d83-e07a-4021-985a-7f8bf9abd883","source":"youtube","source_id":"UgwlF1ZSF2jcvwMtQI54AaABAg","content_type":"comment","title":null,"body_preview":"He took the door handle off on the wrong side? 😂😂 Amateur","author":"@DolphinsFan103","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5163043478260868,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"c1a26ec8-2527-405b-84b7-c9f9bc8631b1","source":"youtube","source_id":"Ugypp9FrKnJBWbljbn54AaABAg","content_type":"comment","title":null,"body_preview":"this detective is just babbling, guessing… trying to be too professional. The prosecutor is trying to guide him but his brain is somewhere else","author":"@junkandthangs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"3841e5df-81c0-4e64-acd3-e148d0c9f855","source":"youtube","source_id":"Ugz-e1aumIT4VOdaY3p4AaABAg","content_type":"comment","title":null,"body_preview":"She’s guilty of having an affair but I believe every word she’s saying about Caleb. I’d like him to explain his constant crying and distress im court now. If anyone deserves the name “douchebag” it’s ","author":"@Lokisdottir1964","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"457a891e-97ec-4def-b046-b2a81622e192","source":"youtube","source_id":"UgwIx9gdGwMov8mxz5B4AaABAg","content_type":"comment","title":null,"body_preview":"Another level of high technologically based cheating and preplanned e-murder... there is no justice if they dont put her in jail","author":"@NonstopTalks-k4g","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"706f3bc5-cec1-4b5d-acde-ca0af97c89be","source":"youtube","source_id":"Ugz6xbUy591qSL9IHaV4AaABAg","content_type":"comment","title":null,"body_preview":"She lost a lot of sleep rehearsing her testimony on tool marks 😳😳","author":"@tiffanysamuelson9262","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"2a76d0ff-c5ab-4d17-958c-ea17b82ff170","source":"youtube","source_id":"UgzYmix8XAyT1U0A-e14AaABAg","content_type":"comment","title":null,"body_preview":"Who would ever want her after she acted like this?","author":"@pat4597","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5575091575091574,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"0cdbbf6d-b4be-4fcc-b07b-fe76d5024ea0","source":"youtube","source_id":"UgyCSMn5dfCuwyDIsux4AaABAg","content_type":"comment","title":null,"body_preview":"Let’s talk more about the Venmo and how long had he NOT been sleeping in the bed with his WIFE so we know that being on the couch that night wasn’t about coughing but a normal detail he lied about.","author":"@tiffanysamuelson9262","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"25dd0a02-7de0-40d1-93f1-3d008f86cc10","source":"youtube","source_id":"UgwlqUN_QVphmxdIVn54AaABAg","content_type":"comment","title":null,"body_preview":"Is it me or was he trying to manipulate her to do it for him?","author":"@donatskitchen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"19202a1d-e24d-43c6-b760-7fa00b63412a","source":"youtube","source_id":"Ugy_6WHV0Lo7KRew6WJ4AaABAg","content_type":"comment","title":null,"body_preview":"Should make the mistress read the messages he sent to his wife that said the opposite because Ashley Was none the wiser poor thing living thinking she has a happy marriage.","author":"@donatskitchen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"5069dd0f-7b90-4ece-91b2-ba2333828832","source":"youtube","source_id":"UgxRAz_VyPyzJVLILfR4AaABAg","content_type":"comment","title":null,"body_preview":"What reason has he given her for all the hate ? Really …. She wanted it for herself so bad she couldn’t see he was manipulating and trying to get her to do it for him","author":"@donatskitchen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"b1707ef8-2a20-4c91-ac6c-54c1e8442b5d","source":"youtube","source_id":"UgyCJh70Sxpoon3GJv94AaABAg","content_type":"comment","title":null,"body_preview":"He seems to use crying to manipulate quite often… oh remember my crying … don’t forget the show I put on for you","author":"@donatskitchen","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"ad739bb5-a28c-489b-b4fe-83dcbf7f80a4","source":"youtube","source_id":"UgyGk6AG2qbegrBIZgl4AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunately Nude Pics 😂 now it’s unfortunate smh","author":"@junkandthangs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"42222c8b-ebf9-4bdc-baac-3ce04d4e2133","source":"youtube","source_id":"UgxLKyVrnqCLuLKYbC14AaABAg","content_type":"comment","title":null,"body_preview":"Tattoo on armpit 😂😂😂😂 what a silly little girl you are Alleigha","author":"@ailyn1110","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"ed4a0b05-b9a1-4e63-adf4-58c9d5a2fe8f","source":"youtube","source_id":"UgwHuZHA0HlTSXTeIex4AaABAg","content_type":"comment","title":null,"body_preview":"“A murderer’s tormented conscience will drive him into the grave. Don’t protect him!”\n‭‭Proverbs‬ ‭28‬:‭17‬ ‭NLT‬‬","author":"@li9291","classification":"human_created","confidence":0.7,"indicators":["bible_verse_citation","strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"8396b11d-7f20-46ad-9905-a8156ec929f7","source":"youtube","source_id":"UgwFKDkMhkAsu3CgYzZ4AaABAg","content_type":"comment","title":null,"body_preview":"Every church and wife at a church will never trust her !","author":"@rubyolivo4925","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"e6150e2e-9b7d-41dd-82a0-81df31772d71","source":"youtube","source_id":"Ugyv0xnVtxaDZtTj7VB4AaABAg","content_type":"comment","title":null,"body_preview":"\"Aaaaaand...\" Holy Hell, defense council is soooooo exciting, isn’t he?? 😂","author":"@sandyjohnson9934","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"78ba6094-35b8-4c79-a62a-d2da445a1221","source":"youtube","source_id":"UgxK6TcK5uK1a6hjFUl4AaABAg","content_type":"comment","title":null,"body_preview":"The ambient noises in this trial almost makes it unwatchable","author":"@sobsr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"63365f5b-747d-4219-a375-47004cfd4519","source":"youtube","source_id":"ZObaRZDPe0g","content_type":"post","title":"LIVE: American Idol Murder Trial - Day 4 | OH v. Caleb Flynn","body_preview":"Former “American Idol” contestant Caleb Flynn is set to face trial in Ohio over the alleged murder of his wife, Ashley Flynn. Flynn has pleaded not guilty to aggravated murder, murder, felonious assau","author":"COURT TV","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.30823271526041307,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZObaRZDPe0g"},{"id":"70a2f531-5a78-4468-aed8-b50b86f30a04","source":"youtube","source_id":"Ugw9JlKyjNeVqnA-hrh4AaABAg","content_type":"comment","title":null,"body_preview":"Unconstitutional and uncivilized to write laws against classic vehicles","author":"@KennyD-r5n5y","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"39e9beba-f9ea-4805-8e74-faf1f5b294da","source":"youtube","source_id":"UgznhD1J2WKV2cFz1GZ4AaABAg","content_type":"comment","title":null,"body_preview":"Kommifornia is known for its 'rigid regulations'...really? THAT'S how you want to spin it??? Pathetic reporting but expected. You can't hate the media enough","author":"@applejacks971","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"336bc948-ffb3-4848-b3b8-3297e8a2c591","source":"youtube","source_id":"Ugz-w63V88o6ETe2Bit4AaABAg","content_type":"comment","title":null,"body_preview":"So only cars from 1976-1985...looks like the 'lowriders' running the 50's and 60's are SOL. Lenno aint gonna be driving the majority of his collection. Might as well take'em to the scrap lot. All that","author":"@applejacks971","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"1c0e56a0-83af-4388-ba86-9734ad7c19b9","source":"youtube","source_id":"Ugw3Z-lgiG0aABfK5l54AaABAg","content_type":"comment","title":null,"body_preview":"Ef california. Where's that big earthquake we've been waiting for?","author":"@applejacks971","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"318c4db0-b35a-4aac-82c1-42cedb65fa67","source":"youtube","source_id":"Ugx_6YM5CvDQEsovJSF4AaABAg","content_type":"comment","title":null,"body_preview":"They ALLOW us short trips??? Ridiculous. Move to another state.","author":"@chemgamer1419","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"373521a4-1930-4ad7-8624-61781b0d9f06","source":"youtube","source_id":"UgzAdQFik0OkzjqFYnB4AaABAg","content_type":"comment","title":null,"body_preview":"Environmentalists: \"let's ban classic cars\"\nAlso Environmentalists: \"look what AI can do\".\nAnyone who thinks these cars are the problem should never use a computer, fly in a plane or use AC, ever agai","author":"@VinylFrontierUK","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"a99f14f7-1d03-4f07-9233-b165c7c5773c","source":"youtube","source_id":"Ugw7pq0Rqtv9ZQdW6_t4AaABAg","content_type":"comment","title":null,"body_preview":"Ohh is that why I dont' see many classic car shows anymore?","author":"@PokemanOkie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"4f3eb84b-0a19-466f-8243-ad313e70af84","source":"youtube","source_id":"Ugyuux8ZAeR0PB9uphl4AaABAg","content_type":"comment","title":null,"body_preview":"The King has generously allowed his people to take short trips with their own strictly restricted property.  Kiss his ring and submit.","author":"@sherifx5122","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"b97ab76c-8f49-4e0a-948e-0411c08ea6ed","source":"youtube","source_id":"UgzmWHz46s3rRFupY3h4AaABAg","content_type":"comment","title":null,"body_preview":"Another reason you couldn't pay me to live in California.","author":"@scratchsescape1978","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"a0101e71-eed5-49d8-90c9-4637e635b672","source":"youtube","source_id":"UgxRWtbJmpvMqwGWSgJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is only for a very strict state that thank God I don't live in","author":"@HONDA_4LIFE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"44235eea-3935-4375-a85b-f71d37986159","source":"youtube","source_id":"UgxTlzSNdZHoh3r3xCd4AaABAg","content_type":"comment","title":null,"body_preview":".. freedom is bs freedom is just a illusion!!! \n... enjoy your day everyone 🙏✋","author":"@mar-u3g4r","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"0a9a90f3-7b7f-4bdc-a84e-a8292a5539d1","source":"youtube","source_id":"UgxitM3CTVHVnT9NPjN4AaABAg","content_type":"comment","title":null,"body_preview":"Or you could just live in a state where you are actually free.","author":"@homebrewthepartialmashway5207","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"9eb27584-0d9e-46fb-bc5b-1c224f8d1520","source":"youtube","source_id":"UgxkfXjj287g0hVxszp4AaABAg","content_type":"comment","title":null,"body_preview":"Too much goverment in our lives, its a worlwide pandemic.","author":"@MrCleitus","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"2f43b20d-1868-4151-8454-c07509d738a8","source":"youtube","source_id":"UgxGpNKVJhaxkqUSL3p4AaABAg","content_type":"comment","title":null,"body_preview":"Covid is spiking again in California, better all get inside. Its a complete mystery why companies are leaving California.","author":"@eichbc","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"fbc62195-ceb6-40d9-bffb-e1adc4da7491","source":"youtube","source_id":"UgzGC-WIKg8bvIHpMnd4AaABAg","content_type":"comment","title":null,"body_preview":"God bless Jay Leno. He's done more to promote and help us in the car hobby than anyone else I can think of.","author":"@DavidKycia-h2s","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"99ab5418-4aa5-49ae-8075-1761a4ca0d94","source":"youtube","source_id":"UgzKA-Aw-88Ppi-mgbR4AaABAg","content_type":"comment","title":null,"body_preview":"Here in Missouri all our classic cars can go anywhere the F-Ck we want. California utopia 😅","author":"@HanzGruber-j1v","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"4eaef09f-6eef-40bf-9ad5-5551b087432c","source":"youtube","source_id":"Ugz-i57ybGI_CNByW5R4AaABAg","content_type":"comment","title":null,"body_preview":"LOL, California is even worst than a communist country.","author":"@angelduran7277","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"8dfc4056-d547-4a21-8d91-e47c694165ba","source":"youtube","source_id":"UgyKLThGHSOK_OuCQ7p4AaABAg","content_type":"comment","title":null,"body_preview":"If it pleases the Crown, may I use my private property on the public roads my taxes pay for?","author":"@abystralvaleska","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"689e9578-85c1-4d2d-ac3b-ecb637cfe350","source":"youtube","source_id":"UgyIL0jjdvSByt5rGkR4AaABAg","content_type":"comment","title":null,"body_preview":"California will let you take a short trip..😂.. gee thanks. Such a nice communist regime.","author":"@3joewj","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"dc5a56d8-d57f-4f52-ac92-0ddfc7bc700b","source":"youtube","source_id":"UgwDNjyfOtbcR4lvbpd4AaABAg","content_type":"comment","title":null,"body_preview":"Only for limited uses like car shows, parades, historical exhibitions, and charitable functions rather than everyday transportation. RIDICULOUS.","author":"@3joewj","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"ce1e1876-f0f8-4f9a-9837-fe292b8058c3","source":"youtube","source_id":"Lrbc5sVya1o","content_type":"post","title":"Newsom signs \"Jay Leno's Law,\" allowing classic cars to hit the streets for short trips","body_preview":"California Gov. Gavin Newsom signed a bill known as \"Jay Leno's Law,\" allowing high-emission classic cars to hit the streets for short trips. Adam Yamaguchi has more details.\n\n\"CBS Evening News\" deliv","author":"CBS Evening News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.47081658174457114,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Lrbc5sVya1o"},{"id":"35760e4a-c8aa-40e5-a9b3-f443dfb25b66","source":"youtube","source_id":"UgxQib6srP8GyhJuPw54AaABAg","content_type":"comment","title":null,"body_preview":"the guy from the Adams family doesn't know what he's talking about","author":"@DEDDYANDWORN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"f1d814c5-a872-494f-a3bf-bf0c6adb8be2","source":"youtube","source_id":"Ugy2Z5-4bHu4AaFlC0Z4AaABAg","content_type":"comment","title":null,"body_preview":"Eddie Munster prepping his absurd comments is like watching a cartoon villain. 😅","author":"@JuliaCollins1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"b3523a04-c1a0-4c6a-a88c-0dd5949f3dd7","source":"youtube","source_id":"UgxeZptlIEMMWkDuLHp4AaABAg","content_type":"comment","title":null,"body_preview":"Why do all these conservative pundits have unibrows? It's something I've seen on at least a half dozen of the male commentators...","author":"@ChaseDiMarco","classification":"human_created","confidence":0.85,"indicators":["absence_of_ai_signals","personal_observation","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"55d76135-41d2-4f13-8e87-e374021ef92e","source":"youtube","source_id":"UgyQR1kHF2l-X4S7mKZ4AaABAg","content_type":"comment","title":null,"body_preview":"Talk about being smug.  She looks so smug and condescending.  She needs a come-upense.  And that nosferatu guy…is another one.","author":"@jeanneanderson5077","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"cea63282-b228-4295-a996-1848bf0cdc9e","source":"youtube","source_id":"UgxQTOkdQLPeiDJohKl4AaABAg","content_type":"comment","title":null,"body_preview":"I wish abby would stop having disingenuous people on the panel, like Lydia, and scott. It makes the show illegitimate. These people aren’t required to make any sense, and it’s obvious that they will s","author":"@rawlsartgallery360","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"0bebde8b-2a86-4c74-bd22-6826f89cc6c3","source":"youtube","source_id":"UgzHIwHdTwwBDk-ieaN4AaABAg","content_type":"comment","title":null,"body_preview":"Great work Adam. I agree about pickles on a burger, however, I love korean and japanese pickled radish, pearl onions, and cucumber, which are usually served as small side dishes or garnishes","author":"@brooklynmack4503","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"ad7b955b-bfea-4225-8734-025fbfe85eab","source":"youtube","source_id":"Ugwiu7GoFrLEUJJrEIl4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans are not stupid.  They are just working really hard to lie to their followers.  It will just take a really long time for their followers to wake up to the lies.  Play Trumps words if you do","author":"@jerryrosen5792","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"ec4e46c9-1d32-4661-bf8b-e612a4a71433","source":"youtube","source_id":"Ugx78sx83TlzpgI1tkV4AaABAg","content_type":"comment","title":null,"body_preview":"Man is CNN is really desperate having this idiot on their network!","author":"@DennisRiccio-t3x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"c10d82a3-1866-49db-94c0-773e516101d8","source":"youtube","source_id":"UgyDVPpf7emaFIQjRP54AaABAg","content_type":"comment","title":null,"body_preview":"She must’ve taken “Scott Jennings disrespectful condescending face classes”","author":"@jacquelinemamahiggzhiggins2951","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"df64501f-2d9a-4910-90d5-3efcd508bb94","source":"youtube","source_id":"Ugw-NxWDaTBfZ_h1ReR4AaABAg","content_type":"comment","title":null,"body_preview":"This is Xi Jinping’s look throughout his visit to America… 😑🥱😐","author":"@starmystry1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.6153083028083026,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"99053b72-2cad-4db0-a86b-2263aa6a6865","source":"youtube","source_id":"UgzWkaUTqmP_majvN5t4AaABAg","content_type":"comment","title":null,"body_preview":"Adam, you are young to have developed such thick skin. You don’t let them rattle you. 👏🏻👏🏻🤣👏🏻👏🏻👏🏻","author":"@janetshew5028","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"8c436e3b-0ace-49f1-8b44-1108b9bcbf2f","source":"youtube","source_id":"UgzVLl0VEL2d6313LrB4AaABAg","content_type":"comment","title":null,"body_preview":"Adam, you will be sainted. You display such poise and restraint, something the condescending morons who call you a kid can't seem to grasp. Watching you gather a thought, then wait courteously for the","author":"@marciethibodaux4539","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"8c366a02-adf5-4570-a28e-50275c716c2b","source":"youtube","source_id":"UgyDEucEj8PDXF__2R54AaABAg","content_type":"comment","title":null,"body_preview":"Look at that fool of a president, gushing over Xi Jinping","author":"@amereminion","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"d862bb36-a007-4a4a-8c87-eacd15e3ece1","source":"youtube","source_id":"Ugw7AGboFv0FDNSdhoF4AaABAg","content_type":"comment","title":null,"body_preview":"SeattleRed is a joke publication. It caters to people that haven’t been to Seattle in 30 years. All of it is fearmongering.","author":"@aaaa11198-z","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"7c2270ea-289e-4eb0-a757-186291bcafbb","source":"youtube","source_id":"UgxDGgaRx9KOK9Vq9KB4AaABAg","content_type":"comment","title":null,"body_preview":"AI is NOT further out!!\nIt is here on an accelerated path to profits… no one is managing. It’s outpacing anything they’re able to control.","author":"@starmystry1","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.6153083028083026,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"2ae916c3-249e-443f-9326-f93af0ab37e6","source":"youtube","source_id":"Ugx6rsmyjSubaTxaEex4AaABAg","content_type":"comment","title":null,"body_preview":"Trump’s republicans are focused on their immediate profit at the risk of everyday America.\nThey want to increase their finances before the crap hits the fan. \nThey know consequences are coming‼️","author":"@starmystry1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0.6153083028083026,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"a45899a2-508f-4afd-abdf-00dc6dad9b43","source":"youtube","source_id":"UgyEkp7Nre6umkznwiF4AaABAg","content_type":"comment","title":null,"body_preview":"She's pulling the Scott face since he's so scared of Adam","author":"@Andrea-s9k6j","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"c23bbea6-7250-4916-a3b1-17c412fd74c7","source":"youtube","source_id":"Ugx1d0cWLlGwSaLecyN4AaABAg","content_type":"comment","title":null,"body_preview":"He pardoned a Chinese nationalist, Changpeng Zhou,  who supported Hamas by laundering money and  gave 2 billion to Trump's family  (supported Bitcoin). Trump when interviewed said he didn't know the g","author":"@kristindonley2304","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"c712a072-a2a1-4b23-bd7f-a20dba25f651","source":"youtube","source_id":"UgyYKI-6ZmG0wbsgoIJ4AaABAg","content_type":"comment","title":null,"body_preview":"The back door deals with these leaders raises concerns.This western hemisphere obsession. Is crazy talk.","author":"@Instealthmode70440","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"21017025-76d5-4ab1-aead-4ec4bcfd7272","source":"youtube","source_id":"Ugzj8WpGjJMqMX3Ni6t4AaABAg","content_type":"comment","title":null,"body_preview":"WANT MORE DEBATES? Hit the like button and watch until the end!","author":"@adammockler","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.35416666666666663,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"7bbd0c54-83e9-4f88-b179-57dd4f475794","source":"youtube","source_id":"ob0j1zvDhTg","content_type":"post","title":"Adam Mockler Stops CNN Debate with One Question","body_preview":"Adam Mockler joins NewsNight on CNN with Abby Philip to talk Trump, the Iran war, and more. \n\nClick below for premium Adam Mockler content:\n👉 https://adammockler.com/subscribe\n👉 https://www.youtube.co","author":"Adam Mockler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ob0j1zvDhTg"},{"id":"d55d2790-8dec-4708-8617-048acc82e646","source":"youtube","source_id":"UgzYKlERYD2sE7Afoxt4AaABAg","content_type":"comment","title":null,"body_preview":"Fox news. Doesn't engage in human trafficking.  Of course not. . It's purely professionally run business. . Let's see how many women have run away","author":"@BradJohnson-p4n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"82391be8-8bf0-40cb-818a-dac2ae4ec6ea","source":"youtube","source_id":"UgzWNkNyx7ssotXeVJt4AaABAg","content_type":"comment","title":null,"body_preview":"Where the parent in all of this. Sounds like she had rough upbringing as well.","author":"@BradJohnson-p4n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"2f145559-fb17-4e01-8d54-de1203eb2094","source":"youtube","source_id":"UgyNzw6w3yJ1Gf4iTK94AaABAg","content_type":"comment","title":null,"body_preview":"Not Suicide ,..Homicide ,..They Over Dosed Her ,..Because She Knew Too Much,..And Was About To Talk,..\nForensics And Autopsy ,..Proved That ,..But They Were Silenced ,..Remember JFK And Regan ,...","author":"@thomas-br7ew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"aa73530c-f2e9-475d-ad9f-f5008bf69cf8","source":"youtube","source_id":"UgyouH2Be2IM5_WNXEx4AaABAg","content_type":"comment","title":null,"body_preview":"So sorry, young lady!  So, so sorry for your family!","author":"@lorrainevandergriff-cf6yo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"8f8c7795-9185-4dc1-875c-0d3a07f46cbd","source":"youtube","source_id":"Ugyoyj__HsMjQ7IFZ-Z4AaABAg","content_type":"comment","title":null,"body_preview":"SA can really do a number on some people. It sounds like her Baker acts started during the settlement process.","author":"@CheapsKate77","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"1973fb23-d354-4510-9594-55da4e9302cc","source":"youtube","source_id":"Ugwz8JHPdIjQOGJ5llB4AaABAg","content_type":"comment","title":null,"body_preview":"Too much make up. Another young person dies. SA? DNA?","author":"@LeeLee-y6j4l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"e53da6d0-2ec3-495e-a550-8c37d53533fb","source":"youtube","source_id":"UgwIbA-CIg62BL5POml4AaABAg","content_type":"comment","title":null,"body_preview":"People need to stop being so full of themselves, stop! with all these stupid and vain selfies. God's word says one of the signs that his return is nearing is that people will be lovers of their selves","author":"@rt3156","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","religious_reference_natural"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"5cb32bba-b3d6-453d-ba69-c15459d23056","source":"youtube","source_id":"Ugx2bap0pAGScjrQwLJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is happening way too much mental health issues or not but mental health is the biggest reason for people to do this it’s so sad 😢🙏🏻🙏🏻","author":"@deborahbaker4770","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"a198c71c-acd2-469e-abe4-7a1287b416dd","source":"youtube","source_id":"UgxmTOmevmLUZKMicj14AaABAg","content_type":"comment","title":null,"body_preview":"GOD BLESS AND RECIEVE HER SOUL.\nIN , JESUS MIGHTY NAME.\n\nAMEN","author":"@RayChapman-l8t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"2f3b0f6a-bcc6-428f-bee6-7399fb3e20c7","source":"youtube","source_id":"Ugyq5LtQL_s9B-PYeAF4AaABAg","content_type":"comment","title":null,"body_preview":"I don't understand a beautiful woman taking her own life. Folks praise GOD brothers and sisters 🙏✝️✡️","author":"@bstarazor6637","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"03d7c58b-3e69-4c48-aec6-369d1a4a7764","source":"youtube","source_id":"UgwW0vAimFWVlKc0wP54AaABAg","content_type":"comment","title":null,"body_preview":"ANOTHER CUCKO...BITES THE DUST. SO, HENRY IS THE VILLAIN.","author":"@LaarnikaSheldon-u4g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"5f33fb41-eb7d-4420-9557-1de78bb0c011","source":"youtube","source_id":"Ugy6VV90eA03_RMP12V4AaABAg","content_type":"comment","title":null,"body_preview":"She did appear ? \"crazy\" That smile is spooky......and so is that video of her walking around, checking herself out doing selfies. . Yikes....Some people do not get any help from pharma. Too bad. .","author":"@linanicolia1363","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"df804e60-8d3b-4f14-a72f-3ab2626dc85c","source":"youtube","source_id":"UgzAD77OMc98_XCnXp14AaABAg","content_type":"comment","title":null,"body_preview":"Suicide, sure it was. Was she going to do something to her employers?","author":"@stonecut4u2now","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"fdbeb54e-7d0d-4d84-a7cc-02528f6d485d","source":"youtube","source_id":"UgzRaPygqDDLV2AUjRJ4AaABAg","content_type":"comment","title":null,"body_preview":"No she didn't kill herself doesn't this m o sound for mayor sounds like one of these elites off this woman?Same","author":"@AngieBrasher-z4f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"b5b0b50c-edb6-4695-8474-ae506aea835e","source":"youtube","source_id":"UgwskouCD1muX-Cea7V4AaABAg","content_type":"comment","title":null,"body_preview":"Looks like foul play a hit definitely . Investigation into her death needs to be done immediately by the FBI .","author":"@brookegoslin","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"c6d75978-e180-4b55-9b51-cd72597109dc","source":"youtube","source_id":"UgwNd-wHgAnuF4VAah54AaABAg","content_type":"comment","title":null,"body_preview":"A Fox News staffer that doesn’t take their medication. Hmmm","author":"@sharpshooter07","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"be2a1848-d70d-4bfa-8d62-1f2e84b6d5bc","source":"youtube","source_id":"X4omakddPsU","content_type":"post","title":"Former Fox News Staffer Jennifer Eckhart Dead at 36 | E! News","body_preview":"Content warning: This story discusses suicide. A former Fox News staffer was found dead in her Florida home. Journalist Jennifer Eckhart’s body was discovered inside the residence on Sept. 19, accordi","author":"E! News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=X4omakddPsU"},{"id":"8b2bab94-70ca-4652-8556-ae8bc4a06bcf","source":"youtube","source_id":"Ugy6_sojIJT3bb2UzAd4AaABAg","content_type":"comment","title":null,"body_preview":"How can two students control all those students? People need to teach their children from a young age, how to not be a follower plus to fight back against bullies!m Even when the majority doesn’t! I a","author":"@Foodismyfriend-3103","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"5f95b165-5976-4fcb-8d50-3b8b012b27a8","source":"youtube","source_id":"Ugz9i60Busg4gLEtUzp4AaABAg","content_type":"comment","title":null,"body_preview":"I will not miss Trump. The comedians may, but not me.","author":"@pamela8329","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"039fb6be-1807-48d1-97b4-2558d5b3a9bc","source":"youtube","source_id":"UgxH6b3ld7_cn7FhE554AaABAg","content_type":"comment","title":null,"body_preview":"So, the 'news never stops' ? So, why no World News Tonight on Saturday 9/26/26? Bunch of slackers!","author":"@pamela8329","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"126ef974-0601-442e-b6ae-fdd64bb6b54f","source":"youtube","source_id":"Ugz0b707Vt9F4p4EyPB4AaABAg","content_type":"comment","title":null,"body_preview":"Pope Leon has not achieved anything to deserve those privilages and attention.","author":"@Animalkisser","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"dcd2cea5-4817-44cb-a85a-585c3371d0f8","source":"youtube","source_id":"UgwDxVUpmayioFlo5YN4AaABAg","content_type":"comment","title":null,"body_preview":"As a resident near Tampa Bay in a mandatory evacuation zone, fearing hurricanes, I commiserate with East Coast folks  getting slammed by increasingly strong storms. Wind damage and flooding are increa","author":"@TheMrFarkle","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"dce66ada-e040-4f0c-b3d6-53812163c69e","source":"youtube","source_id":"UgzLiwgwZ2Kenc8w9714AaABAg","content_type":"comment","title":null,"body_preview":"Pierre Thomas: Give up on the hair change. It is ridiculous","author":"@CatMorgan-ce2uf","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"98c4c907-37fd-434b-8b9c-db5baf440f54","source":"youtube","source_id":"UgzGLn5eNe06fNcsPJZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hazing must be illegal. Ignorant child college students out of control. Going to College does not give you license to give up morals and values. Prosecute fully and kick them out of school. Let their ","author":"@CatMorgan-ce2uf","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"fa450d0d-8ade-4cd4-bf43-0633e41db929","source":"youtube","source_id":"UgzRlmtMNoQx7u_t4op4AaABAg","content_type":"comment","title":null,"body_preview":"What happened to Full Episode of your News Broadcast?. \nIt's 10:30AM , Sunday morning 🌅 here in Akure Nigeria, September 27th, 2026. Sunny and Warm but Africa it's poor.\nHave a Blessed week ahead.\nKol","author":"@KoleArijemba-law","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"5688ca6e-d499-491c-9bbe-49d7a5777c72","source":"youtube","source_id":"UgzTdeDEqDAEa4OtHCt4AaABAg","content_type":"comment","title":null,"body_preview":"That's hilarious that ABC recycles days old news clips like a miserly billionaire too cheap to employ employees to cover 24/ 7 shifts as if to say news only happens during weekdays between 7am and 5pm","author":"@dustup224","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"ee6a173d-6930-4765-8f0c-5baacdb70f62","source":"youtube","source_id":"UgwU5YfJqh-HDeZ77s14AaABAg","content_type":"comment","title":null,"body_preview":"this is not 9/26 report, but it is a random channel repeat of 9/25. who in the hell is \"mars digital and 2 more\" channel. you also have \"lunar loop\" repeating the same report.","author":"@sheilamurphy281","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"d4d38bc7-3d97-44f7-ab1c-bab446fd2d78","source":"youtube","source_id":"UgxzqcioebhHsBOCkdV4AaABAg","content_type":"comment","title":null,"body_preview":"They cant even Put the News on🤣🤣🤣USA USA USA 🤣🤣🤣 Buti think You should start to sing Israel Israel Israel🤣🤣🤣🤣","author":"@Angel.Diez.Ovelar","classification":"human_created","confidence":0.78,"indicators":["platform_native_expression","imperfect_expression","strong_opinion","absence_of_ai_polish","terse_reaction_style"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"7ece3cf5-5cec-4aa5-933e-173ac89c2f9b","source":"youtube","source_id":"Ugz3JnLTHrmvTFbYg5p4AaABAg","content_type":"comment","title":null,"body_preview":"Trump continues to threaten Iran with nuclear threats\nThis man is truly too stupid to learn from his own mistakes.","author":"@DaveP102","classification":"human_created","confidence":0.82,"indicators":["strong_opinion","emotional_authenticity","platform_fluency","absence_of_hedges"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"5c70d08d-50b6-4e56-8e7a-47e7d2ae4869","source":"youtube","source_id":"UgwrOlbXvf7Het1RZVx4AaABAg","content_type":"comment","title":null,"body_preview":"I did not even know there was a news segement on college football days. On the East coast there was no window of when this could have aired.\n\nAs a cat, I am watching this to keep the continuity of whe","author":"@wildebuddycatadventures4718","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"bf0c0d42-7605-4857-9b86-dc44ccf71314","source":"youtube","source_id":"UgyQgLvT3vfL3NoSGlV4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if they’ll get more of a punishment for this hazing incident than the seven guys who gang raped a girl in college this past week and only had to write some essays about it","author":"@abbyw42","classification":"human_created","confidence":0.82,"indicators":["genuine_emotional_stance","platform_native_voice","imperfect_expression","absence_of_ai_hedging","specific_reference"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"720cc22a-f349-425b-ad93-044a09f477db","source":"youtube","source_id":"UgzPf0NUXpZAFN_kwG54AaABAg","content_type":"comment","title":null,"body_preview":"This administration is really embracing communism, for a group that keeps screaming. The Democrats are communist… Trump sure seem to be enjoying the Russian and Chinese teet these days.","author":"@abbyw42","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"876b8357-3fee-41fe-8aa5-b3df3b267845","source":"youtube","source_id":"UgxuKl9UFU0G2KW5bgt4AaABAg","content_type":"comment","title":null,"body_preview":"WTH?? This starts with another newscast, then switches to FRIDAY nights news!","author":"@christinewasserman4361","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"1fc554b2-b2b3-408b-b2c0-c31e80c2dd5e","source":"youtube","source_id":"UgwGrC8CsCiPowK60bd4AaABAg","content_type":"comment","title":null,"body_preview":"Oh pls, Trump is colluding with Russia 🪆 but yet the Republicans say nothing about it. 😳","author":"@JudyThomas-g7f","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"a816cbe2-fd0f-4089-a3e8-16380bf5b3bd","source":"youtube","source_id":"Ugz8JIfXh3qS1WaIGsx4AaABAg","content_type":"comment","title":null,"body_preview":"It is only since 2026 that the price of gas and diesel prices have skyrocketed because of Trump's war with Iran. The Ukraine war has been going on since 2022, and the gas and oil prices have not hit t","author":"@JudyThomas-g7f","classification":"ai_generated","confidence":0.9,"indicators":["false_specificity","suspiciously_balanced","missing_platform_voice","strong_opinions"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"c73a9a12-b178-4a0d-8fee-d18b0938f0ae","source":"youtube","source_id":"UgxtsSO8Odiiu1rijP14AaABAg","content_type":"comment","title":null,"body_preview":"Lol Trump is scared of Xi because he has so much power and way smarter then Trump. 😅 This is why Trump is bowing down to Xi.","author":"@JudyThomas-g7f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"a899fbf0-8e67-4d77-9546-25655cf6fa03","source":"youtube","source_id":"UgyxxII81bq40t9dJad4AaABAg","content_type":"comment","title":null,"body_preview":"Dolly will always be treasured in everyone's heart ❤.","author":"@JudyThomas-g7f","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"8c86a47f-adfa-4d47-a2a0-49972fe20a1c","source":"youtube","source_id":"UgyTWBGw0i7oUqneQBN4AaABAg","content_type":"comment","title":null,"body_preview":"Either way I survived the hill and now just work to benefit me and family and share words of encouragement to others going through their storms. Riley, when you came to mine and Lopez's class. I worri","author":"@Vaught-Conn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","template_phrases"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"dc67ee3b-e98c-4544-afb7-def405360108","source":"youtube","source_id":"UgymWmahKrj5E3p82gR4AaABAg","content_type":"comment","title":null,"body_preview":"Our administration is really doing a great job in the country and also in the world 🌍 🌍, my beloved President.🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲❤️❤️❤️💯💯💯🙏🙏🙏👏👏🙌🙌🙌🎉🎉🎉✨✨✨","author":"@Emmy-x8","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","excessive_emojis","absence_of_personality"],"bot_score":0.7029761904761905,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"aee0e318-5467-410e-b9b4-b04b79b67d5a","source":"youtube","source_id":"UgxZKrjKdy_Llaxtq6V4AaABAg","content_type":"comment","title":null,"body_preview":"In United States we all stand together under God forever.❤️❤️❤️❤️💯💯💯🙌🙌🙌🙏🙏🙏🎉🎉🎉✨✨✨🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲","author":"@Emmy-x8","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","absence_of_personality","template_phrases"],"bot_score":0.7029761904761905,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"dbcdb05f-8fd6-4661-b5bb-88b67f04a78e","source":"youtube","source_id":"UgweedT-PazdIYEejx54AaABAg","content_type":"comment","title":null,"body_preview":"May God continue to protect the lives of the innocent people in the country.❤️❤️❤️❤️❤️💯💯💯🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲🙏🙏🙏🙌🙌🙌🎉🎉🎉✨✨✨","author":"@Emmy-x8","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0.7029761904761905,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"9c424daa-99b6-40d2-97f0-600c4234a7e0","source":"youtube","source_id":"UgxrwP6AKL0O_8qTzrp4AaABAg","content_type":"comment","title":null,"body_preview":"Jesus Christ which thismis based on has nothing to do with homosexuality. Your conversation has nothing to do with me. STOP!","author":"@KayDee-q4x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.35743524296541096,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"84762b7a-0649-4b4d-8247-b6697b31f936","source":"youtube","source_id":"DvtuGyZdZgw","content_type":"post","title":"ABC World News Tonight With David Muir 9/26/26 | ABC News Today September 26, 2026 HD","body_preview":"ABC World News Tonight with David Muir Full Broadcast - September 26, 2026\nABC Breaking News Full Broadcast September 26, 2026\nabc world news tonight today\nabc world news tonight full episodes\nabc wor","author":"Mars Digital","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DvtuGyZdZgw"},{"id":"b6afdbf2-3a4f-4845-92dd-059913338599","source":"youtube","source_id":"UgzlJhJk8Id1SCgKKOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Dumbass forgot he needs them to be able to manipulate people lmao","author":"@ThatdamYankee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"fad8e7e0-d8fe-4290-a3ff-50d54188138b","source":"youtube","source_id":"UgyDJaqIqwMiRP1ecgZ4AaABAg","content_type":"comment","title":null,"body_preview":"Cant blame them tbh considering the fact that hes sort of trying to oppress news","author":"@cloudy208-v2n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"cd041e2c-b2d6-4bb9-981d-20738ceb5811","source":"youtube","source_id":"UgzeOvjfJjHETcfcKtt4AaABAg","content_type":"comment","title":null,"body_preview":"All these news agencies are genuinely corrupt as hell. So I could give a rats ass if they get taken down.","author":"@59spadesofalife52","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"1d74ddb6-4645-470b-9de0-3114e3a45efb","source":"youtube","source_id":"Ugw2X9ZJnI9qSYL9Q5F4AaABAg","content_type":"comment","title":null,"body_preview":"seth mcfarlane just got a library of new material to work with","author":"@rotten_milky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"385f6579-384f-4a42-b486-6e1d15b7a50f","source":"youtube","source_id":"UgzDlHcb72-yUWLdmhh4AaABAg","content_type":"comment","title":null,"body_preview":"Then just don’t show up why go through the hassle of going there","author":"@Just_richardd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"973aca2c-1dcc-4b06-81c3-9075d581e44a","source":"youtube","source_id":"UgyShFx7r_fpK8spYHl4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if Trump is gonna lift the ban, or just double down and make everything worse… hmmmm🧐","author":"@CrueI_Klng","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"3e842a23-6017-4045-897c-7ece5588c8dd","source":"youtube","source_id":"UgzhdetB4Kx8j6QF3Tx4AaABAg","content_type":"comment","title":null,"body_preview":"Im glad they are taking a stand, but why are we acting like these million dollar news companies would actually struggle from not being able to do press at the White House? Why are we humanizing like t","author":"@Sethyike88","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"c02cb158-d2d6-48ce-8930-1b3ed32c07f8","source":"youtube","source_id":"UgwJrxTxvs5j01w8yGh4AaABAg","content_type":"comment","title":null,"body_preview":"Well there's goes freedom of speech their literally the news ya can't stop the press","author":"@FACELESS-INDIE-ANIMATION","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"0b2e4cbb-09a5-4c41-957e-5769c72e23de","source":"youtube","source_id":"UgxC4gceDJ8x3j6gmG54AaABAg","content_type":"comment","title":null,"body_preview":"Rightfully so. It’s literally against the first amendment of the constitution. FREEDOM OF PRESS","author":"@SWIFTIE_EYEKON","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"1b5bcc61-15a8-49f5-a714-2dc18fdcb9f4","source":"youtube","source_id":"Ugx2ktAR-c-r0JMUhQ14AaABAg","content_type":"comment","title":null,"body_preview":"Being unable to hear Donald Trump is like a gift from the angels.","author":"@ArvelJoffi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"35877cc3-e09f-43e4-820d-c1d2dc924567","source":"youtube","source_id":"UgyZV-8kLjpHEQ6a7Hp4AaABAg","content_type":"comment","title":null,"body_preview":"I mean,he dislikes the NEWS for reporting the NEWS.\n\n\nI mean,if it's an actual problem they don't say the truth,but it's THE NEWS.\n\nThey can't really do anything about it.","author":"@TMBGE420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6SM5ObD_5o4"},{"id":"d9643011-8491-406e-be0d-2463525716f3","source":"youtube","source_id":"UgyNag3rPClnWQH6osh4AaABAg","content_type":"comment","title":null,"body_preview":"trump is hiding something he doesn't want seen.  Most likely something to disrupt the election.","author":"@andrewdegiovanni8109","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"719eb3ce-894c-426f-a1eb-faf82c45c922","source":"youtube","source_id":"UgxevO0i20U9AL8enJR4AaABAg","content_type":"comment","title":null,"body_preview":"One of the things that stand out to me is that \"class\" is not what I always thought it was.  I thought people were brought up with different ethical systems dependent on class, because circumstances a","author":"@shmatapro","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"71c0fabb-c96a-4509-8727-2ecd144de6e5","source":"youtube","source_id":"UgzosduiPwhHu4a9IiV4AaABAg","content_type":"comment","title":null,"body_preview":"Kimberly reminds me of one of those fish you put in the fish tank that clings to the glass eating the algae.","author":"@kevinwest3689","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"94f4d37c-5e08-42d5-92f6-030aa05563a2","source":"youtube","source_id":"Ugz6cCxMxRvotnvsXYF4AaABAg","content_type":"comment","title":null,"body_preview":"They Trump administration is full of crooks.  More than any other administration that has previously occupied the white house","author":"@pudlpig","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"ca0c519b-5996-408d-84dc-2f41bac0670d","source":"youtube","source_id":"UgyNyW7LdNl8f3UPErl4AaABAg","content_type":"comment","title":null,"body_preview":"Guilfoyle got the Anne of Cleves treatment. Cooperate with the divorce and get a good settlement.","author":"@sherrillwhately7586","classification":"human_created","confidence":0.8,"indicators":["cultural_reference","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"d9948ab1-eb84-4953-b621-217279727c04","source":"youtube","source_id":"UgwMMaYJM2ijwIIihAt4AaABAg","content_type":"comment","title":null,"body_preview":"Great host combo.  You are really really good together!","author":"@marianaknittle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"a22cbc71-e62e-4893-86e3-540a44e6c24d","source":"youtube","source_id":"UgwE0oOhK25aU6iBevZ4AaABAg","content_type":"comment","title":null,"body_preview":"Please stop referring to a landslide.  You're spreading his lie for him.  He didn't even get a majority.","author":"@erykaton170","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"abf03c23-4ad3-461e-9cb0-537340377cbd","source":"youtube","source_id":"UgxKQ6Yp0I2yqj48HTB4AaABAg","content_type":"comment","title":null,"body_preview":"Back when  Kimberly Guilfoyle was married to Gavin, she was ACTUALLY PRETTY! That was WAY BEFORE all of Kimberly's plastic surgery.","author":"@CynthePen","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_opinion_on_appearance"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"dc6a1f23-752e-41cf-9342-f875239bf020","source":"youtube","source_id":"Ugxh-fJ8ZFb5k3Q0Kxx4AaABAg","content_type":"comment","title":null,"body_preview":"It's speculative. This wasn't a scoop, guys. Do something constructive today besides broadcasting assumptions. 🙄","author":"@girlygal098","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"43199aa9-3f07-4793-8e43-05b30651b109","source":"youtube","source_id":"UgzuapGt_rmcS4iwTBZ4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe to get better press, DJT needs to be a better president.","author":"@Hel-g4f","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"895803e9-3f98-43b1-ae85-6947ae39e265","source":"youtube","source_id":"UgwyuDCyfXILaQ47eUZ4AaABAg","content_type":"comment","title":null,"body_preview":"A perfect example of fascist contrarian gaslighting.","author":"@jeffrey-s2n","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"28c6c164-b805-4687-b1ce-bf8cbd0e968e","source":"youtube","source_id":"Ugyqc1AVBKl0kWp7poJ4AaABAg","content_type":"comment","title":null,"body_preview":"Something strange is going on with Kimberly Gargoyle, period.","author":"@davidownbey533","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"fea0fec5-8afb-4b22-a562-5a2c9363e89b","source":"youtube","source_id":"UgySfTcBKJL_NZNBvfB4AaABAg","content_type":"comment","title":null,"body_preview":"Trump simply like a free press in the same way Putin does…","author":"@iainhunneybell","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"9fb8f061-f561-4a0c-bd73-952b0fdeda78","source":"youtube","source_id":"UgwJJd1X_5XlB4Am3vx4AaABAg","content_type":"comment","title":null,"body_preview":"If you place loyalty above competence, of COURSE it is not easy to get a film crew with talent.","author":"@indigomahira","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"d5f3a0ee-62b6-4441-885c-321baa523d76","source":"youtube","source_id":"UgyQ5OtvbS4joPmAvpJ4AaABAg","content_type":"comment","title":null,"body_preview":"Maga/repubes exaggerate everything to attract the slow minds!! 😮😅 \nTic tac is proof of that!! You Tube shorts is absolutely full of that crap!! I looked at my 12yr olds history on his phone and it's f","author":"@joecountry8397","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","personal_anecdote"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"b920f2ad-d96b-4015-9154-6a5d9fd0f8c9","source":"youtube","source_id":"UgwgkEd4FrxOhcEprL94AaABAg","content_type":"comment","title":null,"body_preview":"Hey, grifting doesn't happen just by itself, you have to put a little effort into it. And she is. Also, she learned from the tRump crime syndicate all about grifting, and apparently she decided that i","author":"@howardappel3596","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"19b85562-c265-4496-852c-daf45f76f966","source":"youtube","source_id":"UgxWFC0vtYNey6tcKFx4AaABAg","content_type":"comment","title":null,"body_preview":"He banned them because he hates being filmed asleep on the job and people mocking him for it. He hates being humiliated. Even in the official press dont talk about it, they film it. Then everyone else","author":"@ziphenia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.27000516262261226,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"e800ed87-8496-4a26-b390-08c730aa849d","source":"youtube","source_id":"UgzWFIKmDO4QbvFicAt4AaABAg","content_type":"comment","title":null,"body_preview":"Haw about: Kimberly Guilfoille Something Very Strange.","author":"@BillErklauer","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"e82db6fd-dea9-465c-8ec2-cefc411d6a65","source":"youtube","source_id":"UgzIfLBJX0kbGnyFxn14AaABAg","content_type":"comment","title":null,"body_preview":"I still wonder what Gavin Newsom ever saw in Kimberly Guildoyle🙄","author":"@misskitty2710","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"c9144a77-ab41-482c-b054-3676b50798e0","source":"youtube","source_id":"UgzzfSOyoYWuc5mJ32t4AaABAg","content_type":"comment","title":null,"body_preview":"I’m sick of the press and their cowardice that got us here! If they had called him out on his shit he wouldn’t be here now!","author":"@SteveKatz-ff6xo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"3811c4cd-0343-4d26-b9a0-08c513af095c","source":"youtube","source_id":"UgwI0SobWNiMc3SmLDJ4AaABAg","content_type":"comment","title":null,"body_preview":"Do y’all remember republicans freaking out over the BIG story when a GA. Prosecutor’s boyfriend paid for a, wait for it,……. Carnival Cruise!!","author":"@carlacooper3058","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"718b45dd-41b4-4a0a-82f9-0c46d1ec4638","source":"youtube","source_id":"UgzdnebpYQIOjFNmCmp4AaABAg","content_type":"comment","title":null,"body_preview":"Kimberly Guilfoyle is probably, as you say, not qualified to be energy czar for America in Europe, but she was NOT just a host on Fox.  She was lawyer, and a prosecutor in the same California office a","author":"@dianerussell2357","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"8e57eb21-1910-46a7-97a5-e76272e0455b","source":"youtube","source_id":"UgyXJxOLtqFrxhAnL4l4AaABAg","content_type":"comment","title":null,"body_preview":"Why did Susan Collins speak up now? Because Troy Jackson, her opponent, is successfully making the case that she actually has no power in the Senate. Her case for re-election hinges on the power she “","author":"@JoeBackward53","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"700b1785-6b83-495d-841d-20f8c94cc3d5","source":"youtube","source_id":"UgybTc_5ggLomnJO1IR4AaABAg","content_type":"comment","title":null,"body_preview":"16:06 I know why Don did it I would have done it too Kimberly seems crazy","author":"@hoo_maan8735","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"b765c4c2-6dde-4895-8d65-405f0e31be82","source":"youtube","source_id":"mu85ihQcIhg","content_type":"post","title":"Something Very Strange Is Going On With Kimberly Guilfoyle in Europe","body_preview":"Catherine Rampell and Will Sommer take on Trump’s escalating war on the White House press, the amateur-hour MAGA media operation stepping in to replace the traditional White House pool, and Byron Dona","author":"The Bulwark","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","original_commentary_around_quotes"],"bot_score":0.21861850180401976,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mu85ihQcIhg"},{"id":"15367596-5173-4e58-95b4-75b1f38c5b96","source":"youtube","source_id":"UgxaneZCUz8o9QmyrUd4AaABAg","content_type":"comment","title":null,"body_preview":"Love the girl power…none of the men get a word in 😂","author":"@russellcarstensen1934","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"7eacb8a1-3c5f-437c-8bfa-ed490141222b","source":"youtube","source_id":"UgwobBFeJr5rDw-BVLZ4AaABAg","content_type":"comment","title":null,"body_preview":"Tim dilllon has been bashing Trump for weeks , this is not entirely true here that no “right wing influencers” are discussing politics","author":"@MIKEONEexclusive","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"a950f136-33ce-4abb-a03b-dccb04200a87","source":"youtube","source_id":"UgzLJo4U4vUXqX7hwK14AaABAg","content_type":"comment","title":null,"body_preview":"It's not part of politics, you guys make them part of your politics","author":"@sketchyjoe1","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"e89eca43-8c48-40eb-bf1e-e89e3d580101","source":"youtube","source_id":"UgzCriKNjXRSoPjn4_14AaABAg","content_type":"comment","title":null,"body_preview":"14:05 now I know how women feel about meeting a new guy getting excited and then discovering he's a turd \n\nShe really got me wound up thinking that she was about to say something profound. And then sh","author":"@thedebatemechannel4746","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"1fef4ef0-048d-418a-ad06-40a1d8c284a8","source":"youtube","source_id":"UgwaZ_UoglbCkp1h01V4AaABAg","content_type":"comment","title":null,"body_preview":"Winning the midterms is crucial for Democrats. What Democrats do with winning is critical.","author":"@Geraising","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"f23718ce-f627-4586-b66c-b2ed6269466e","source":"youtube","source_id":"UgwCTWuW60_KfeKX3WF4AaABAg","content_type":"comment","title":null,"body_preview":"How ironic that the main thing that's killing the republican party is trump, and that fool is out campaigning for them!  Keep of the good work donny!","author":"@DCI_Benway","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"d1ef9a91-8e8d-4064-9897-8f2cb6e6959e","source":"youtube","source_id":"UgzO-hSPaNqRQ0BC-9B4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans aren't going to lose because we like Democrats or because we like their policies, we are just done with democracy entirely.   Whoever wins the election doesn't matter.","author":"@lance9150","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"2cc8a8e9-0f6c-47ce-a126-e755a4d18edb","source":"youtube","source_id":"UgyAiiDITxVlh7tuJK94AaABAg","content_type":"comment","title":null,"body_preview":"Trump is thinking about Marshall Law for the General,Midterms election, Plz let public know","author":"@CypressBrk","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"4fb9ddc3-1c61-4ad0-9249-da3236d2d966","source":"youtube","source_id":"UgzJj5rixAqHw_qsPo54AaABAg","content_type":"comment","title":null,"body_preview":"Rahm Emmanuel interest in Achilles? Was that a thing?","author":"@El_Profesor_Nada","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"ff37a030-bdfc-4705-b233-4423037102ee","source":"youtube","source_id":"Ugwao23GApSVtSH8aBx4AaABAg","content_type":"comment","title":null,"body_preview":"Trump plus Jews = NEVER AGAIN. (right, left, Rep, Dems, dont care).","author":"@brianphillips1864","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"a32927d8-2948-41b3-b3a3-299516e98850","source":"youtube","source_id":"UgyOtKivLYEsMHx0D7x4AaABAg","content_type":"comment","title":null,"body_preview":"it's funny to see conservative christians attack talarico because he said things that jesus said. it's all silly of course, but it does threaten their whole \"use Jesus to support bigotry and keep maki","author":"@toleratinguncertainty4959","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"ee037bd1-5863-4d20-8598-7019ef10b712","source":"youtube","source_id":"UgyAeLW6T2RLeX1kmqx4AaABAg","content_type":"comment","title":null,"body_preview":"This episode needs to be bookmarked for future reference.","author":"@garrycoll3014","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"1f442b87-553f-4435-8efe-7702d6e055f6","source":"youtube","source_id":"UgxVd9ZOAn9CKcPyrq14AaABAg","content_type":"comment","title":null,"body_preview":"Krystal says that a Republican currently at +15 is in trouble. \nAnd the rest just nod along as though this is just a plain fact, rather than spectacular garbage. \nThat she doesn't name even one in suc","author":"@garrycoll3014","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"ed51c4b7-00c1-40cc-b637-dfb25ed2c93d","source":"youtube","source_id":"UgzA-fP4ThfDjwm5zpd4AaABAg","content_type":"comment","title":null,"body_preview":"It's embarrassing that Americans passively accept the blatantly antidemocratic duopoly system.","author":"@eemoogee160","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"187ea903-9a90-4af2-a935-0bd9eea48f7f","source":"youtube","source_id":"UgyaAGD0GgNqGdKQTJl4AaABAg","content_type":"comment","title":null,"body_preview":"lol that ad looked like a 90’s “don’t do drugs” ad.","author":"@ericfranklin1802","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"0354a476-4236-4a5b-8480-1c3a98601ec5","source":"youtube","source_id":"Ugystzc6EKAuy7tIfv14AaABAg","content_type":"comment","title":null,"body_preview":"This isn't \"doom\" for anyone but POLITICIANS. Both red and blue are all complicit in covering up the Epstein client list.","author":"@CrystalEnchantingBracelets","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"69815946-3864-4bb1-9e94-0a22f74e43c8","source":"youtube","source_id":"UgydtEOhfghTlLOqWZh4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah right….lol  Republicans are going to Dominate!🇺🇸💪🏻","author":"@Jnma63","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"dbc26a68-8e80-4f0e-9901-c403fd73ef8c","source":"youtube","source_id":"Ugya5EJGrOTbmC8fPyh4AaABAg","content_type":"comment","title":null,"body_preview":"krystal and kyle share the same station for their video calls?","author":"@dragonchr15","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.35743524296541096,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"f7a9da35-52b0-4c49-af80-ee60a4fecc0a","source":"youtube","source_id":"Ugz77qU_AI2ZKNTgEmp4AaABAg","content_type":"comment","title":null,"body_preview":"Remember, he did the war because the Epstein files were the number one story in America almost those weeks prior to","author":"@jean-paulzanin-dd4gv","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"ff767e23-0c23-401a-b5f2-b94bb2d8f972","source":"youtube","source_id":"oDOGDg7wPC0","content_type":"post","title":"Private Polls Spell DOOM For Republicans","body_preview":"The Friday crew discusses polling showing a doom scenario for the GOP in the midterms. \nKrystal: https://x.com/krystalball\nRyan: https://x.com/ryangrim\nEmily: https://x.com/emilyjashinsky\nGriffin: htt","author":"Breaking Points","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2737783920090074,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oDOGDg7wPC0"},{"id":"b96ff965-e794-45af-83dc-6b603fc1979e","source":"youtube","source_id":"UgxY9JxcoD35nNiboHB4AaABAg","content_type":"comment","title":null,"body_preview":"I argue that given the idealogy of white supremacy no white person should be in power no white person should be in power no where in north America no more than a pack of wolves should shepherd sheep.","author":"@billkking8605","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"bdfa09ca-c7b5-43ae-a3e8-14d760635bf9","source":"youtube","source_id":"Ugy5gWH2BAecM2F5zVB4AaABAg","content_type":"comment","title":null,"body_preview":"The USA truth reality all continues inside USA goverment all under loyal eliets recycling Hitler books and Hilter cults maybe too in al USA maybe humans.","author":"@Youme-d5v","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","lack_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"8df054a8-7f8a-4700-9792-c4cbd0418d07","source":"youtube","source_id":"UgxM3-P-9i1l8XJWQfp4AaABAg","content_type":"comment","title":null,"body_preview":"Trumpenfuerher now  has his own news outlet,  but hey folks, he is pulling out all the stops  as the midterm elections get closer!","author":"@MichaelPettyjohn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"36f77838-6327-4d24-a89c-3e52ae4d9b61","source":"youtube","source_id":"UgzqmUF9ph4NAYKX6DF4AaABAg","content_type":"comment","title":null,"body_preview":"Are we really shocked that there are fascists, racists and admirers of evil in the US government?  News to some is confirmation to others.","author":"@Tabernale1899","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"0616207c-28e0-4fed-a0f4-63bb36e6c63d","source":"youtube","source_id":"UgzHk8BKU3UGqCrcWzV4AaABAg","content_type":"comment","title":null,"body_preview":"Why am I not surprised at this Velchik/Hitler news?  \"Ludicrous\" is exactly the correct assessment, Liz!  Thanks for all you do.","author":"@2615ParkAvenueAssociates","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"59b069b5-9677-4934-a492-1daf64bd641d","source":"youtube","source_id":"Ugzb3RKRQB5eyDVst_h4AaABAg","content_type":"comment","title":null,"body_preview":"I watched Blanche this morning on ABC’s This Week, he danced around the subject saying the press to cover the president is a privilege not a right. WTF?? Does he not know the First Amendment gives the","author":"@Dstrbrdgrnd","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"88178012-d443-4345-9be8-210dddae1fbf","source":"youtube","source_id":"Ugyl1uADfpVOLMb0H_R4AaABAg","content_type":"comment","title":null,"body_preview":"Another pertinent question: How did a fan of Adolph Hitler and his Nazi propaganda machine, along with a hater of books written by women, manage to graduate from Harvard University and then get a job ","author":"@DeeEllEff","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"b0f3461f-7cb1-49a3-8ed5-9f28b83db6c0","source":"youtube","source_id":"UgzJ_r0zzEH08uJytgR4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that Velchik worked for Run Josh Run Hawley should tell you a lot about his character. The words liar and coward come to mind!","author":"@donnasladek5142","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"b73f6ae2-b3bc-48d3-984f-125c32a700f2","source":"youtube","source_id":"UgxkeP9Bu1YpJi4dcHx4AaABAg","content_type":"comment","title":null,"body_preview":"Michael Velchik. Let’s all remember that name, and spread the word. Most Americans don’t like Hitler! Jeez!","author":"@rogbrogb7537","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"9be77d23-8d72-4ee8-80ee-1310b1b34d80","source":"youtube","source_id":"UgzA-h6ycojgHhgwtbR4AaABAg","content_type":"comment","title":null,"body_preview":"Is it any wonder our country is in the mess we are in.","author":"@pjcranberry4912","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"0952f90a-e99e-4761-a426-17de80781ef9","source":"youtube","source_id":"Ugzam9lppDpwKEPqXOd4AaABAg","content_type":"comment","title":null,"body_preview":"What is the point the reporters are given instructions by the network owners not to call trump out on his lies and cruelty. So why cover his insanity.","author":"@janics5126","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"d9dc9112-aadb-4a10-b141-201e1fdeba93","source":"youtube","source_id":"UgyXmLcr2UXBikmhQE94AaABAg","content_type":"comment","title":null,"body_preview":"Perfect. Not sure if it’s helping or hurting.  We are all waiting and watching but not impacting.  Nothing was going to stop adalf, and so far America with its people institutions law culture and all ","author":"@willwchase","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"5e4759b1-da9c-40a9-b1fb-a7f593cedb4c","source":"youtube","source_id":"UgzlLjBkLLl5aqw3XzJ4AaABAg","content_type":"comment","title":null,"body_preview":"And again Don the Con proves he is a slime ball with no integrity whatsoever!!!","author":"@MARILYNTash","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"2a008529-c6b0-457b-8868-215d8cc01bd3","source":"youtube","source_id":"UgxYJryzrkH9mNvIXfh4AaABAg","content_type":"comment","title":null,"body_preview":"I’ll never understand how he got to where he is. NEVER!!!","author":"@cgwils","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"8b906fc4-eaa0-4247-8359-62d5d4adb586","source":"youtube","source_id":"UgyKmizcWk7qftc9WaJ4AaABAg","content_type":"comment","title":null,"body_preview":"Who would want to read books written by BROADS such as the books \"Silent Spring,\" and \"To Kill A Mockingbird\"?","author":"@mikelamb3977","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"f789701e-f1ab-42e6-8700-d3703a758f14","source":"youtube","source_id":"UgycZLF3CBjWni1emPZ4AaABAg","content_type":"comment","title":null,"body_preview":"This sort of background used to eliminate someone from such work but this administration seeks out people like this.","author":"@Max.Innuendo","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"52b6e6e3-6dab-43e0-b29c-b513b0d3eee7","source":"youtube","source_id":"Ugzw81qXkAxcd4SoceR4AaABAg","content_type":"comment","title":null,"body_preview":"Extremely disturbing news about the lawyer defending Donald Trump’s media ban. Watch this sitting down, and please help spread the word.","author":"@Lawyer_Oyer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"a7981ff3-8b4b-43f5-9932-dbb8f84ae409","source":"youtube","source_id":"veF5dzjd_nA","content_type":"post","title":"Trump’s media ban gets even more disturbing","body_preview":"Extremely disturbing news about the lawyer defending Donald Trump’s media ban. Watch this sitting down, and please help spread the word.","author":"Lawyer Oyer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=veF5dzjd_nA"},{"id":"3462c5d0-69a8-4073-9535-77773e8c8d26","source":"youtube","source_id":"UgwWCYGevliR0DlMI894AaABAg","content_type":"comment","title":null,"body_preview":"tRump is the most corrupt administration in US history.  GOP as well.","author":"@marynelson7943","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"9341b14d-75a9-4b4c-9236-e60d904f5998","source":"youtube","source_id":"Ugy5pU5Ok7V9lyUVbGl4AaABAg","content_type":"comment","title":null,"body_preview":"If we just changed the tax cod and made corporations pay their fair share in taxes they would probably behave a lot differently than they do now and best case, LEAVE AMERICA so moral small businesses ","author":"@JustLooking321","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","strong_opinions","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"ea03f902-ce34-4137-ab9a-5527b44cdd58","source":"youtube","source_id":"UgzJ1miyuZNqoevdp154AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for sharing the knowledge of the MEAT coming from Brazil.","author":"@Moore-o9p","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"acd4c093-3d65-4f3c-981e-df93f0392df8","source":"youtube","source_id":"UgwbKjVPZ0kH8r-y2X94AaABAg","content_type":"comment","title":null,"body_preview":"I Love beef ..take it from anywhere....thank you mr President.","author":"@kickstar126","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"c975b3d4-fcf7-403a-b88f-b269e1202331","source":"youtube","source_id":"Ugxo57JR5F8qmpObCWZ4AaABAg","content_type":"comment","title":null,"body_preview":"The reason is that he is a schmuck at best and a would be killer of all things right and just for the most part. Covered over by smoke and mirrors. These being his final days and the reputation of whi","author":"@DavidStoneback","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"55824dbc-b692-4b11-a338-f52de16b19e3","source":"youtube","source_id":"Ugwu1iJMzZTANbkIyu94AaABAg","content_type":"comment","title":null,"body_preview":"How could you say stop looking at trump when he ultimately controls and push for corporate de-regulation?","author":"@armydad9425","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"45894fae-546f-4320-9400-f5c9a6145651","source":"youtube","source_id":"Ugx8PTbKSChGCV4Dpd54AaABAg","content_type":"comment","title":null,"body_preview":"Great book, great message. There are others from my \"radical\" past that again have relevance. As is said..... \"History repeats itself\". ❤","author":"@markstuart-y6c2f","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"af75ee4c-d46c-4559-b7c0-4318b04650c6","source":"youtube","source_id":"UgyA9fxKL-gPB-0UOUh4AaABAg","content_type":"comment","title":null,"body_preview":"Remember those horses Trump allowed to be sold.  Well that is what that meat is. HORSE MEAT.","author":"@DeeMAVERICK2","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"8eb9d4b1-6f9e-4f7e-ac2e-789a56892a1d","source":"youtube","source_id":"Ugy7vXFmT_eV6ZDb7Kd4AaABAg","content_type":"comment","title":null,"body_preview":"trump\n\"Everyone is born stupid.          One must work hard to remain ignorant.\" \n Benjamin Franklin","author":"@Gruin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","human_indicator_quote_context"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"b24144c0-a8fd-4179-a21c-299971dc5aaf","source":"youtube","source_id":"UgyxRAv6sTPj3mS7T3B4AaABAg","content_type":"comment","title":null,"body_preview":"yes, the Gov has to go, they kill us all but I have to also say, it seems to me they can't live without their damned burgers, fried food, unhealthy salads and dressings, more fried food , unhealthy br","author":"@SwisstedChef2018","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"d2850a4f-3329-4175-a41a-b1e864bd0610","source":"youtube","source_id":"Ugx_9JFpP25z0ve2AmJ4AaABAg","content_type":"comment","title":null,"body_preview":"My store is making salads and stove ready foods and the grocery store is filled with coolers full of prepared dinners, side dishes, salads and desserts.","author":"@shirleyrice5779","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"ae36f6fd-a5a6-4cc1-a8bf-490d85488834","source":"youtube","source_id":"Ugwfm1lc-1Tj99omZ6l4AaABAg","content_type":"comment","title":null,"body_preview":"I saw the movie years ago, and that was enough to turn me away from fast food. Is anything healthy anymore? I'm scared to eat this new meat. I live in Florida.  This is disgusting-Alligator Alcatraz-I","author":"@shirleypetersen1509","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"04a9c7df-c72b-4619-b478-b556a153633e","source":"youtube","source_id":"Ugx43EPPCPyUnO_IZJV4AaABAg","content_type":"comment","title":null,"body_preview":"I was just talking to my brother about mystery meat and I explicitly told him not to eat McDonald’s burgers anymore now I know why::: you can get sick from the additives in the beef that’s coming from","author":"@JacquelineWisner","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"3646f97f-c35c-4459-aa8f-d387f7c35050","source":"youtube","source_id":"UgwwwcEV26NV5cSyQjl4AaABAg","content_type":"comment","title":null,"body_preview":"They want Americans get sick with  salmonella and stomach viruses  and visit doctors frequently so doctors make mire money.","author":"@doeedu4079","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"1a58bd82-c048-4aba-a1fd-22d6171c61a8","source":"youtube","source_id":"UgyFTjJMghtIGmzv9MZ4AaABAg","content_type":"comment","title":null,"body_preview":"Wow this was so  educational thank you for the information 🙏","author":"@shywilliams7888","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VNxd3QmNB-8"},{"id":"94f078bf-8dc7-4f64-a931-88ba997777e3","source":"youtube","source_id":"UgyRfZXpTCLxEymylF94AaABAg","content_type":"comment","title":null,"body_preview":"Have we really come to this? That the Jury can not be trusted. That's ridiculous.","author":"@sanp6092","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"2425771b-8890-49d2-93a4-c5165452d08f","source":"youtube","source_id":"Ugwh7Wv8APo8xJszYmp4AaABAg","content_type":"comment","title":null,"body_preview":"Firstly, justice for Nolen Wells. \nI always say, it's not what someone says; it's what they don't say.\nWhat the Doctor didn't say. To be clear, I'm not saying she should've given us all these stats, b","author":"@mentorhype9054","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","personal_stance","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"dff58ea9-8f09-4ccb-afd1-8e1c21b05da3","source":"youtube","source_id":"Ugya0vmA6mBIsMYAziN4AaABAg","content_type":"comment","title":null,"body_preview":"I am respectfully compelled to mention this gentleman appears to be falling asleep while the Dr. is talking 🫩😮. He is not even looking at them while they are talking he is looking down at his key boar","author":"@crackerjacks6789","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"5693a0e6-7b9a-4d06-bf57-d6aa11b56caa","source":"youtube","source_id":"Ugz41zUFu_TZxpV-zcp4AaABAg","content_type":"comment","title":null,"body_preview":"FYI you can drown with very little or even no water in the lungs.","author":"@krystalbradley9469","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"479f2230-da4d-44a3-b913-e3da683411dd","source":"youtube","source_id":"Ugyu5NmhcJD6zQNQupR4AaABAg","content_type":"comment","title":null,"body_preview":"Laryngospasm: When a person is submerged, a tiny drop of water hitting the vocal cords can trigger an involuntary, violent muscle spasm. The airway snaps shut tightly to protect the lungs. While this ","author":"@wannamonslo9626","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"b952497c-4941-4724-8483-24ef4c0cedbb","source":"youtube","source_id":"Ugze7njTic-pGOFCTGV4AaABAg","content_type":"comment","title":null,"body_preview":"If this gets a free pass? Then the justice Sistem  is dead really dead. GOD forbid this to be","author":"@SylviaWatson-u7g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"884f5771-0468-403d-b91d-62cd4195829b","source":"youtube","source_id":"UgwJMHmJ9wXLLGMaB2N4AaABAg","content_type":"comment","title":null,"body_preview":"No photographic imaging, in 2026, is very curious. As a dental professional, during my work day, I reach for my cell phone or some type of apparatus to capture an image multiple times in a day and it ","author":"@laricewilcox5344","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"6aa88803-54ab-462b-b52e-84189521ac4a","source":"youtube","source_id":"UgwAgMh-zr0Y0VWdHhB4AaABAg","content_type":"comment","title":null,"body_preview":"She didn’t mention a laryngospasm which closes the Vocal cords and prevents anything, even air from getting in the lungs.   Can happen when a drop of water, spit, anything touches the vocal cords. And","author":"@rm7985","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"5598725b-9c80-4a1c-8d8a-0bba7bba3604","source":"youtube","source_id":"UgyZg1itCIbnrvn-niN4AaABAg","content_type":"comment","title":null,"body_preview":"WHT IN THE HELL DO WE NEED MORE EVIDENCE. WE HAVE WE NEED.. MISSISSIPPI STOP PLAY WITH US(BLACK PEOPLE) STOP UCKING COVERING UP. THIS IS SOME BULLSHIT. WHI DECIDED ON THIS GEAND JURY.. INVESTIGATE THE","author":"@ericacox5263","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.6322344322344321,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"0992e8cd-785e-4f17-addf-90c162cfd6f6","source":"youtube","source_id":"Ugy-zf0P62xBbN3SS1l4AaABAg","content_type":"comment","title":null,"body_preview":"It has already been revealed in the spirit world. It will come to light. All of it.","author":"@brealnotperfect","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"604bcc5f-ece6-4df9-87ab-bd74cd90a2f4","source":"youtube","source_id":"UgzTQCnLYnyQz64z8lV4AaABAg","content_type":"comment","title":null,"body_preview":"So all these friends of Nolan’s don’t want to know who killed their friend Nolan ?? They all seem to be quiet as Church !! And nobody saw anything and they don’t know nothing ?? No !! Not buying it , ","author":"@richardalonzo2879","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"0c5af73a-9951-4aaa-ad31-1be1e394e3b3","source":"youtube","source_id":"UgxyuP4s0fkDnXQMCNp4AaABAg","content_type":"comment","title":null,"body_preview":"20:50...Everyones' PHONES involved (StepMom/Judge and Dad of Warren, DA Angel, All of the witnessess, Grand Jury members, etc.)need to be investigated and extracted... IT'S THE BEST WAY TO FIND OUT WH","author":"@mooresamm","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"248827d7-a73a-4544-aed8-836401eff96b","source":"youtube","source_id":"Ugw6MwqhkRBbjbk2ssJ4AaABAg","content_type":"comment","title":null,"body_preview":"We all know the grand jury was given was given what the crooked officials in Mississippi wanted them to see😡","author":"@Imcool-z2j","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"7e036459-80e5-4f4b-b882-a55e7e637812","source":"youtube","source_id":"UgyqPhvWwdwYx-vONjx4AaABAg","content_type":"comment","title":null,"body_preview":"Good thing we got Ben Crump hot on their devilish trail !","author":"@LJandJD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"655a9860-8e9e-4c41-a178-be6e8c469b88","source":"youtube","source_id":"UgxnRCSbo94q4zY8sX94AaABAg","content_type":"comment","title":null,"body_preview":"They need to do a phone dump on all cellular devices. Not just Nolans phone. Start with Fart.","author":"@mojodotsworld","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"4d651808-523b-495c-8af5-db117b40af85","source":"youtube","source_id":"UgzK5tKLcN_l5g2gVud4AaABAg","content_type":"comment","title":null,"body_preview":"They said he never used drugs on the Nancy Grace show as well. His alcohol levels was normal too. None wasn't related to his death. This young man was murdered with body injuries.","author":"@juliebell2549","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"d215b6f0-8db6-4ed9-acf8-600f9aa8d919","source":"youtube","source_id":"UgwSIzWzYHcPi-fc3k54AaABAg","content_type":"comment","title":null,"body_preview":"KEEPING NOLAN XAVIER WELLS NAME ALIVE FOR JUSTICE ❤❤❤❤❤❤❤❤❤❤❤❤❤❤","author":"@angelahomes6372","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"d5262a0f-45ee-47fb-82b2-17cd7aede98b","source":"youtube","source_id":"Ugz_dFVCyp2Ch08p9lp4AaABAg","content_type":"comment","title":null,"body_preview":"That dr lady needs education with drownings\nIf a person is unconscious in the water, and their face/airway is submerged so they cannot breathe air, it is classified as drowning regardless of whether w","author":"@JudyJustaMereFarmstead","classification":"ai_generated","confidence":0.95,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","missing_platform_voice","over_qualification","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"6d9cb7e1-eecc-48b9-83ec-a9b73ee3dbad","source":"youtube","source_id":"UgzuUklrWXuTlaWvrNF4AaABAg","content_type":"comment","title":null,"body_preview":"I’d like to remind everyone that the grand jury reviewed 43 witness testimonies, cell phone data, text messages, videos, photos, police interviews, police reports, autopsy results, GPS data, social me","author":"@jasonbryant-v4y","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"a0ccc5b4-f43d-4dbb-bf2a-1cd8f0fab0e1","source":"youtube","source_id":"UgxKlBGfUXes_GvCRIF4AaABAg","content_type":"comment","title":null,"body_preview":"Good grief, you're all either delusional or ignorant to the facts. Possibly both.","author":"@jenemac","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"65439a0e-3978-4e82-945e-f213051a6468","source":"youtube","source_id":"Hj51Yvk0kuQ","content_type":"post","title":"Lemon LIVE at 5: New Evidence Blows Open Nolan Wells’ Case. What Are They Not Telling Us?","body_preview":"New details are raising questions about Nolan Wells’ death. The Mississippi State Medical Examiner’s autopsy found no water in his lungs or airways and documented head injuries, but left the cause and","author":"Don Lemon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.4492483673970435,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Hj51Yvk0kuQ"},{"id":"c19d76a3-8b1c-4e7f-abb2-16496968af95","source":"youtube","source_id":"Ugyv8TbtuVnC2oegCAp4AaABAg","content_type":"comment","title":null,"body_preview":"That's funny, but he should be challenging Xi on his repression of Christians, Tibetans and Uyghurs rather than smearing a fellow American (even if Biden was the weakest president in generations).","author":"@notinmyUSMC","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"5585f18a-d793-490d-9436-a02c6d21fd02","source":"youtube","source_id":"UgxWxOqc56LDWF6B24l4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is not like everyone else he doesn't pretend what joe biden did was normal or good and he calls it out.","author":"@Hlín-e5r","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"55b84c80-dc9d-49b4-836d-fa692b7319d7","source":"youtube","source_id":"Ugy45pEXWxWDxJP1Apl4AaABAg","content_type":"comment","title":null,"body_preview":"Not sure hiw I feel about a foreign adversary laughing at an American president, but this is funny, ngl.","author":"@user-sw9iu8ve8t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"23f26cbb-8cc4-4d4e-8ccb-edab95bba6c9","source":"youtube","source_id":"UgxivpYsTz-iwPnZJXV4AaABAg","content_type":"comment","title":null,"body_preview":"No President in history has been so disgraceful of past Presidents!  It is disgusting.  Trump is acting like a kindergarten showing off his goofy pictures.  Sickening!","author":"@bachelp","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"409bb83a-cd1d-401d-be10-951716aad31f","source":"youtube","source_id":"Ugz8N79_DuXVHv8rJdF4AaABAg","content_type":"comment","title":null,"body_preview":"Sadly democrats  puts a man in office that world leaders laugh at . . Yet they think they the smartest person in every room but yet cant figure out what bathroom to use","author":"@MrTom1468","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"2b0c2629-4545-4046-ad70-756168633590","source":"youtube","source_id":"UgwV5RvDXtSbP3qndfd4AaABAg","content_type":"comment","title":null,"body_preview":"This country has lost all respect when the felon in chief posts \"funny\" pictures of a past President and brags about it. It is beyond humiliating!","author":"@bachelp","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"8aec5929-ad14-4314-914b-97d20efd0b24","source":"youtube","source_id":"Ugz6hlAGY9cF1cpOJfR4AaABAg","content_type":"comment","title":null,"body_preview":"Not that Biden would have ever even considered this level of disrespect, but if he had posted a Picture of Trump from term#1 like this---+ dear GAaawd, maga would have gone berZzzerk!!!!!","author":"@bachelp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"89f8ba82-ed65-4a63-9c41-87123f9e0f30","source":"youtube","source_id":"UgwE_sXtkSr0uskMkHB4AaABAg","content_type":"comment","title":null,"body_preview":"Lol. Joe Biden will always be a joke and a disaster!","author":"@jadhielayress471","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"b0195e12-4115-4311-84cd-e30ad67ee309","source":"youtube","source_id":"Ugw13-HGiQDUY_hcQvt4AaABAg","content_type":"comment","title":null,"body_preview":"I irony is that Xi knows because he was Bidens paymaster.","author":"@mwhite1474","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"463cf9a7-a4a3-41e7-bf47-3271cdd4b739","source":"youtube","source_id":"Ugw6bvHMaFjhtjj4shZ4AaABAg","content_type":"comment","title":null,"body_preview":"Pr Xi should start introducing local and national elections in China . At the local level China has \" one person one vote \" for the local towns committees, but many Chinese complain that local chiefta","author":"@josephmartin1543","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"506b41a2-d228-4c79-85a6-81aa3647637e","source":"youtube","source_id":"UgzywfzAqWNyM8kzcAJ4AaABAg","content_type":"comment","title":null,"body_preview":"😂 LOVE IT 😂 JOE WAS THE BIGGEST EMBARRASSMENT EVER IN U.S. HISTORY.","author":"@BradSaurage-je1yw","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"9b2e9cd2-bdd9-4e6f-9523-c4fb4aa4db2c","source":"youtube","source_id":"UgyV4EEH5H1QKZPGsjF4AaABAg","content_type":"comment","title":null,"body_preview":"Biden was the Auto pen device, and Obama was the auto pen operator. Tell me I’m wrong!🤨","author":"@JakeClayson-v3h","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"ca81f0d8-4f63-48fc-8c4b-a0514d272ccd","source":"youtube","source_id":"UgytpZbX811IMfCEwXt4AaABAg","content_type":"comment","title":null,"body_preview":"This man is very funny. Even he doesn't like Biden, He doesn't need to show this picture to Xi.","author":"@Sequanis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"1578e077-3f5b-4230-9b2d-d434600330ae","source":"youtube","source_id":"YF38w_oZ3JA","content_type":"post","title":"SEE IT: Trump shows Xi Biden's autopen display at White House #shorts","body_preview":"President Donald Trump points out a display featuring former President Joe Biden's autopen during a White House tour with Chinese President Xi Jinping.\n#fox #foxnews #media #breakingnews #us #usa #new","author":"Fox News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YF38w_oZ3JA"},{"id":"6833961f-4017-4745-b2a8-70e9d7fddb1d","source":"youtube","source_id":"UgxhGxK2alpBaOPL4Xx4AaABAg","content_type":"comment","title":null,"body_preview":"Coach is right. Put a poll up real time and let Wildes decide too","author":"@LikeThatAndLikeThisAnda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"8f4cfef2-cd58-41a7-ae81-787dfb001fa1","source":"youtube","source_id":"UgzCAa4MLrCZMnGyD3d4AaABAg","content_type":"comment","title":null,"body_preview":"In Must Win you either got it or you don’t. And Brouto’s got it","author":"@gdawg258","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"07253d38-ab87-4c44-bfc7-a79d5dcfa856","source":"youtube","source_id":"UgydQjKGzI6yf2HIOeB4AaABAg","content_type":"comment","title":null,"body_preview":"So....(According to Nick) The chiefs record doesn't count if mahomos ain't playing.... Got it!","author":"@NStone79","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"6ac4d049-be0f-4f05-bda9-a56641915928","source":"youtube","source_id":"Ugy_A23hexqRGGqSUP94AaABAg","content_type":"comment","title":null,"body_preview":"\"I don't remember the last time Drake Maye had a great game\" it was 3 regular season games ago. That's it. I get that football is a short memory sport but it's not an amnesiac sport.","author":"@mario1223456","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"d74f20e5-1811-4d84-b6be-cdcd59ae5c6d","source":"youtube","source_id":"UgwdaVuB92nKmQgOGbd4AaABAg","content_type":"comment","title":null,"body_preview":"LET THE PEOPLE DECIDE!!! I’m with Coach - give us a poll!!","author":"@joemcgrath65","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"59152155-74ea-4c5f-bf81-3f115302bb23","source":"youtube","source_id":"UgwZRah3fns2qNRxftl4AaABAg","content_type":"comment","title":null,"body_preview":"Herbert isn’t a top 5 qb. But at least give him a true number one receiver!","author":"@austinvasquez1350","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"4df73b21-fac7-4b50-a1d4-916c01d34736","source":"youtube","source_id":"UgwlQNkP2WK6Vyl5edF4AaABAg","content_type":"comment","title":null,"body_preview":"I think \"This is Justin Herbert's year\" is a cousin to \"Derrick Henry will decline.\" If they keep saying it they think eventually they will be right","author":"@Blindvanish","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"8b5e88ac-6f96-4453-a36c-c75201a4decf","source":"youtube","source_id":"UgyQKsQnj7vODTXJUpp4AaABAg","content_type":"comment","title":null,"body_preview":"If the chargers start this season 0-4 or 0-5 I think they gotta consider tanking to get Jeremiah smith and spend whatever money they will have left on the interior offensive line then they can definit","author":"@jimmywithdaflu4118","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"fb63ffd0-5ad7-42e5-bd92-fce56ede3de0","source":"youtube","source_id":"Ugwc1p_qZpHNKKS2_Dt4AaABAg","content_type":"comment","title":null,"body_preview":"Nick really trying to pretend that Mahomes didn’t play both games against the chargers last year. I guess he buried that part of his memory lol.","author":"@MattGoy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xQ_QvzjFp9w"},{"id":"430513ee-fa70-4d87-b198-00554a64e758","source":"youtube","source_id":"Ugx9AjZ267rgE9qlq5t4AaABAg","content_type":"comment","title":null,"body_preview":"The QB position is the 1 position in sport that you never ever turn down a chance to get someone with a higher ceiling. 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Why do you all get so excited about all this crap when the Repu","author":"@coppershark1973","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"42db038c-7b53-465c-ab75-9c3edff34a9b","source":"youtube","source_id":"UgzWFEZgkXCPEwv67Yp4AaABAg","content_type":"comment","title":null,"body_preview":"Oh this is gonna be rich. \nHow are the DOJ and KP gonna handle THIS!","author":"@Devon1122","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"79e933a5-bf4e-479b-ba32-c11e6f9fdbeb","source":"youtube","source_id":"Ugx0erMJ0KivXT50q3F4AaABAg","content_type":"comment","title":null,"body_preview":"There are thousands—possibly millions—of documented pieces of evidence showing that the evil Trump regime is corrupt, racist, unhinged, and driven by dangerous extremist ideology. And still, people re","author":"@JoseSanchez-nz3lq","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","lack_of_platform_fluency","false_specificity","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"5ee8c3ed-94d1-4f0f-9e69-0862fbb57f95","source":"youtube","source_id":"UgxPh2GbGWe0QMc6w694AaABAg","content_type":"comment","title":null,"body_preview":"The 11th Circuit Court of Appeals should have removed her the very moment she stated Donald deserves special rights as a former president. She has shown a blatant bias and lacks judicial impartiality.","author":"@vernonengbino6186","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_deprecation_as_human_indicator"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"cd533aa7-e356-4a3c-b8d5-b4ea37ead5f6","source":"youtube","source_id":"UgzrC0MXioHDSA4VfuN4AaABAg","content_type":"comment","title":null,"body_preview":"WHEN volume 2 gets released, and WHEN they discover criminal activity via trump, can Judge Cannon be prosecuted for knowledge and withholding evidence of criminal activity?  Thank you.","author":"@RLU-wt8vi","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"77762733-cccc-4fb4-8f55-bc40fcd9af2c","source":"youtube","source_id":"Ugwo6JmWpHlUcahrvtN4AaABAg","content_type":"comment","title":null,"body_preview":"Judge Cannon is at the top of the list for prosecution when the regime comes down.","author":"@cinemaocd1752","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"56ed34b1-8525-4aa5-9c48-a91eff196c4e","source":"youtube","source_id":"UgzrVP9ARasKKEyFtYN4AaABAg","content_type":"comment","title":null,"body_preview":"Popok - thanks ! \nLooking good too, btw\nSTAY FREE \n💙🌊💙🌊💙🌊","author":"@KittyRiblets8647","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"6223fe3b-f101-432d-8cfe-44c57e589f68","source":"youtube","source_id":"UgyXMi9kp4cfbxsrmCl4AaABAg","content_type":"comment","title":null,"body_preview":"Cannon is a CRIMINAL!! Literally stopping EVIDENCE OF Trump's CRIMES!!!","author":"@tygrahof9268","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.2601505979624981,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"bfe867e3-050e-494d-9b13-654c1ebf48f4","source":"youtube","source_id":"UgzkNtU8tLhIrhpCf-94AaABAg","content_type":"comment","title":null,"body_preview":"When the felon Trump gets weaker, every American should come and get a piece of him!!!!!!","author":"@whis5448","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"6c944df9-626d-41db-9216-1fadaaea3230","source":"youtube","source_id":"UgzA3GZ_RWTy3XbEK2Z4AaABAg","content_type":"comment","title":null,"body_preview":"Yes!  Give it to him! \nTestifying their evidence against the felon 47  must be allowed or judge cannon isn't looking too patriotic eh!","author":"@ryanmatchett6481","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"58854141-2868-4399-920f-fe3b1e9492c3","source":"youtube","source_id":"UgwWfnHO8ZdcDnR0q6Z4AaABAg","content_type":"comment","title":null,"body_preview":"She's trying to set them all up for jail time on behalf of trump to get them out of the wayfor him .","author":"@marktwan4237","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"ff79c45e-3aee-4e80-9916-654864351691","source":"youtube","source_id":"UgxgAQgvECAQxWuwcM94AaABAg","content_type":"comment","title":null,"body_preview":"the judge is a criminal, how and why is she allowed to be on the bench","author":"@LoydM-s6i","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"2d40d133-56e6-4e02-9924-dfe543efcb71","source":"youtube","source_id":"UgzfgCBDjVUxAYnTZp54AaABAg","content_type":"comment","title":null,"body_preview":"Does anything matter? To me this evidence supports Impeachment. First - pass a law - any president convicted of impeachment shall have ALL provided pardons immediately revoked.","author":"@shaynekevin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"43f4f525-f7d2-4606-94bc-f8b3c633f1ba","source":"youtube","source_id":"UgyHw0Sr990908NPPmF4AaABAg","content_type":"comment","title":null,"body_preview":"He'd been stringing the document archivists along for years by then, until they finally asked for a warrant","author":"@banicoletti","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"52357498-6ee9-4f35-8064-5f6850ee0726","source":"youtube","source_id":"Ugw2Lxm65wzbPD0KipF4AaABAg","content_type":"comment","title":null,"body_preview":"It's all crap.  Find him guilty well well and good.,  Then find a law enforcement that will lock him up.   Not gonna happen in this multiverse","author":"@irrational3000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"22da7f1f-69eb-4f90-98a2-31ce6f9d072f","source":"youtube","source_id":"UgzMtllz4oO7rSaS3_d4AaABAg","content_type":"comment","title":null,"body_preview":"Are you crazy? She'll sit on the FBI employee petition until the next century... it's in the Roy Cohn playbook!!! Haven't you been paying attention?","author":"@sarahbrown9293","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"e5b876e2-8310-4877-85d1-f3e31d723383","source":"youtube","source_id":"UgzXH414KetBIFSRk9B4AaABAg","content_type":"comment","title":null,"body_preview":"We know all this already.It’s in Jack Smith’s case. We saw all this years ago!","author":"@mewth59","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"a4d785f6-2da6-48f9-895d-6404b29dea87","source":"youtube","source_id":"Ugwio_oYHeZ0qR633ip4AaABAg","content_type":"comment","title":null,"body_preview":"She needs to be impeached and removed from office.","author":"@srgriffith","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"cf345208-6b69-427f-8227-4134b82a2fcd","source":"youtube","source_id":"UgzT5GZkub6AKJ0HHsp4AaABAg","content_type":"comment","title":null,"body_preview":"I remember in \"Back to the Future\" when Biff got a load of manure dumped on him and his open convertible.","author":"@docmupsy","classification":"human_created","confidence":0.85,"indicators":["cultural_references","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"8e7d4287-4fbf-44ee-9649-32b43c7113ea","source":"youtube","source_id":"Ugx2SiI8zSNPmFOGh0Z4AaABAg","content_type":"comment","title":null,"body_preview":"And she’s stupid enough to think she’ll survive a senate hearing for high court she’d be lucky if she is even able to keep her job !! Because she’ll be compelled to answer questions we all know she’ll","author":"@MrJackGiacomo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"89a8739c-6459-49ce-ba89-e6ba1d3dfbfc","source":"youtube","source_id":"UgyLZ-7LOmgm_RxiVhx4AaABAg","content_type":"comment","title":null,"body_preview":"Popok here is the rub the fbi should testify and incur the wrath of Blanche and prosecute them and guess what happens the October surprise … lol the agents can subpoena in discovery stage of their ind","author":"@MrJackGiacomo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"9c9adbfe-86af-42c6-852c-9d66e04258ba","source":"youtube","source_id":"UgxZ5kiRwXdZIwZonGR4AaABAg","content_type":"comment","title":null,"body_preview":"My god I hope this comes back to light…cannon needs to GO.","author":"@Mugwump7","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","terse_reply","strong_opinion","platform_fluency","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"da8a1291-b30b-4733-afe1-ed29ec8951bc","source":"youtube","source_id":"UgwLzFFbW43MZ0Uazfl4AaABAg","content_type":"comment","title":null,"body_preview":"Michael you are a gentleman and a scholar (thanks for quoting Shakespeare), thanks for your objective factual reporting without the clickbait so many channels use.","author":"@ursulamerk","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","terse_natural_structure"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"f0ce7e06-89ae-41d2-ab5c-1124da0b7561","source":"youtube","source_id":"UgyWWp_5kLJz5EQoyQt4AaABAg","content_type":"comment","title":null,"body_preview":"Legal AF is a very clickbaity page. A Judge that's willing to throw out an airtight case on questionable grounds is probably also willing to throw out truthful testimony -- if it hurts her baby, Trump","author":"@mvpfocus","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_native_voice","emotional_authenticity","absence_of_hedging","terse_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"eb7611e2-9c53-4f15-b818-6d8cd4d8cb0a","source":"youtube","source_id":"UgyNMDHoiBNdc8A11-14AaABAg","content_type":"comment","title":null,"body_preview":"Question. Is Judge Cannon the most Trump corrupted member of the judiciary, or are there others outside of SCOTUS, which is no longer credible?","author":"@AnthonyTurton-j5x","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_native_voice","genuine_specificity","absence_of_hedging","terse_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"afd6e0ab-73eb-446a-b490-065e8e991d08","source":"youtube","source_id":"UgzGbvRWZ4pFy3rYK-94AaABAg","content_type":"comment","title":null,"body_preview":"The fruits of greed can actually be sweet until the fruit ferments in the gut of the greedy.","author":"@fessit","classification":"human_created","confidence":0.72,"indicators":["genuine_specificity","strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"026c5bd1-90f4-417f-ad1d-5e516f8b7704","source":"youtube","source_id":"t8PMvw-lfF0","content_type":"post","title":"Trump MISFIRES as Former Mar-a-Lago FBI Agents Tell Judge Cannon They WANT to TESTIFY against Trump!","body_preview":"Popok reports on the stunning news that Trump's \"grand conspiracy\" investigation presided over by Judge Cannon has already backfired, as FORMER FBI agents who worked on Mar a Lago want to be released ","author":"Legal AF","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t8PMvw-lfF0"},{"id":"2f431b1e-e80e-4657-9a73-09226c9d0bd0","source":"youtube","source_id":"Ugxt2XoNg52ZZticH_J4AaABAg","content_type":"comment","title":null,"body_preview":"There are so many things wrong here!!! Her cutting him off just made him more prone to kill her!! Arrest this girl!!! If she gets off the public will be her prison! People will not let this go!","author":"@laura4703","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"c7f94d4d-530a-46cb-933f-3f46f67ec7d6","source":"youtube","source_id":"Ugzi6mktc9apumFbIml4AaABAg","content_type":"comment","title":null,"body_preview":"Damn girl, for HIM?!? Are you kidding me? I'd rather be besties with another woman than ever let a man put me against anither woman.","author":"@annadrift4","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"c0d4f276-c41e-45b1-af01-5001dd14eeb7","source":"youtube","source_id":"UgzLbABl_VaDEFco8s94AaABAg","content_type":"comment","title":null,"body_preview":"This is a mess. So much for christianity and let me guess they could easily repent and be forgiven. Right?!? Absolutely ridiculous.","author":"@justartpaint","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"2990f10d-bbe4-45d4-9e1f-70424b83c96a","source":"youtube","source_id":"UgwG2G8qU2THS1e1Klt4AaABAg","content_type":"comment","title":null,"body_preview":"I'm confused. Why isn't she on trial too?? She is just as guilty if not more than him?","author":"@jess_44-e8v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"a1bb1f79-39c6-43e1-9f78-8ff5249aa944","source":"youtube","source_id":"UgyHQeaplf236WsCkft4AaABAg","content_type":"comment","title":null,"body_preview":"Selfish Selfish Selfish. This is so sad. You could have walked away. Universe have mercy","author":"@ValeneNeddMusic_","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"866befcd-a447-4cc4-a13b-b284fa099a5d","source":"youtube","source_id":"UgznREsYyCBQO_2KcjZ4AaABAg","content_type":"comment","title":null,"body_preview":"She’s only regretful and ashamed bc she’s been exposed. Thats actually demonic","author":"@abag55","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.6556776556776556,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"0b19f901-a9b4-4e53-87cf-d92bb935cda2","source":"youtube","source_id":"UgwebGj-QMi5Q0qkT5J4AaABAg","content_type":"comment","title":null,"body_preview":"She basically pressured him to murder her! How is she innocent ??","author":"@abag55","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.6556776556776556,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"e58de9a4-a732-4bdf-b116-1147bcd61a89","source":"youtube","source_id":"UgyPJis3uJ4c76jfzdV4AaABAg","content_type":"comment","title":null,"body_preview":"Nothing new under the sun. This, unfortunately is a common triangle. It’s tragic it ended in murder.","author":"@tmgrigat1225","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_obvious_ai_signals","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"101ad1bd-0d5d-490e-ad83-67142d3f09d5","source":"youtube","source_id":"UgxtuMoAMjsk2H1aIS54AaABAg","content_type":"comment","title":null,"body_preview":"Why would they need \"burner phones\" if she didn't help him plan this?","author":"@ChereeCrawford-k5w","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"5cc947ed-a225-4f10-8b14-bed5b67ee938","source":"youtube","source_id":"UgwzYxaXqpoOhuXzBaZ4AaABAg","content_type":"comment","title":null,"body_preview":"Red flags for me: her saying something about not supposed to text first and a burner phone, him seeing her and saying something about this didn’t happen the way we thought it would, her saying “Ashley","author":"@shannilovely","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"645df37e-44e1-4448-ac04-395d5fd3638e","source":"youtube","source_id":"Ugy5ScmdhgEUuKseIkt4AaABAg","content_type":"comment","title":null,"body_preview":"Ain’t no way she isn’t going to jail at the end of this🤬","author":"@w.k5151","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"9afbee4d-6073-4354-ae8b-7139f3b4c273","source":"youtube","source_id":"UgzMjN2SvNAbb411yoR4AaABAg","content_type":"comment","title":null,"body_preview":"Omg I feel so awful for her she was sleeping next to her worst enemy and didn’t even know it . Disgusting conversations . She looks so pure she did not deserve that\n\nAt the end of the day cheating was","author":"@Crystalthomas27","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"e391b2f7-45a5-4512-a5cc-89afce854437","source":"youtube","source_id":"Ugw3-RoS4M3UGw4z2hF4AaABAg","content_type":"comment","title":null,"body_preview":"I believe she was absolutely in on that murder. HOW is she still walking free ?!?","author":"@TiffanyMcgradyShow","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"cb7a01b3-c4a2-48cf-9480-32983ebd272c","source":"youtube","source_id":"UgzlvJboMXvEQpycoj14AaABAg","content_type":"comment","title":null,"body_preview":"Why isn’t she charged! She is a terrible person. Sickening","author":"@megan8588","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"6ca43992-0d88-4dca-b671-1101445a45b9","source":"youtube","source_id":"UgwNSuecfR4L7q68A-14AaABAg","content_type":"comment","title":null,"body_preview":"Poor Ashley Flynn.  She lived with a monster.  This mustress calls herself a leader.  What a psychopath.","author":"@lindabaek7488","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"f6d1861f-0bb8-43f9-9e8f-5dcc3b179b62","source":"youtube","source_id":"UgxWCF0rcOOHsPuwNe94AaABAg","content_type":"comment","title":null,"body_preview":"WOW he looks awful! The curse of shedding the blood of another really takes a physical toll on people. And she is EVIL. I pray she gets put in prison.","author":"@Dailylaughswithjamie","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"91f4b72d-6f4e-4922-85ff-32ca24a9063f","source":"youtube","source_id":"UgyWsvHUJ8VcFs9yAI94AaABAg","content_type":"comment","title":null,"body_preview":"@14:14 day before the murder!\n (or day of the murder)\nShe says,\n \" _you're about to be free_ ! \" \n😳😳🫣😳 Dude I can literally hear the devil laughing hard at him in those words  👹🔥😈👹😈🔥 like ya look how ","author":"@PrimaWhiteKitty","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"d956255c-9d7a-49e6-aa19-aa2aa604d85e","source":"youtube","source_id":"UgyYkWZm9RHxsXFo3nh4AaABAg","content_type":"comment","title":null,"body_preview":"If they texted these things, imagine the conversations they had in person when they didn't feel any fears of being caught.","author":"@nantucketmornings","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"8fa24be3-bfac-4db9-9d25-c248f0e01ea8","source":"youtube","source_id":"UgwDdKsTH7XTOZyV6I14AaABAg","content_type":"comment","title":null,"body_preview":"Jezabel got ahold of him and it's so sad to see how many lives destroyed.","author":"@lamyvictoria4775","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"18eaa199-87e4-4647-8689-9811403c5470","source":"youtube","source_id":"Ugw19HxmsnpYRIpzRXV4AaABAg","content_type":"comment","title":null,"body_preview":"She looks like she is trying so hard to smile literally this entire testimony","author":"@lamyvictoria4775","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"0ec305b9-ad2d-4889-9c7f-a0732c12eff4","source":"youtube","source_id":"UgxPYZ-5UYd8OMBenjp4AaABAg","content_type":"comment","title":null,"body_preview":"We have a special offer with our promo code OTCFALL. Get your first three months of Law&Crime+ for just $2.99 a month. That’s 50% off the regular monthly price. So subscribe today: https://bit.ly/Onth","author":"@LawAndCrime","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"34589e1f-f09e-44ce-9c5b-d6736f2567ca","source":"youtube","source_id":"bdNOxsgBed8","content_type":"post","title":"Pastor’s Mistress Unleashes DAMNING Texts in Wife’s Murder Trial","body_preview":"Caleb Flynn’s mistress returned to the stand and read a series of disturbing messages exchanged with the pastor as prosecutors detailed what they say was a months-long effort to get his wife out of th","author":"Law&Crime Network","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bdNOxsgBed8"},{"id":"49788389-e921-4204-9320-76f324ec561f","source":"youtube","source_id":"UgyfT0U0e-ZKc9ID4rJ4AaABAg","content_type":"comment","title":null,"body_preview":"CNN is lying yet again with yet more propaganda. Real American's Voices stood up and did the camera work. There are other news organizations stepping into the pool to replace the fakestream media. The","author":"@josephprice6968","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"32fc4f2e-b739-4238-833a-713ef2a28bf6","source":"youtube","source_id":"UgyQtA_rfReTxYC3o1J4AaABAg","content_type":"comment","title":null,"body_preview":"No Mic ,,,   heheheheh ,, ,   sooo cool !   Karma :)","author":"@POUNCEMAN1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"52f68b96-a7cc-4d64-b45f-a9f1c2378a85","source":"youtube","source_id":"UgxQSA0YfmQds232Gol4AaABAg","content_type":"comment","title":null,"body_preview":"Why is Trump acting like this now ,,,  cause he is paranoid of himself ,,   not his party","author":"@POUNCEMAN1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"b772b43b-4951-49b4-8fb0-306e77e3e238","source":"youtube","source_id":"Ugy8FCB3PjffgcfS4tZ4AaABAg","content_type":"comment","title":null,"body_preview":"I hope they will 100% cut him off. For a start: 48h with no Trump, would be fantastic, a good start","author":"@pictureinpicture2668","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"8da28f1c-3161-49bf-8302-edc82a48624b","source":"youtube","source_id":"UgyUmV3jZP-SgMNbw7F4AaABAg","content_type":"comment","title":null,"body_preview":"For her to say just a little bit, is ridiculous… You have the nerve to comment on this video knowing you cannot hear.","author":"@patriciajennings8639","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"a8e9591d-6fc0-4120-ba5e-7c4f84707814","source":"youtube","source_id":"UgwR1DryTfJ6H7RE_MV4AaABAg","content_type":"comment","title":null,"body_preview":"the very first time people saw Dump talking in public without him spitting out outright lies!","author":"@D_Maget","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"e3642427-548a-4922-a3e3-9cd29d1bf371","source":"youtube","source_id":"Ugy1wLrJ0jHI-CAVYsl4AaABAg","content_type":"comment","title":null,"body_preview":"Finally been saying it for months stop asking him anything none of it is relevant or worth listening too... same statements everyday none matter","author":"@tblcville","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"45a134eb-39c8-4f45-a004-7ffcb46ac78f","source":"youtube","source_id":"UgzfEFbmsjDeba25U-14AaABAg","content_type":"comment","title":null,"body_preview":"I would love to go a step farther and literally not say a single thing about him good bad whatever completely and utterly muted.  Hilarious","author":"@tblcville","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"34a76c9b-4cf0-42bf-864b-ad2831b0413e","source":"youtube","source_id":"Ugx-vTCbUdaXYHvV-jZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hate is something I had reserved. It is loose and on fire","author":"@AnthonyKerberos","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"4e879bcb-1a64-429f-a733-c5bffd2f6b39","source":"youtube","source_id":"UgxW6KszWEFWEMlMEx94AaABAg","content_type":"comment","title":null,"body_preview":"Trump should copy the fake news and sue them and get a partisan Judge to force them to cover him! 😂🤣","author":"@thebashmane","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"2902ee37-9cba-4337-a172-dc67e958d945","source":"youtube","source_id":"UgyjhtZMCZ-e2ZTyGnp4AaABAg","content_type":"comment","title":null,"body_preview":"His arm candy actually believes he gives a shit about her 😂😮","author":"@Stray..","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"0ab84bec-f222-45ce-ae4e-2ee096d86142","source":"youtube","source_id":"UgyCJmaubWyE3hJHKZ94AaABAg","content_type":"comment","title":null,"body_preview":"Dear channels, please keep this going, you will gain respect from the People.","author":"@EvettVB","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"651400e4-2eff-4d37-9625-1e1a0b8649e0","source":"youtube","source_id":"Ugz3fInwuI8ZtQsZ-LB4AaABAg","content_type":"comment","title":null,"body_preview":"The only way the wicked witch lost her power and influence in Merlin was because she was FORGOTTEN.","author":"@wolrdtraveller","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"f6ea83f4-b5c1-4381-8ad7-209bc77e8e61","source":"youtube","source_id":"UgxSOIKFbFlsVJ8_WE54AaABAg","content_type":"comment","title":null,"body_preview":"Hahah he still hasnt given you access 😂\nWe didnt have to listen to you and itvwas GREAT ❤❤❤","author":"@asdfasdfasdf4746","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"47f1b159-90cd-4af3-b180-c62de427d85c","source":"youtube","source_id":"UgyhWH-OixVD7-KcxJx4AaABAg","content_type":"comment","title":null,"body_preview":"I thought yall losers were gonna ignore him 😂😂😂 you sure are trying HARD to get back in. ❤😂i hear you have already been replaced and your spot is no longer available 😂😂😂","author":"@asdfasdfasdf4746","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"27c0de1a-2124-4bcf-8ce2-e473bf840bc8","source":"youtube","source_id":"Ugx4gVqB12X-28Nl7Wl4AaABAg","content_type":"comment","title":null,"body_preview":"The war you funded is also still going on for over 4 years vs 8 month Trump war.","author":"@asdfasdfasdf4746","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"80b1bf90-a372-4c26-a822-deb7b42d6bb0","source":"youtube","source_id":"UgwAQTQf34FrmZ0vul94AaABAg","content_type":"comment","title":null,"body_preview":"Trump has betrayed the country as a traitor and shown cowardice by refusing to face criticism and uncomfortable truths in the media, while choosing to ignore many of the serious problems facing the co","author":"@Hgggyfvb","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.5507821215201169,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"642bd9f0-4165-4919-bd8c-c418a6aa3277","source":"youtube","source_id":"Ugzo5yn2BWO29PSaIVZ4AaABAg","content_type":"comment","title":null,"body_preview":"Major TV networks stand with CNN, decline to replace its White House pool crew: https://cnn.it/4dsJyUs","author":"@CNN","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.2875,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"aa7b9edc-ee33-4bc9-b644-f15de3186c82","source":"youtube","source_id":"jbcdeFER5hg","content_type":"post","title":"Media ban backfires, leaving Trump silenced","body_preview":"The Trump administration unveiled a new White House helipad on Monday, but Trump's decision to ban specific news outlets backfired during the ceremony. Because of the ban, the media organizations that","author":"CNN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.23015873015873015,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbcdeFER5hg"},{"id":"38c59a7f-ca6d-48c1-ad91-916abe1343a7","source":"youtube","source_id":"Ugy6OZXfnjv3RM9Ie1B4AaABAg","content_type":"comment","title":null,"body_preview":"and SERIOUSLY who's talking about what happened 2-3 years ago Biden Biden Biden Biden blame-game has been a trump admin OBSESSION!!","author":"@WilliamMcDonald-r5m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"c49a1b0e-b759-4a89-b001-6fcb38187a2e","source":"youtube","source_id":"Ugysot3vVroalUA5rJN4AaABAg","content_type":"comment","title":null,"body_preview":"What did she say when people were burning cities for Floyd??","author":"@countryfriedhillbillly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"bd478a5b-1e81-4240-bab5-6b19a477bc1c","source":"youtube","source_id":"UgwQB5crI0IXshF3vZF4AaABAg","content_type":"comment","title":null,"body_preview":"Omg Jan 6th was such a disgrace and so is he. The hypocrisy is disgusting.","author":"@Bananabreadinfinity","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"5b71f385-4954-49de-a087-ac3f2f8cb4bf","source":"youtube","source_id":"Ugz5T4x7yGGlIkvoR-V4AaABAg","content_type":"comment","title":null,"body_preview":"January 6th, 2021. The day that Republicans showed their true selves. What vile and disgusting people.","author":"@JMan-jj8ic","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"9abfc6d5-fda3-4397-aa48-de23ee785a15","source":"youtube","source_id":"UgwyrsFEh3-cMQs5Xtd4AaABAg","content_type":"comment","title":null,"body_preview":"Trump still talks about an election he lost that he claims was stolen and using it to stop the next election","author":"@scottmullins87","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"e6801be3-4e15-4d06-9ea9-ec74224207ff","source":"youtube","source_id":"Ugx7i-qPkRqghu_Geh94AaABAg","content_type":"comment","title":null,"body_preview":"There's a reason the clip is cut before it gave him time to actually respond. This was pretty disingenuous","author":"@ChodyRay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"66f7f6f1-af73-44ce-8290-e3ceccc28af4","source":"youtube","source_id":"UgytJRs3usq_i0OqUp94AaABAg","content_type":"comment","title":null,"body_preview":"Definitely a double standard. He looks like he rolled down a hill and he doesn’t know where he’s at. Why is he vice president get them all out they’re all worthless. They’re all criminals.","author":"@yod42000","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"d6728e68-b546-4504-acbf-83908001f6f3","source":"youtube","source_id":"Ugxw0oZy39Yle6jw2mZ4AaABAg","content_type":"comment","title":null,"body_preview":"He also called Trump Hitler.. so add it to the list","author":"@robertlocke3500","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"3dfae40a-db58-4f61-a1f5-6091f325235e","source":"youtube","source_id":"Ugw0hISUAPy2AbaCX594AaABAg","content_type":"comment","title":null,"body_preview":"I find it interesting how Maga wants us to forget J6. That tells me all i need to know .","author":"@cindykanable3350","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"8e206f43-5d6e-4b9d-a1d6-00c1a50ef973","source":"youtube","source_id":"UgxaVK4OJfU0XLOB7HN4AaABAg","content_type":"comment","title":null,"body_preview":"It's not an obsession if you guys keep saying that it's okay for YOU to break into buildings, but not anyone else. It's a double standard... like what","author":"@SareBear2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"1b7f8047-dbf3-47d7-8014-b06168806630","source":"youtube","source_id":"Ugzzkbo-ax7ei1uHSOt4AaABAg","content_type":"comment","title":null,"body_preview":"Only if it greatly increases his wealth and benefits his friends and family.","author":"@cesarsaenz551","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"19b3e32a-d238-497f-a7c0-313c848d8fdf","source":"youtube","source_id":"UgxFu1TRo7CPmooqnQR4AaABAg","content_type":"comment","title":null,"body_preview":"Listen to Can’t You See by Marshall Tucker Band. Trump is singing it to his mirror now, about the Lady Collins\nCaint you see what that woman’s been doin to me.","author":"@RandeWilliams-d3x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"cda9483f-b98d-40af-8141-0d4ae560f8b7","source":"youtube","source_id":"UgzJ_BWpBXeXwtJaKPB4AaABAg","content_type":"comment","title":null,"body_preview":"I cant say this enough. Keep up the protest. Vote to get the people into office to uphold our constitution rights, who will impeach traitors, who will better this country and put we the people first. ","author":"@allenortega5645","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"ae598a44-56cc-44f3-a762-c86c3f88d7c6","source":"youtube","source_id":"Ugw3az60dxzqALyPGQR4AaABAg","content_type":"comment","title":null,"body_preview":"the entire admin should be put in prison for life for treason","author":"@michaelhunter81","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"ad69b404-6a00-494c-b758-858e0f932609","source":"youtube","source_id":"UgxMnUF8OtWyg5D6c4F4AaABAg","content_type":"comment","title":null,"body_preview":"“It’s an obsession”\n\nBruh… we just want the Trump admin held accountable for their double standards and lies","author":"@Plaegu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"a304762c-f47b-4367-a45a-a4d09d691136","source":"youtube","source_id":"Ugw42KLPXbYZkJMCN1x4AaABAg","content_type":"comment","title":null,"body_preview":"What a dummy, it's really true that the Republicans are that stupid.. I've seen too much stupidity it's mind blowing","author":"@gregggorypecs2370","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"ec4d8ee2-f0e0-4633-b950-214040af6738","source":"youtube","source_id":"wCZby0yd-2c","content_type":"post","title":"Kaitlyn Collins Ends JD Vance","body_preview":"That was almost too easy.\n\nFor more Trump news and U.S. politics, subscribe to NowThis Impact.\n\n#Trump #Politics #Election #News #NowThis #NowThisImpact","author":"NowThis Impact","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wCZby0yd-2c"},{"id":"81da0269-59f0-4594-a9e0-da65099b6d27","source":"youtube","source_id":"UgwPFJ0dCax9EnTiBtd4AaABAg","content_type":"comment","title":null,"body_preview":"Is she this dumb? The Epstein files that matter are sealed. Sealed by a judge. The girls took settlement payments in exchange for signing non disclosure agreements. Virginia Guifre talks about receivi","author":"@steveturner3864","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"959aba58-5cf5-421e-ae90-5416c5fd2a8e","source":"youtube","source_id":"UgzV53dp6mJYV9n1kO54AaABAg","content_type":"comment","title":null,"body_preview":"Sometimes I feel cult gives their leader too much credit. The persausion we see here is motivated by bigotry.😏","author":"@2cents411","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"e7411849-e255-47cf-a235-3c8e4ddee532","source":"youtube","source_id":"UgxJ5mWj8VOpPAqBVex4AaABAg","content_type":"comment","title":null,"body_preview":"Love you katie🥰 great work. Hit him where it hurts💪💪💪","author":"@ruthmckendry7202","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"aa3f958b-a4c2-43ac-8b19-db6d761ad4cd","source":"youtube","source_id":"Ugx3J6qTQRdFGpWscAB4AaABAg","content_type":"comment","title":null,"body_preview":"At 13:49 - If that is the actual Blanche response - FWIW he's just noted a bit of reality here, when talking about Trump: \"President of the United State\". (singular). A dangerous state!","author":"@MichaelFenichel","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"80530d71-0339-42e4-adf4-17efada9f0a7","source":"youtube","source_id":"UgwibFqEjj3oG1kVDuh4AaABAg","content_type":"comment","title":null,"body_preview":"At 13:45 you can see Blanch used the singular, instead of the plural, of state. “…against the President of the United State.” This clown can’t even get a response written without errors a 10-year-old ","author":"@Alan_CFA","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"082fe388-bedf-42df-a386-58f908cff0b2","source":"youtube","source_id":"UgxIC0cN6Sk13iveF9F4AaABAg","content_type":"comment","title":null,"body_preview":"Lets hope this mid terms is an absoute white wash ty Katie for fighting the fight for the American people xx","author":"@andreauk-bas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"c3c296ae-4a4f-42cb-af22-f36bc609642c","source":"youtube","source_id":"Ugz0dBIm6ficNw7rU3d4AaABAg","content_type":"comment","title":null,"body_preview":"If Trump had not harmed the girl in the FBI interviews then Trump would be suing anyone who said that he did. He won't sue anyone on these allegations because he is afraid of discovery.","author":"@ziphenia","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.27000516262261226,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"1c8e3731-6f83-4399-b4b1-1e2a5265b35f","source":"youtube","source_id":"UgxbQQGogU7lKC-iDwd4AaABAg","content_type":"comment","title":null,"body_preview":"It's like pulling teeth.. when will we see some justice?! Theyre gonna keep doing these delay tactics until hell freezes over","author":"@zeb33369","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"6b1a8ea6-e33e-427a-a603-dacb5e0a3223","source":"youtube","source_id":"Ugw-uW800htgtQj_FCx4AaABAg","content_type":"comment","title":null,"body_preview":"Katie,\nYou are the pit bull that has this administration shaking in their boots! I don't think they fear a blue wave as much as they do you! \nYour tenacity and fearlessness is to be admired and with a","author":"@Jeffrey-u6r","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"252f02ff-cd83-4b8a-a38b-e34e445f49e4","source":"youtube","source_id":"UgyOSTYZnCA1J41xwuh4AaABAg","content_type":"comment","title":null,"body_preview":"So maybe I'm missing something but you seem to be no further ahead so far as releasing the trump epstien files than when you started. Am I wrong?","author":"@bubbagumps9721","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"7f00ecf5-b70f-44f4-b127-7afa38cd4d02","source":"youtube","source_id":"Ugymqcfbf9u8UE5ULwB4AaABAg","content_type":"comment","title":null,"body_preview":"You Go, Young Lady!\nYou put men in our government to shame.","author":"@25THZAPMAN","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"ced97e51-c202-453d-911d-b540996d60ed","source":"youtube","source_id":"UgzuD6pMbSG1Ay6UZPl4AaABAg","content_type":"comment","title":null,"body_preview":"\"And Judge Sullivan appropriately said \"spppp' \"  (2:23).. not familiar with that legal term...  🙂","author":"@zarazcollection-jewelryhan5323","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"1e6559b9-b553-41bb-8f7f-77e76cdf67de","source":"youtube","source_id":"Ugxh2vSTdic02NaAOTB4AaABAg","content_type":"comment","title":null,"body_preview":"Oh, Katie! You are so great. I love your  reports! Keep up the good work! Joanne","author":"@JoanneGaudette","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"2bb1e83b-c831-434f-b024-6140339a2138","source":"youtube","source_id":"UgwaSJf2RsBuDhnc7c94AaABAg","content_type":"comment","title":null,"body_preview":"Stay fearless Katie youre winning! Trump & Blanche are scared!!","author":"@Ccee2026","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"72dfa3c0-2fe4-4cd5-a07d-c811c8db180b","source":"youtube","source_id":"Ugw0kBKilj_ZS6FnOzt4AaABAg","content_type":"comment","title":null,"body_preview":"I think you’re going to find that Trump has ordered documents about the Epstein files to be hidden or even destroyed…this criminal has no limit as to how he will break the law…he doesn’t respect the l","author":"@keithwrittenhouse","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"58c96421-6884-4de6-870a-4c8ad5d84a87","source":"youtube","source_id":"Ugx3YNmfTJvdX-ItvLV4AaABAg","content_type":"comment","title":null,"body_preview":"Great job Katie! Fight, fight, fight. No retreat and no surrender. I would love to hear that Todd Blanche is jailed for contempt by the judge over his overt conduct and failure to comply with court","author":"@garycross2277","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"ca801ef6-3ce2-4478-b295-a9d3de4c16a7","source":"youtube","source_id":"UgzB9_ER10SbtuY4a9h4AaABAg","content_type":"comment","title":null,"body_preview":"Likely the orange criminal signed for the release of the files with the intent that any documentation implicating trump would NEVER be released! and likely never will be until the republican criminals","author":"@dariovilla978","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"a4c62298-e41f-47b2-8364-696a0b1b5ace","source":"youtube","source_id":"UgzXOmISUkpLNOzojaV4AaABAg","content_type":"comment","title":null,"body_preview":"This is taking way too long, we the people demand  all the file be released.","author":"@artban6993","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"d608b520-22d8-48fa-bfe7-c713f4a9e45f","source":"youtube","source_id":"Ugxyc9d3_8jW5UzyhrZ4AaABAg","content_type":"comment","title":null,"body_preview":"Thank You Katie for your tireless work to bring those pigs to justice!","author":"@Why-e09","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"8c0b3400-2136-49f3-93e9-7cdcedad0fdb","source":"youtube","source_id":"UgyShj7Zr_V5zaooH5N4AaABAg","content_type":"comment","title":null,"body_preview":"If white people were found hung you can bet your sweet ass there would be investigations accountability and even the wrong people charged just to show the level of tolerance for such behavior...","author":"@ricEb1223","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"c569b7cf-0dda-4864-8b73-191bd43d9f9b","source":"youtube","source_id":"dDsuoxktxT4","content_type":"post","title":"AG Blanche PANICS In NEW Filing As MY Lawsuit CLOSES IN On EPSTEIN FILES!!","body_preview":"Another BIG update in Katie Phang’s lawsuit against Todd Blanche: he has now responded to each and every allegation in her Complaint, and it’s obvious she has gotten under his skin! Blanche’s Answer i","author":"Katie Phang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","synthetic_empathy"],"bot_score":0.30823271526041307,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dDsuoxktxT4"},{"id":"ef4802a9-f1e9-4cb3-9c37-949f8bd6dcf1","source":"youtube","source_id":"tsurz2nW5Z4","content_type":"post","title":"Brooks and Capehart on Trump's warm welcome for China's Xi Jinping","body_preview":"David Brooks of The Atlantic and Jonathan Capehart of MS NOW join Amna Nawaz to discuss the week in politics, including Chinese President Xi Jinping's state visit, President Trump's warm welcome for t","author":"PBS NewsHour","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes"],"bot_score":0.37533416036270156,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tsurz2nW5Z4"},{"id":"43497bc6-9d7e-4c4c-b862-fddf0708aa34","source":"youtube","source_id":"UgwBWCF-qyycTXkP4lZ4AaABAg","content_type":"comment","title":null,"body_preview":"Democrat party better come up with someone better than Kamala or AOC","author":"@kipfaeveh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"1bd61fcc-68bd-438d-82e9-9b8f9b38ffa8","source":"youtube","source_id":"UgwcZbZ7ZEmX0v9Vlyp4AaABAg","content_type":"comment","title":null,"body_preview":"I was extremely disappointed in the settlement between the AGs and the Ellisons. Our free press will be eroded over time. The people must have their voices heard this November.","author":"@lsldrdrs8925","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"dd42d2ad-48c2-4799-a59f-8b6f5f270e67","source":"youtube","source_id":"UgzDFVZZ6ga8TrxOAFJ4AaABAg","content_type":"comment","title":null,"body_preview":"who uses the word “groceries” oh I’m sorry we don’t just always magically have a stocked fridge","author":"@ricardocontreras8156","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"aaf05097-4628-4609-b5c8-1b3c3b3a4f4d","source":"youtube","source_id":"UgyvRJD900jLWYz-TS54AaABAg","content_type":"comment","title":null,"body_preview":"It’s about damn time that they all finally see Trump is wrong for America! It took them wayyy too long to come to their senses. \n\nThe challenge will be actual poll results. Many republicans won’t be v","author":"@darryljackson2877","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"61a8502d-fe97-43d1-b969-bab531065346","source":"youtube","source_id":"UgyzlzSC-Vbwx7p80jh4AaABAg","content_type":"comment","title":null,"body_preview":"I can't get over that he TRULY believes that he's the first to use that ancient word .. just imagine.. he never used it as he has never bought GROCERIES... 🤦🏻‍♂️😵","author":"@PseudoNym135","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"83589bc4-f519-4961-8121-9e2e6b63e7d3","source":"youtube","source_id":"UgzCPyKAmWJ1LlT69d54AaABAg","content_type":"comment","title":null,"body_preview":"Oh, so we get fascist media monopoly AND 30 shitty movies! GFY Bonta, this merger should never go through!","author":"@elpe333","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"06da7ee8-0c9b-4f59-ad09-33d6abca22da","source":"youtube","source_id":"UgzOAM1WSHphZICJjFV4AaABAg","content_type":"comment","title":null,"body_preview":"Please remember $4.00 gas is an average....\nWA Sate gas is $6.00+ in Seattle area. I live in a more rural area where gas is $5.39/gl.","author":"@marciegriffin9915","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","platform_fluency","self_reference","terse_reply","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"a9a69365-aca8-4e9f-89cb-a18a28ec5028","source":"youtube","source_id":"UgyDfVTEV6JjydNtBAR4AaABAg","content_type":"comment","title":null,"body_preview":"The country has experienced crisis in the past. The difference today is that you have a President that doesn't give a crap.","author":"@Marbella68","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"e59aeccc-daac-420e-88bc-ba55479cfec4","source":"youtube","source_id":"UgzFcAH4xEv6K7Vs3kN4AaABAg","content_type":"comment","title":null,"body_preview":"BTC, we're  always gonna need your posts and your lean towards the truth, IF YOU CAN KEEP IT!  Trump(Blasphemy Pedophile) and the Magats came about in less evil and not loving times! The days are only","author":"@alyciahendricks3567","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"796f3c3b-6422-4ce8-b97d-b60b27331f92","source":"youtube","source_id":"UgzhLNhQsVZ98dGCVrJ4AaABAg","content_type":"comment","title":null,"body_preview":"The Republicans are acting like their immune to anything that might be coming to them for some reason. Maybe they expect a pardon from Trump.","author":"@stevenh-k8d","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"6b7cb3b0-f408-451d-9f4a-0edf180b115e","source":"youtube","source_id":"Ugxi4W7sJq0-4czik_h4AaABAg","content_type":"comment","title":null,"body_preview":"The trump administration's entire platform is marginalized communities and lies.","author":"@FirstLast-vl1vq","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"c6b53964-0857-457b-943e-a4fd3da9aff2","source":"youtube","source_id":"UgyvO7pwzUfuWvF15Tt4AaABAg","content_type":"comment","title":null,"body_preview":"How much was he paid to say this? Bonta sounds like an Elison lacky.","author":"@johnneTEE","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"cacea50d-3927-4dbc-81cb-e1ee1385f06a","source":"youtube","source_id":"UgwHmfr3EEa0uDqQycF4AaABAg","content_type":"comment","title":null,"body_preview":"Donald Dementia will declare those poll numbers are fake and the moron masses will believe him.","author":"@ricf9592","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"5f7f598c-bc0b-4dcb-a82d-bb69f3b14f75","source":"youtube","source_id":"Ugwcaso8vPSqCgy8zjt4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, the republican grift is in full effect with a republican president... who'd have thought?","author":"@Baeloro1481","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"de3ff217-85ce-431e-bb18-4c81f4dbdb01","source":"youtube","source_id":"Ugynxdez2Eeye_WQrkR4AaABAg","content_type":"comment","title":null,"body_preview":"No Trump, you won the Presidency because of your Racism !!!","author":"@MrOZ55","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.46222374507452446,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"d91c16c6-cce2-4405-99bb-b54f8e181c9a","source":"youtube","source_id":"UgxLwljQz_ZsFJ3x9V94AaABAg","content_type":"comment","title":null,"body_preview":"Dumping agenda of Trump is bad in what way? Sooner the better we get rid of government of, by and for the billionaire aristocrats.","author":"@davidschneider6306","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"3cb9ecd0-6174-4b80-8160-264d8773eb50","source":"youtube","source_id":"Ugya_bdseA_WJ57N-JV4AaABAg","content_type":"comment","title":null,"body_preview":"' 🚨Trump ILLEGALLY FREEZES $1 Billion In Midnight Heist.!.'\nhttps://m.youtube.com/watch?v=Hi6l3AGgaWo&pp=0gcJCS8MAYcqIYzv","author":"@1top2clean19","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"229aa461-4ab9-4e7d-8aa6-40df9189d957","source":"youtube","source_id":"UgzDtm0nkSPXYwDa-MF4AaABAg","content_type":"comment","title":null,"body_preview":"His saying that prices had doubled and tripled under Biden is also a lie.","author":"@angusmcrandy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"11fc82e5-ae6d-4ca1-acaa-0c72ff9a4692","source":"youtube","source_id":"UgynTFl7sKO7BrRJ9FB4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans DESERVE to LOSE....They have let this MORON run wild and do whatever the hell he has wanted to do!!!!!  He is a FELON and a LIAR and has NOT been held RESPONSIBLE for ANYTHING......!!!!!!!","author":"@patriciagraham4593","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"d803892e-2117-4e50-99ea-d59b29992f7b","source":"youtube","source_id":"UgxydBxqEf11yCrCKXh4AaABAg","content_type":"comment","title":null,"body_preview":"Trump vs. nobody was never good. He needs a villain.","author":"@smbs47","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.24217887375782107,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"a05d3a69-0c9f-4886-bc3f-3785a61da785","source":"youtube","source_id":"UgxAkGQEYgQbW58Lkpl4AaABAg","content_type":"comment","title":null,"body_preview":"When you ignore a potential employee's resume and references,  you get a lousy employee. Trump's resume of failed business ventures and  bankruptcies was ignored by those who wanted to preserve their ","author":"@baroncircleclassiccarsdean6083","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"62f3112d-2050-44bd-95f1-c16b22803990","source":"youtube","source_id":"UgzhlFS29kYP76RX-SB4AaABAg","content_type":"comment","title":null,"body_preview":"Independent media has never been more important. Please support this channel by subscribing here: www.youtube.com/briantylercohen","author":"@briantylercohen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"dc5028d9-e6d3-4b82-8205-d01e18ef444f","source":"youtube","source_id":"PVlvsjODUMI","content_type":"post","title":"OMG: Fox News drops BOMB on Trump","body_preview":"No Lie episode 376: Fox host outlines grim future for Republicans\n\nSPONSORS:\nhttp://www.SimpliSafe.com/BTC \nhttps://www.zocdoc.com/btc \n\n🚨 Check your voter registration: voterresource.org/btc\n\nOrder B","author":"Brian Tyler Cohen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVlvsjODUMI"},{"id":"d41540d0-a614-4568-b1c0-9f36ae3f49bb","source":"youtube","source_id":"UgzRyEq1CZRlJPjHD8R4AaABAg","content_type":"comment","title":null,"body_preview":"Biden created close to 1/2 MILLION jobs a MONTH. Trumps 62,000 jobs were temp jobs over they holidays.","author":"@bjmac6223","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","false_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"9bf19016-80be-4271-8bc8-2c5acc72eeaa","source":"youtube","source_id":"UgxCDbbT4jvTKchbbIZ4AaABAg","content_type":"comment","title":null,"body_preview":"Bill Clinton’s USA and my country, Denmark, joined forces to support the Baltic states in their struggle for freedom from the USSR.\r\nAs a gesture of this support, Bill gave a speech in a public square","author":"@erikrahbekstergaard1402","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"e6dd1c53-45b0-463b-a9ad-04cc05bcd1a7","source":"youtube","source_id":"UgzXWNnj6OirKbX7Ic14AaABAg","content_type":"comment","title":null,"body_preview":"These people are truly sick. Unless they have come up with a cure for death they can’t take it with them.","author":"@tphvictims5101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"538bb709-c7da-4097-b6c3-909827c0e34a","source":"youtube","source_id":"UgxRm3naJoij-CDXXGh4AaABAg","content_type":"comment","title":null,"body_preview":"Remember.  Clinton was a lawyer.  And Trump is??? Nothing... a Nothing...a nonentity.  That's POS/ POTUS.","author":"@GardenM-c3s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"d01408df-0267-4c5f-9939-8149fde569c1","source":"youtube","source_id":"UgzKja9dYVVO7VUFo1F4AaABAg","content_type":"comment","title":null,"body_preview":"The Clintons were the lukiest politicians to ever exist. Their opponents were much bigger slime balls than they were. Democrats rightfully rejected Hillary mutiple times. Then in 2016 the oligarchs ga","author":"@DeAlpineBro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"9a7cc1e6-c06f-4c08-9540-c9e1ec1b34fe","source":"youtube","source_id":"UgwwW7T6DM5OZXmNKrN4AaABAg","content_type":"comment","title":null,"body_preview":"President Clinton, Although you never met her, my mother was basically the president of your fan club. When your term was up and Al Gore was running she was living in FL and stayed up all night callin","author":"@wendy-m8z","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"959b1048-8c91-4592-b241-8b59591fd8ec","source":"youtube","source_id":"Ugwpe4oyrFkatKIrnMZ4AaABAg","content_type":"comment","title":null,"body_preview":"This is what a president should sound like!!! FDJT and his entire administration, please put em behind bars ASAP!!!!","author":"@jeffreyhoman2184","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"ddb8f277-16da-4a68-8e96-6c70ca21890a","source":"youtube","source_id":"UgwOSjw_n5zeUxe8W-B4AaABAg","content_type":"comment","title":null,"body_preview":"Everybody knows that B Clinton is a war criminal. Just an ordinary war criminal as each and every US-president in recent decades (btw, not to forget war criminal H Clinton - Secretary of State)","author":"@merigeo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"9e1bc4ad-8293-4abc-a15f-2a0e49d20cf3","source":"youtube","source_id":"UgwJKmTk85HemqGWLTZ4AaABAg","content_type":"comment","title":null,"body_preview":"(Clinton-)Torricelli-Act: genocidal enterprise of these two gangsters","author":"@merigeo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"c1c9853a-2a85-4266-b1e8-f5286f15763e","source":"youtube","source_id":"Ugz0pNK2hcfNgo1DhmB4AaABAg","content_type":"comment","title":null,"body_preview":"Voting for people needs to stop ✋️ There is not logical reason to give power outside yourself in this modern age of technology 🙄 If you're reading this, you can represent yourself. Vote on issues, not","author":"@thomashayes5146","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"885ea2e2-d232-4c20-8f10-5dc9deb2c23d","source":"youtube","source_id":"UgzpMTw4L9pRVxFB1AF4AaABAg","content_type":"comment","title":null,"body_preview":"THANK YOU PRESIDENT CLINTON... WE NEED YOU TO CONTINUE YOUR OPINIONS AND COMMENTS. TO HELP REMOVE THIS PEDOPHILE FROM OFFICE ..","author":"@Holymoly-b3v","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"55f3f8be-1de5-4f18-a007-c756ce7658ea","source":"youtube","source_id":"UgwY9uyoWzGSXimS9Ud4AaABAg","content_type":"comment","title":null,"body_preview":"All of these living presidents got us too this point,  im good.","author":"@BUDDYVILL4257","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"d3af904c-0f62-41c0-82d6-861b090e6562","source":"youtube","source_id":"UgzaogAQduELyw2ljGd4AaABAg","content_type":"comment","title":null,"body_preview":"Our 250th Anniversary was a joke. It shoukd have been so MUCH BETTER! Hoping we can correct our country, but it is going to be a LONG time before we dig out of the hole Trump has dug.","author":"@dawncostello7462","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"4af978e3-0f0b-4e80-9e07-1d4a7e470cd7","source":"youtube","source_id":"UgzxUkpI95sgHKeztPp4AaABAg","content_type":"comment","title":null,"body_preview":"Clinton also helped get us here. Clinton is not innocent.","author":"@MyLuNaLuv1209","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"9ad8c303-8575-4d8b-be72-e96e0ebc25e1","source":"youtube","source_id":"UgyagABE6sLDNdKwbah4AaABAg","content_type":"comment","title":null,"body_preview":"Will former prez W Bush come forward and say something as well? Or will he stay silent, after all, he brought US to Iraq for \"weapons of mass destruction.\" Still, somehow Bush with the press, general ","author":"@mikedemasibass","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"205ade62-96dd-4b4d-83c1-583b59cb2685","source":"youtube","source_id":"UgzWqvRMHMhXpqsUxfl4AaABAg","content_type":"comment","title":null,"body_preview":"Orange And Present Danger  - dictator of the world's largest demagogueracy.\nAnd y'all voted for it, twice.","author":"@kapucheen","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"8e5584cb-894e-4dc3-be0c-419333d08790","source":"youtube","source_id":"UgzDKuHKWJY8bzOAmFB4AaABAg","content_type":"comment","title":null,"body_preview":"President Clinton was a very good president for our country no other president Left a surplus he was fair his administration was very good for Americans we in the black community called him our presid","author":"@LauraSmith-mw3dj","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"3e88ae46-e5a8-4050-954b-5afd4771a6f5","source":"youtube","source_id":"UgzgDhBvWxjlIpSKx3p4AaABAg","content_type":"comment","title":null,"body_preview":"Considering Clinton got the democrats to lean right by gaining money and power from the capitalists that used to be against the unions. So then were were left with the corporate with morals or those w","author":"@kurtrohlfing5850","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"95b9d06e-01f4-4c90-8db0-36dcd947c3d6","source":"youtube","source_id":"Ugyl0k_go2Ch9O3eS4d4AaABAg","content_type":"comment","title":null,"body_preview":"Disgusting os wen bith are in  the list and pictures.","author":"@angelicawilliams-hv5dv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal 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an economy that Trump had wrecked...","author":"@chrisnesbitt8454","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=44ip0oOSU4g"},{"id":"e5448448-9e2e-4b73-8fc4-54a58a1f3862","source":"youtube","source_id":"UgzuCghQ8-6A2CBV4ER4AaABAg","content_type":"comment","title":null,"body_preview":"Pre-order our book ‘WTF AMERICA?!’ today: https://bit.ly/wtfamericayoutube\nListen to the MeidasTouch Podcast: https://podcasts.apple.com/us/podcast/the-meidastouch-podcast/id1510240831","author":"@MeidasTouch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.23237179487179488,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal 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jail as everyone in jail.","author":"@travishugh-m5l","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"dc570cc4-8cb2-4e1f-beed-6572e028cfe7","source":"youtube","source_id":"Ugwkm-VqwZTlEEj1sgh4AaABAg","content_type":"comment","title":null,"body_preview":"Does the twin towers bombing not mean anything to the new yorkers","author":"@ianjones2187","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal 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Well, bye.","author":"@MeleePelly62","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"f81baffa-1c5f-47e3-9a38-d0750d2e7b06","source":"youtube","source_id":"UgwHg0NbQi1tXNna66B4AaABAg","content_type":"comment","title":null,"body_preview":"The EVIL..will not  succeed..too many are waking up🎉🎉🙏...and more to come","author":"@dreamsngasoline","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"7bfe25ee-3005-4b75-999b-04e112952a2c","source":"youtube","source_id":"UgyON1E7dITs7QvWNFp4AaABAg","content_type":"comment","title":null,"body_preview":"Well.. I'm not Iran's side but, Israel supported Azerbaijan 2020 with weapons to fight a Christian country.. Armenia..so they all are hypocrites","author":"@hrayrarutyunyan2963","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"5ea27d17-8e13-45a3-863d-0f36876007c7","source":"youtube","source_id":"Ugw3N2kHuXa9ifG7St14AaABAg","content_type":"comment","title":null,"body_preview":"Freedom for the Iranian people. I pray they You will correct the false narratives, straight from the people who lived it. God Bless you. Evil is rampant due to the lies.","author":"@shirleyclayton7237","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"4025fff4-1fce-4135-a912-5b059b08c1f0","source":"youtube","source_id":"UgyZDAUo5XeE78yazIF4AaABAg","content_type":"comment","title":null,"body_preview":"That Mayor should be lock up for treason side with a different government","author":"@JerrySimmons-x4d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"009358b5-21c4-4401-925a-cc1abc841344","source":"youtube","source_id":"UgxVXD9lehRILY-Ba214AaABAg","content_type":"comment","title":null,"body_preview":"I'm not a big fan of Netanyahu but I'm definitely behind him here, Mamdani is trying to collapse NYC, it's the plan, and they are going hard!","author":"@70florabama","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"7595a0d4-4955-4011-93fa-920b1f54b405","source":"youtube","source_id":"Ugzw6do67hHSBlVZSNF4AaABAg","content_type":"comment","title":null,"body_preview":"Iran killed more than 60.000 iranians, inside their oun country, just for protesting.","author":"@altamirovieira9774","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","absence_of_personality","lack_of_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"a36c7689-ab7c-43ca-be49-8c9462ce7bd0","source":"youtube","source_id":"UgyYARQzsj7xesDxJzt4AaABAg","content_type":"comment","title":null,"body_preview":"It's so crazy how low intellect people are and even the mayor of NYC got manipulated who started the genocide in the first place. Palestine and Hamas started this all and Israel just retaliated what t","author":"@IkawAyHipocrite","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"a5ec38cc-4f92-4c82-9e31-166d2eaa58bd","source":"youtube","source_id":"UgyET0ZIjlwhuoe_GXF4AaABAg","content_type":"comment","title":null,"body_preview":"Interesting...and they hate the true chosen people from the biblical recording.","author":"@migalenorwood8334","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"32048c06-3c6b-4925-ba23-97af697edd7f","source":"youtube","source_id":"UgxbtQ_2MhF8tcaNSBp4AaABAg","content_type":"comment","title":null,"body_preview":"I know dam well y'all saw the news how people where protesting to stop kill innocent Iranian families and people","author":"@IAMTHEUNIVERSE999","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"61c68ea4-4d3b-47d8-af38-2042580e6dbf","source":"youtube","source_id":"UgyzJgvKoZWJvlwC8FF4AaABAg","content_type":"comment","title":null,"body_preview":"Cash Jordan; how do you really feel about indigenous people of America or do you refuse to accept the true chosen people of the biblical recordings? The people who are still being hunted down like ani","author":"@migalenorwood8334","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","missing_platform_voice","false_specificity"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"f6ae0adf-6dd3-4bd9-a418-73854c5616b7","source":"youtube","source_id":"Ugx0_OaBndrBwn26imN4AaABAg","content_type":"comment","title":null,"body_preview":"America has nothing to do with any other country's problem; when we have our own problems in America with extreme racism and hate against it's own citizens because of the color of their skin...","author":"@migalenorwood8334","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"fc7f1355-d424-4e70-80d1-abe2762b5eba","source":"youtube","source_id":"UgycA7atAH5-jTqiOSl4AaABAg","content_type":"comment","title":null,"body_preview":"Two sides of the same coin everybody. Don’t trust either one of them. 💯","author":"@michaelgriggs395","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"279f6b2a-a9f8-429c-b92f-f108ed21e7c3","source":"youtube","source_id":"Ugyuz1AdzV_Qub9Uh7l4AaABAg","content_type":"comment","title":null,"body_preview":"Like the Nolan Wells case...racism and disrespect has been exposed again and people like you and government officials could careless about Nolan Wells' death.","author":"@migalenorwood8334","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"e2d4c44b-d491-4f5c-9722-b607e7d20f13","source":"youtube","source_id":"UgybCLwqI9UcdsqOHdl4AaABAg","content_type":"comment","title":null,"body_preview":"I watched the UN auditorium when a spokesman for Israel following the massacre by Hamas was speaking. I can honestly admit my eyes were welling up listening to the atrocities. The camera panned around","author":"@kevindoyle6135","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","genuine_specificity","observation_of_others"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"32e240a4-6180-4d87-b9fb-501a7f1fccc9","source":"youtube","source_id":"UgzIrhA4qF6ZJgju3rF4AaABAg","content_type":"comment","title":null,"body_preview":"We as Americans...need to come together and take care of our own...","author":"@migalenorwood8334","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"d4833c0d-59e9-4ca0-b69b-650587762cab","source":"youtube","source_id":"UgzjhZlnouGQvQ_0j7Z4AaABAg","content_type":"comment","title":null,"body_preview":"I don't trust you dude...you're show is one-sided.","author":"@migalenorwood8334","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"aeb38fcc-e6b1-4669-8fc9-d2eec8df18a8","source":"youtube","source_id":"UgzR46H9p6QR5KDkhhZ4AaABAg","content_type":"comment","title":null,"body_preview":"If you become an American citizen you have to pledge your allegiance to America. I believe Netenyoyo is a war criminal and should be held accounted. Look up what an immigrant has to pledge when they g","author":"@Galahad117","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"e88c6dcb-3d5f-4b27-afa1-c20949d89e13","source":"youtube","source_id":"UgzWd6TIriSVhPsJhsN4AaABAg","content_type":"comment","title":null,"body_preview":"Scriptures tell in the end days the world will turn against Israel and its people around the world. I’ve always believed it would occur, but I honestly didn’t think I’d see it in my lifetime. And yet ","author":"@BlueberryGirl723","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"0e5cc8e6-b3d4-483d-bdec-c0c5782d7252","source":"youtube","source_id":"LcDI-aiuiGA","content_type":"post","title":"Mamdani Brags \"I'LL ARREST HIM\"… Then Netanyahu Declares \"NYC IS UNDER ATTACK”","body_preview":"Go to https://cloaked.com/cashjordan and enter your phone number for a free security scan with my sponsor. The longer you wait, the more of your information keeps getting bought and sold. If you're re","author":"Cash Jordan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","affiliate_disclosure","template_phrases"],"bot_score":0.28009230397611423,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LcDI-aiuiGA"},{"id":"39a17f45-b623-498f-9f81-d2e121bea921","source":"youtube","source_id":"UgzcNz67M7U6jw5BkId4AaABAg","content_type":"comment","title":null,"body_preview":"I don't trust any mumbo jumbo online.... everybody just wants your time or your money. SCAMMERS DELUXE!","author":"@SinceritySeed","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"aa780db3-dd63-4ec0-bd77-0780950f7294","source":"youtube","source_id":"UgxP8kq4kTEPv1MdqXF4AaABAg","content_type":"comment","title":null,"body_preview":"Can't wait to see another apology videos from influencers after making people lose lifetimes worth of savings in a garbage that they got money to promote.","author":"@finoney1189","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"68fc333d-ce7f-4c84-8e27-862a84e614e0","source":"youtube","source_id":"UgzWPDpWW_4GX3E0fEp4AaABAg","content_type":"comment","title":null,"body_preview":"I am so Happy that you guys exist, every documentary is a banger.","author":"@Kevin2929rad2","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"ad8ed20d-81da-4765-9df8-fb037be3744a","source":"youtube","source_id":"UgwqvL-Lgz7IlzUxRoR4AaABAg","content_type":"comment","title":null,"body_preview":"Them getting LeBron for promotion feels insane btw","author":"@kaustubh5565","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"96d1f86a-cf95-4a78-936d-7194bac895ed","source":"youtube","source_id":"Ugy0CDFUtQyc1n0voQt4AaABAg","content_type":"comment","title":null,"body_preview":"Similarly, all the AI youtubers showing thousands of $ being spent on AI usage are probably just using a couple or more of subscriptions! its probably a similar scam to get people to use more AI.","author":"@Vibranium603","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6102564102564101,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"06ff396e-be3e-4ba5-9a8a-cdecfc239ebb","source":"youtube","source_id":"UgwamSsYyA1WFlfK-xx4AaABAg","content_type":"comment","title":null,"body_preview":"AI youtubers similarly show fake output as output from specific models. And they show exorbidant amount of money in AI usage when they are probably using 3 - 4 accounts of 200$ subscriptions.","author":"@Vibranium603","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.6102564102564101,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"688a3e5a-cbbd-4caa-bbd3-699509cb10c6","source":"youtube","source_id":"UgzoFFYOVWcRTW83WBF4AaABAg","content_type":"comment","title":null,"body_preview":"i am so fucking sick of gambling ads being shoved down our throats constantly and for addiction to be normalized.","author":"@zachs1415","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"5039a635-735a-4f3a-80e9-8b245405f39a","source":"youtube","source_id":"Ugx81JeLM0aBaKtptGR4AaABAg","content_type":"comment","title":null,"body_preview":"It's funny that I get Kalshi ads while watching this video too","author":"@BinodLaKshitha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"ea811939-88c5-4c85-bcd9-b4901121a38b","source":"youtube","source_id":"UgyqzVSNHZd9qnOHbvZ4AaABAg","content_type":"comment","title":null,"body_preview":"Advertising so often strives for a manufactured reality, and that premise is very much part of the formal training and theories of practice. Regardless, the ethics of those engaged here are scrupulous","author":"@0o0ification","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"36c03895-20b0-4d42-9fe6-ce9f7c59b171","source":"youtube","source_id":"UgyD90I2Yqwj2CVUdgZ4AaABAg","content_type":"comment","title":null,"body_preview":"\"$2-$3,000 per month.. which is not insubstantle..\" \nbuddy that is someone's rent.. that's a lot😂😂","author":"@s1k18","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"112fcbef-e437-4537-bf38-ea3da3e7c100","source":"youtube","source_id":"UgwTl0AxlspHFed445B4AaABAg","content_type":"comment","title":null,"body_preview":"this video is political motivated , leftist obsession with trump and anyone who supports him is unhealthy","author":"@theriddler8469","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"103ba62f-d135-45c1-80f8-9c136c8de176","source":"youtube","source_id":"UgwwC7yRABPgXPXNlYN4AaABAg","content_type":"comment","title":null,"body_preview":"getting rich fast schemes are always fake, how can it be that still people fall for it.","author":"@SuperBiologe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"50ee84fa-69db-442d-97a4-177d763256eb","source":"youtube","source_id":"UgzJ2fDn1Um8N8696Ap4AaABAg","content_type":"comment","title":null,"body_preview":"polymarket getting advertise on an official cs2 tournament live stream really pissed me off and alot of other people too","author":"@zyro.","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"abb60709-ff86-47b8-8ad0-f10866609a09","source":"youtube","source_id":"UgydrevBpXnqiIULwap4AaABAg","content_type":"comment","title":null,"body_preview":"Hey fern, been watching your content for a while now\n\nCan you please revert to your previous thumbnails?\n\nThis thumbnail made me feel like it was an internet anarchist video or something, and i almost","author":"@RayPenber-n9r","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"623177c0-166f-49f4-8717-6690dc1e2570","source":"youtube","source_id":"Ugx1pq3YuuDW8kyojz14AaABAg","content_type":"comment","title":null,"body_preview":"Hey fern I want to build channel like you information overloaded one not jzt ai shit tell me how can i build how can I create Videos like you I'm 20 years old guy I jzt , know one software u use blend","author":"@ViralRank888","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"09a5ced9-0546-4474-8cfe-639d1d754730","source":"youtube","source_id":"UgwLhdZX_91-UNf3V394AaABAg","content_type":"comment","title":null,"body_preview":"Have you been living under a rock? This is how digital advertisements have worked forever. Go check all the ridiculous gacha mobile game ads targeting toddlers and elderly with dementia.","author":"@AdrianDarling812","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"365c00c6-7bfc-49ba-9c5f-feba729c6f16","source":"youtube","source_id":"UgwJtL-HTwQgXfubSEd4AaABAg","content_type":"comment","title":null,"body_preview":"I have a good rule where I refuse to buy anything that is sold on a podcast and I have not regretted it once.","author":"@Bamboozle2977","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_anecdote","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"2e6537e6-d73a-4e6b-9896-bab0781ce838","source":"youtube","source_id":"UgzeUXvYRC_7FeudIu94AaABAg","content_type":"comment","title":null,"body_preview":"This is why we need more journalism in America. These people are doing God’s work. It’s just too bad. The majority of Americans won’t even read.","author":"@InsidiousGorilla","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"61b3c956-054c-406f-a2ad-bf2188d8d4c2","source":"youtube","source_id":"UgwVJjvEwejaByuU-zJ4AaABAg","content_type":"comment","title":null,"body_preview":"Damn, even private equity is now against Trump. Interesting!","author":"@NikosGirginoudis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"72e85e76-a7b8-44e9-954f-c37379bb14e0","source":"youtube","source_id":"UgyNGFLg-p1EpHvmNc54AaABAg","content_type":"comment","title":null,"body_preview":"if the President himself is selling insider information via “Truth API”, do you really think anything will ever happen to Polymarket?","author":"@adcgr2343","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"d63fb73e-68a2-4f3a-9d52-84645d2fbe20","source":"youtube","source_id":"UgyMQ8zUiN6yR0d7ATl4AaABAg","content_type":"comment","title":null,"body_preview":"With limited to no repercussions it is what it is. A slap on the wrist. \nSo out of control.","author":"@jlevans3613","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"f58a96df-4763-426b-81e7-87e72cb33d6f","source":"youtube","source_id":"Ugw0uR-jsO9sVUc0aQp4AaABAg","content_type":"comment","title":null,"body_preview":"I can’t believe people actually sign up for these sites. I block every profile that I see mentions anything like this.","author":"@GigawattGarage","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"e20c3dca-16ca-43ae-83ef-9c857a7161fe","source":"youtube","source_id":"Ugw4eoxjzDaxkvxGKAJ4AaABAg","content_type":"comment","title":null,"body_preview":"Betting company isn't honest.\nNext fern video, its wet when it rains","author":"@Lazarosaliths","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"f5210bcd-4b2c-43b4-98a6-5bb75e5ee651","source":"youtube","source_id":"Ugx_y2la2aMPVekpGLt4AaABAg","content_type":"comment","title":null,"body_preview":"USA is a lost society. Greediness has reached it’s end level over there.","author":"@mrHjboy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"7064aaac-a76b-44ae-8f60-cd6bb742f1f3","source":"youtube","source_id":"Ugz1104tjhc1wbWQ34t4AaABAg","content_type":"comment","title":null,"body_preview":"Hey 👋 Check out Shopify to start your own store: https://shopify.com/fern","author":"@fern-tv","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","marketing_spam"],"bot_score":0.423076923076923,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"912ceba6-438f-4606-9774-b1e4b1e962ec","source":"youtube","source_id":"WOOwVvYoq5I","content_type":"post","title":"The Most Disgusting Influencer Campaign of 2026","body_preview":"Turn your idea into a real business. Start your Shopify store today at https://shopify.com/fern (ad)\n\n\nJoin our newsletter: https://roots.watchfern.com/\n\nThis is the story of how journalists uncovered","author":"fern","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","original_commentary_around_quotes"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOOwVvYoq5I"},{"id":"a2ec3dd7-7f47-4e15-a473-0cb636aab881","source":"youtube","source_id":"UgxZQoFhL225xY00V7B4AaABAg","content_type":"comment","title":null,"body_preview":"I just became a subscriber. Why? I have never been a Journalist advocate. Never thought this guy was any different. Why ? Seen a podcast, Tucker was interviewed, 2 to 3 hours. He spoke of his entire l","author":"@garysuper1582","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","personal_experience","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"8070fd59-3b4a-4533-9557-c7aa54fe4f1f","source":"youtube","source_id":"UgxC2gMICh5eURe-dKJ4AaABAg","content_type":"comment","title":null,"body_preview":"I am English and will not fight against Russia. Russia is not my enemy.","author":"@garybamber4063","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"c79306d1-7444-4478-bf88-113a0b87d5ac","source":"youtube","source_id":"UgxcvLbl8bQO3jxuaE14AaABAg","content_type":"comment","title":null,"body_preview":"The left was correct about Trump for ten years. Left was correct about Putin. Left was correct about Israel and Bibi. The GOP is the enemy of the American people","author":"@Lighthoof-rq6rw","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"d5c15a0b-a948-4d91-bf06-7fbb49673ae9","source":"youtube","source_id":"Ugz1_wlFmGz15D_vz014AaABAg","content_type":"comment","title":null,"body_preview":"how freaking clever is the ccp. \nFist they get the US to move manufacturing and shoot them self in the foot. \nNow they finessing the Zio's of the world to shift there financial structure towards ccp. ","author":"@IBu-_-zZ","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"db304e1e-f1b0-4f2c-8e70-deccaab101ea","source":"youtube","source_id":"UgxzHmKt7zH6DAkdaCx4AaABAg","content_type":"comment","title":null,"body_preview":"Now ya know what the huge noise under Manhatten is. a data centre.","author":"@rebeccabond7339","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"1f587547-1014-4ac8-b912-0eae53240f61","source":"youtube","source_id":"UgzEkB-1P906HBPpF9F4AaABAg","content_type":"comment","title":null,"body_preview":"Per quanto gli usa e getta siano paranoici con i cinesi, loro non sono stupidi e hanno tempi e modi di azione o reazione loro propri, non nostri e soprattutto usa. Dovreste guardare attentamente ai gr","author":"@mariapiaponti17","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"ddede3fd-5264-4668-81d3-2f8671e7ad4c","source":"youtube","source_id":"Ugy3aWiyC2h6v8Wo62l4AaABAg","content_type":"comment","title":null,"body_preview":"Tutta la classe politica europea è a questi livelli, vogliono la guerra a tutti i costi, e gli uk non possono fare le vergini a piacimento e fare in Europa quello che vogliono entrare e uscire a piaci","author":"@mariapiaponti17","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"9a71b21d-1f60-4a53-a832-81c85b13aade","source":"youtube","source_id":"UgytcOTdQe9_Z6uIzwR4AaABAg","content_type":"comment","title":null,"body_preview":"@tuckercarlson \n\nChina does not seek global control after the US there is only one country that does and it’s the Isrealis.","author":"@shahabhassan95","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"7130f81f-6686-40f1-99ea-82e49dae0a92","source":"youtube","source_id":"UgxYVZBigm7st5Oi4S14AaABAg","content_type":"comment","title":null,"body_preview":"That is called visionary governing\nhttps://youtube.com/shorts/hUrzbJBstxg?is=jcgSzb2j2i2e_QZw","author":"@fongponto","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"6f112645-2998-4aea-896a-f95f766f6624","source":"youtube","source_id":"UgzL10Qdm65_C7-0zLh4AaABAg","content_type":"comment","title":null,"body_preview":"Tucker, you need to hear Ali Alizadeh before the next major development in Iran. As the founder of Jedaal TV, he has unique knowledge and insight that could reveal what the American public isn’t heari","author":"@KardemummaKrydda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_recommendation","absence_of_ai_signals"],"bot_score":0.53125,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"7638d228-93dc-477c-aba1-06a19d001622","source":"youtube","source_id":"UgzRDxNv-Vhmj0kj7lJ4AaABAg","content_type":"comment","title":null,"body_preview":"Tucker, you need to hear Ali Alizadeh before the next major development in Iran. As the founder of Jedaal TV, he has unique knowledge and insight that could reveal what the American public isn’t heari","author":"@KardemummaKrydda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.53125,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"d72f6a6b-413f-429b-8ca8-513d2ca9da6c","source":"youtube","source_id":"UgxF5VoOBWR2uxOtRh14AaABAg","content_type":"comment","title":null,"body_preview":"Tucker, you need to hear Ali Alizadeh before the next major development in Iran. As the founder of Jedaal TV, he has unique knowledge and insight that could reveal what the American public isn’t heari","author":"@KardemummaKrydda","classification":"human_created","confidence":0.72,"indicators":["direct_address_and_request","specific_named_entity","platform_native_voice","absence_of_hedging","no_synthetic_empathy"],"bot_score":0.53125,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"284025e4-3660-4f5f-8be3-9eb3e91eaa32","source":"youtube","source_id":"UgznOqcTQu3qhP66SzZ4AaABAg","content_type":"comment","title":null,"body_preview":"So are we still blaming blacks and Hispanics for all of our issues or naf?","author":"@jorgeaurich787","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","strong_opinion","terse_reply","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"57514496-6478-498f-82bc-235835fa0001","source":"youtube","source_id":"UgzteqpSGtPJl3SSLCp4AaABAg","content_type":"comment","title":null,"body_preview":"I would luv to move to Russia.  What's left of Western Civilization is there. That's where the resistance is beginning","author":"@Alphaxx7673","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"da058757-0e97-456f-acd0-9d50a0948fdd","source":"youtube","source_id":"Ugwl_kPQoxNx0eGJp0J4AaABAg","content_type":"comment","title":null,"body_preview":"Well, because space isn't real. Planet is a made-up word.","author":"@StaceySmith-r4p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"16e1e7f6-79f5-4981-bc61-f157535d8232","source":"youtube","source_id":"UgxJhm3JVcW3HBqLVpV4AaABAg","content_type":"comment","title":null,"body_preview":"I'm surprised you haven't looked into the science of climate change, Tucker. No, CO2 isn't a \"poison\" but increasing levels in the atmosphere is warming the Earth and yes, melting the ice at the poles","author":"@zeemonkee","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","terse_structure","absence_of_hedging","minor_ai_signal_synthetic_clarity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"2f813bfb-ce4f-4237-a727-2b58b9f6b9d6","source":"youtube","source_id":"UgwyM7Z9UwEmFmLa1ex4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder how bro got that black eye? Talks a lot. Maybe that got him.","author":"@josephhuckabee4702","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"52332abf-b5d3-4878-8835-8495b790a8df","source":"youtube","source_id":"UgwqsOdKRp5FZ6VpcGd4AaABAg","content_type":"comment","title":null,"body_preview":"It doesn't matter that youre correct. Saying this is true. Your family could be attacked because literally ukraine posts a murder site. They could hurt your kids. Please be safe af. Trucker youre sayi","author":"@Jason-mr2do","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"f7fd1b8d-8816-4bad-ad53-7e21559f5c1b","source":"youtube","source_id":"UgzkHoIpuzWAw81MuqR4AaABAg","content_type":"comment","title":null,"body_preview":"all the meddlers, schemers and plotters world wide must be locked up and I want to be the warden!","author":"@RonSlacek","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"94892b43-125c-4655-92d5-fc6f8a9a67c9","source":"youtube","source_id":"UgxQc-k90i1iWfkwbMV4AaABAg","content_type":"comment","title":null,"body_preview":"Вот смотрите все говорят об И.И я для обычных разумных людей объясняю.Что бы ИИ работал нужно очень много энергии и много воды для охлаждения,включайте логику?Где ее взять если ее не хватает?Почему Се","author":"@konstantinbesfamilnyh","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","false_specificity","emoji_use"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"c626ac9e-208a-489a-8060-80a3c57f7087","source":"youtube","source_id":"Ugz6AHDKqmKRj_4JAgt4AaABAg","content_type":"comment","title":null,"body_preview":"\"Tucker Carlson didn't turn on Trump over Iran, and he didn't do it because of the \"Epstein files.\" He did it for $40 million from Barack Obama. Obamacorp, the former president's for-profit arm, wired","author":"@SPaciosR","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"0e42d720-81e9-44be-9a1d-842a066fa6ba","source":"youtube","source_id":"UgyxiiC6hQHhM9ae5rd4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Tucker, what I’m wondering about Trumps insane” we’re all gonna die” statement wasn’t made because of the information he knows about UFOs/UAP?  He’s already been briefed on this and perhaps some o","author":"@curtisHair-e7p","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"94da351e-4d22-4b52-90f8-5d30f7b01d7d","source":"youtube","source_id":"UgybeyJzBr9svRiBQLp4AaABAg","content_type":"comment","title":null,"body_preview":"How much money is Russia paying tucker for his propaganda? and no im not talking about the visit he did, i mean what he's doing basically every single video nowadays, simping for RUSSIA of all countri","author":"@InsertPauseHome","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"44692d0f-ba4f-4fbc-8f16-0f181f170338","source":"youtube","source_id":"UgxFlbz0VH9Atr1HDqd4AaABAg","content_type":"comment","title":null,"body_preview":"I would like to see that clip of Jacob Rees-Mogg in context. Anyone?","author":"@bammbamm12","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"f2930c8c-5f1c-4de8-9185-56a02066513d","source":"youtube","source_id":"UgydPOzHOpBcm-T4nYN4AaABAg","content_type":"comment","title":null,"body_preview":"We are sending our Canadian precious tax dollars to fight Ukraine’s war that Ukraine can never win and told that Russia must be stopped, a country with powerful nuclear arsenals. Meanwhile our Canadia","author":"@KrisKooblall","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"500c1347-d34d-46b8-a32d-71cb21888a3a","source":"youtube","source_id":"4JPviK7wagg","content_type":"post","title":"Gas Prices Skyrocket, Trump Freaks Out & His Powerlessness Is Exposed: The True War Agenda Revealed","body_preview":"The wars in Iran and Ukraine are weakening, discrediting and impoverishing the United States. That’s not an accident. It’s the point of the exercise.\n\nBrandon J. Weichert is the publisher of The Weich","author":"Tucker Carlson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_created_source_attribution","paid_partnerships_and_affiliate_links","hashtags"],"bot_score":0.17423414578074567,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4JPviK7wagg"},{"id":"fb589da8-a858-4dd2-846f-99c8e2b8651e","source":"youtube","source_id":"UgwuNNDF3CEv66UkzIV4AaABAg","content_type":"comment","title":null,"body_preview":"This is why we need to get rid of the Dr. Evil class! NOT ONE BILLIONAIRE IS FIT TO LIVE IN SOCIETY OR HAVE A SAY IN LITERALLY ANYTHING! F'K these bastards!","author":"@Melissa-h8i6g","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"ef9ef6ee-6ec7-4202-a247-30f4a818ae25","source":"youtube","source_id":"UgxFlVKkQdj54mYRS6Z4AaABAg","content_type":"comment","title":null,"body_preview":"Sure, there's no consequences when evil people get something done. Not!","author":"@studiojake5253","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"5ad45cf3-b9c2-44f1-a922-e341c19dc32a","source":"youtube","source_id":"Ugx7hYoee788lTXBltF4AaABAg","content_type":"comment","title":null,"body_preview":"Thiel, what kind of alternate universe do you live  in? Good God!","author":"@johndecker2410","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"308ba8f0-cdad-4a8d-a86a-e3f9156e15f7","source":"youtube","source_id":"Ugw1outMN-DYNjjdsS14AaABAg","content_type":"comment","title":null,"body_preview":"Who is he trying to convince?  He doesn't seem completely human to me.","author":"@julialucas1482","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"7d9192df-a8a3-494d-942a-9001138fb574","source":"youtube","source_id":"UgwkSiTIqGZPGrF_cf54AaABAg","content_type":"comment","title":null,"body_preview":"I guess if you're evil it also means you're a total retard.","author":"@plungerboy-d1x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"aed61460-9e5c-4afd-8df1-348cde780846","source":"youtube","source_id":"UgwI5Mhu8bM7O0zI3iJ4AaABAg","content_type":"comment","title":null,"body_preview":"What the fck is he even saying?  He makes no sense. This clip just shows that Thiel is an idiot.","author":"@mrmarley801","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"3018ce9f-b075-42f7-9e50-59b48ed924c3","source":"youtube","source_id":"Ugy79iAFmtZAPLMzioB4AaABAg","content_type":"comment","title":null,"body_preview":"He's literally insane. And his little groomed puppet is one heartbeat away feom the presidency.","author":"@Mike-lo5om","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"97b45077-c1fc-4a49-b658-92455b23d839","source":"youtube","source_id":"UgwMhugUgx53pZU1WYJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is the man who has bought a d thrust JD Vance into the forum to take over when Trump is gone. That's why he's starting to turn on Trump because he's not dying fast enough to get his \"boy\" in offi","author":"@marycastillo-z3l","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"41b77766-b839-4980-accc-13f657cfe1b1","source":"youtube","source_id":"UgyNBjl0Q2X-9Mn5x6V4AaABAg","content_type":"comment","title":null,"body_preview":"This is why there should be no billionaires! They end up with so much money, they become megalomaniacs with insane outlooks and grand ideas of their own importance in the world!","author":"@TomLoins","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"4a275432-d69a-4e59-ac59-5811d2c50567","source":"youtube","source_id":"UgxHrEz3DiEjLJEaAg14AaABAg","content_type":"comment","title":null,"body_preview":"Hitler got a lot done … this guy looks like Hitler… The way he comes his hair, he just needs a little mustache to complete the look","author":"@Rich-xg2cg","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"4c017542-5e55-4a62-9798-f06e5f574dfd","source":"youtube","source_id":"Ugw9Z6jX955j9tkaWGJ4AaABAg","content_type":"comment","title":null,"body_preview":"Pretzel logic, just keep telling yourself that dude. Evil all by itself is INERT. The only way evil moves is if any good comes close to it, it needs goodness to do evil. That guy ain't narcissistic mu","author":"@argosatori","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"d2ecbf20-67f5-4bf3-87a0-a4427b2629e4","source":"youtube","source_id":"UgzkeD9e7lWHO47ZkSZ4AaABAg","content_type":"comment","title":null,"body_preview":"W🥴T🥴F😩! These people are prime insane asylum candidates.","author":"@Logic4real","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"fba11e9c-a862-4f01-b134-b0bb6669ff3c","source":"youtube","source_id":"UgwHzJ8orgyN0oeV6Rp4AaABAg","content_type":"comment","title":null,"body_preview":"Evil= Ruthless!\nThis guy is such a......See you next Tuesday!","author":"@NevilleSullivan-w2m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"a3a83c9c-e32c-471f-9ac2-f5434b0281a2","source":"youtube","source_id":"Ugyy3UqHYDTu11Jvv2B4AaABAg","content_type":"comment","title":null,"body_preview":"A guy with possible deep psychological trauma due to his extremely hard infancy","author":"@marialuisaalvarez2156","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"735bbe17-4195-4ffa-ae80-ef5a49d4a6c2","source":"youtube","source_id":"UgyNYg8gQFrhKZZS8-x4AaABAg","content_type":"comment","title":null,"body_preview":"Pure stupid psychopaths, pedophiles and murderers.","author":"@jaimequintana7397","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"8d406618-8b8f-4837-aea9-d8d183788ec4","source":"youtube","source_id":"v8F53lCmDXE","content_type":"post","title":"#duet with NowThis Impact Peter Thiel is insane","body_preview":"#duet #politics #news #reaction #politicalnews\n\nIf you have the means and want to support Hawk you can become a Channel Member:\nhttps://www.youtube.com/channel/UCCcrmvbQbfwSZaTgBZPrjMQ/join\n\nSUPPORT A","author":"Hawk's Podcasts / mdg650hawk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.17451082214562047,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v8F53lCmDXE"},{"id":"20977606-1b58-47ae-bfdd-34596d155576","source":"youtube","source_id":"UgziYse05dcyRbxQTA54AaABAg","content_type":"comment","title":null,"body_preview":"This is embarrassing. The damage done to the United States is irreparable.","author":"@Leona-b4i","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"1229c465-c1f8-489e-8f1f-5e3e7fc27e57","source":"youtube","source_id":"Ugw3029yt4OqbMriA_h4AaABAg","content_type":"comment","title":null,"body_preview":"You have portrayed this president in very factual terms and you are perfectly right \nI think this guy is so stupid that he actually doesn’t know that he’s FALLEN COMPLETELY so LOW that for him it’s ki","author":"@MansoorAhmad-j4i","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"e971f79e-9433-44a0-a663-c05e320fee09","source":"youtube","source_id":"UgxpM5-uFihHE5loqRZ4AaABAg","content_type":"comment","title":null,"body_preview":"It's amazing how this One man Trump is hated so much by \" at least 90 % in the United States (and not including other parts of the world 🌎","author":"@MsPancake02","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"8e1cb17b-aac3-49b4-ba31-ece0c9758fa4","source":"youtube","source_id":"UgygpHszJf_6m7cEiNB4AaABAg","content_type":"comment","title":null,"body_preview":"Nice job with your biased smirk fake news.  This is not news,  this is a rediculous person being a slave to the left.","author":"@MichaelDeardorff-t9j","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"6d6918f5-b109-4686-aaaf-768b458096ef","source":"youtube","source_id":"UgyB4wZ8aLbwJ300mK14AaABAg","content_type":"comment","title":null,"body_preview":"29% is still too high.\nI dint think we can last 2 more years. 🤨","author":"@kellydukepoo2450","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"2f234c0f-289c-49fd-8672-9ecc6edf21d0","source":"youtube","source_id":"UgxXSESAeisaaopVNXd4AaABAg","content_type":"comment","title":null,"body_preview":"So where is the Venezuelan oil money going not being funny but I heard he is taking it personally in his own pocket","author":"@carman0135","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.6322344322344321,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"b5a13dd0-9840-447d-9eeb-a5cec030d1dc","source":"youtube","source_id":"Ugy0POaEp4axem4fVS14AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like Hitler reincarnated.... But at least he had a strategy... As bad and hate filled as it was","author":"@kellyhouse8088","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"3d8151d2-c678-4645-af16-c9bd041ac0d4","source":"youtube","source_id":"UgzjIlS1yvivzGgxpHx4AaABAg","content_type":"comment","title":null,"body_preview":"You haven't seen the worst yet, from this narcissistic criminal POS!","author":"@brimik7986","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"383624b3-aa7d-4810-95aa-c8eff8a54b25","source":"youtube","source_id":"Ugyzt8JJ-S2hmSwxcrt4AaABAg","content_type":"comment","title":null,"body_preview":"MSNOW, whose side are you all on? America’s or Iran’s? Can’t tell and that’s craaaazzzzyyyy.","author":"@Mcgovernor92","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"99f1baa6-3227-413f-97a3-4b2a0a819763","source":"youtube","source_id":"UgxgNSSG96dcobA_3Kt4AaABAg","content_type":"comment","title":null,"body_preview":"Donald Trump always confuses the public with his speeches. I personally get confused and wonder at the same time when deliver speeches. In one moment he is speaking from his bedroom then all of a sudd","author":"@SatinderpalSandhu1","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"d7a0b89a-7f7e-4f84-96bc-170d52c1f40b","source":"youtube","source_id":"UgwOjYb1nQltp9HnHN94AaABAg","content_type":"comment","title":null,"body_preview":"His time in office is not running out fast enough!","author":"@janmoline","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"de20c948-b73d-4d9b-8967-3e78aa66d6d0","source":"youtube","source_id":"Ugy2UKyJvoApLo3_IkJ4AaABAg","content_type":"comment","title":null,"body_preview":"I'm so happy I don't and I don't have to live in the US, falsely called the \"best\" country in the world.","author":"@franzbreyschka-d8u","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"2b0ccaa1-820e-4353-9230-31d35add5376","source":"youtube","source_id":"UgyFCfZtmlyVXwM-XzJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is ridiculous, just because some intetity calls itself news but writes its own narrative is more of a tabloid than a news service.","author":"@stevewehner9540","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"e569fdb0-6fa8-4873-862d-c25fd1c8054b","source":"youtube","source_id":"UgwQ6cviWa79JtbOu4F4AaABAg","content_type":"comment","title":null,"body_preview":"Has anyone else ever noticed that unhinged people attract other unhinged people, and normal people don't want them around?","author":"@Major_Tamre_Colby","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.486021850899743,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"01451d36-4a3b-4dab-bbd0-3b049c0599dd","source":"youtube","source_id":"Ugy83d7poL20t7B8GKh4AaABAg","content_type":"comment","title":null,"body_preview":"The only reason Trump wants to change the name of artificial intelligence to super intelligence is because he can at least spell super as long as it's not spelled with two p's.\nBesides, it looks bette","author":"@Major_Tamre_Colby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.486021850899743,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"7a41e7c8-0a36-4bfa-933d-65a2f14c7849","source":"youtube","source_id":"Ugxxp4hpfP2QAZIThvd4AaABAg","content_type":"comment","title":null,"body_preview":"DONALD TRUMP DESERVES THE NOBEL PEACE PRIZE!!!\nAnd the teletubbie medal for super duper intelligence in tubbie speak speech writing.","author":"@Major_Tamre_Colby","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.486021850899743,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"428c612b-7754-47b6-9221-1dc854966456","source":"youtube","source_id":"UgzNM2pZQuycuC8-jR94AaABAg","content_type":"comment","title":null,"body_preview":"We ( America ) was all that you have said we were, untill trump made us the laughing stock of the world, trump is an embarrassment to Americans.","author":"@shanebraddy970","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"10a5ced6-5186-4bcb-ba83-50e43a0356df","source":"youtube","source_id":"Ugw08Z9uOr1Q2s7Uezx4AaABAg","content_type":"comment","title":null,"body_preview":"He just made a A$$ out of himself and all the people that put him in the White House. It's time for the GOP to stand up and make some changes before the BOSS losses the rest of his brain","author":"@blairnickson9571","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"d46bace1-6a2d-4413-827b-1acdebc004ee","source":"youtube","source_id":"UgwtDfaTc8dLpoK0m_54AaABAg","content_type":"comment","title":null,"body_preview":"Don't ask that! The storm is just getting started and stronger and evil you ain't seen nothing yet🙏❤✨t\nGod bless us ALL","author":"@chrissyb1984","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"f922c11e-c62d-4ca2-8af6-81a20b49783d","source":"youtube","source_id":"Ugw_LgwgMalH2zeo-AR4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a danger to USA.  The most dangerous president we have ever had. He needs to be removed today!!!","author":"@numkenamillie76","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"6498e05e-21f1-4f36-926e-f85a9d519a4e","source":"youtube","source_id":"z6TeKOFAxCI","content_type":"post","title":"Meltdown at the UN? Trump touts being a peacemaker while asking if he should annihilate Iran","body_preview":"While speaking before the United Nations General Assembly, President Trump touted being a peacemaker while also asking if he should annihilate Iran.\n\nKaty Tur breaks down Trump's address.\n\nMS NOW: My ","author":"MS NOW","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.2619047619047619,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z6TeKOFAxCI"},{"id":"1055ab10-3918-45bd-9876-0543357fc448","source":"youtube","source_id":"UgyDAfINn-mZsfHbWeN4AaABAg","content_type":"comment","title":null,"body_preview":"😂 tmp sensors are hard enough to read with the tool right on the sensor to relearn them as it is, and you want me to believe they can pick up those sensors as you ride by doing 70 mph (all four or fiv","author":"@spitfireknls","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"e520505d-7f40-4141-967f-12967837420a","source":"youtube","source_id":"Ugzt4583PSS_hVvSW4t4AaABAg","content_type":"comment","title":null,"body_preview":"You do know they are going to put kill switches on the newer cars and as badly as I hate to say it was in a democrat bill but 60 Republicans voted for it too !! It’s bad enough with flock and axiom ca","author":"@sandraelliott6982","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"3b729452-e645-4ec3-af8a-11a645a4768f","source":"youtube","source_id":"UgxE9CSuGFQEAwoypHZ4AaABAg","content_type":"comment","title":null,"body_preview":"$60 each to swap out the tire sensor no. Thank you. Track me all you want. I don't go nowhere. I don't do anything","author":"@enc1722","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"fa666ea8-0a2c-41c3-a518-2cf1f49a8751","source":"youtube","source_id":"UgySXTpM5ZvAdlwWuRZ4AaABAg","content_type":"comment","title":null,"body_preview":"As someone who has to reprogram tpms sensors this sound like some bullshit not that it's impossible but that you have to be literally 3 feet from the car or have a receiver the size of a house... It's","author":"@JackKoff-l8d","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"af8d9b24-213b-430d-a787-ddc72c199198","source":"youtube","source_id":"Ugz_fTmt_NugQzKZ_P14AaABAg","content_type":"comment","title":null,"body_preview":"Holy cow! Then they claimed they don't have updated technology to chase, prosecute the BAD guys","author":"@KyaraA-f3b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"e4c6f2dd-e2de-44b4-ad56-ba1cc675cc04","source":"youtube","source_id":"UgwSZyZ6QTpGhj0Irc54AaABAg","content_type":"comment","title":null,"body_preview":"Everyone is all worried about all the surveillance and tracking as they watch this on a device that is listening to them and probably recording video of everything you do.  A device that has a digital","author":"@user-vm8dr6rk7z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"11363dc5-7ffa-4d9d-95d7-4581f532912a","source":"youtube","source_id":"UgySwWAekJ_YHxz0RKV4AaABAg","content_type":"comment","title":null,"body_preview":"The sensors have little rubber aerials sticking out of the rim, cut them off and they cant track you.","author":"@dwardorodregez3261","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"25d437a9-6e47-415b-830d-07601591db68","source":"youtube","source_id":"UgzqTBffrz7mRMO33Lt4AaABAg","content_type":"comment","title":null,"body_preview":"And not a damn republican in sight that has done anything to stand up to this.","author":"@RemoWilliams-jg4yb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"af8a74e6-4697-41bd-9d68-7bbd120cf25c","source":"youtube","source_id":"UgydVPvI72rKDTCiV0J4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah its funny how all this technology is just to track and exploit easier ways to make money out of us. Nothing to do with stopping serious crimes","author":"@owencollins8075","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"a6f50d92-4f2f-4119-b577-1c24be4fc5b9","source":"youtube","source_id":"Ugw3W-O8Uy9PTj_cKr94AaABAg","content_type":"comment","title":null,"body_preview":"I doubt that that technology was carelessly engineered and  that the result inadvertently","author":"@jacobpetion3395","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"3e98c1d0-ec6d-48c1-a15c-d9003e7fc722","source":"youtube","source_id":"UgzZqV4_2IUatIjGD1x4AaABAg","content_type":"comment","title":null,"body_preview":"What exactly is gained by constant surveillance? 95% of the country just lives their lives.","author":"@American4044","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"c8be06d1-a0ce-4ea7-aa94-b9709ff36d85","source":"youtube","source_id":"UgzHCeVCBOg8eNam2B54AaABAg","content_type":"comment","title":null,"body_preview":"The whole of the modern car is this, last thing to worry about  is the pressure sensors.","author":"@Estimated","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"11eea31a-f815-4c97-8066-2fb0c4e6d04a","source":"youtube","source_id":"Ugw0dE_B9DabT31wJTB4AaABAg","content_type":"comment","title":null,"body_preview":"I kept one of those a few years ago. One was made in Mex and other one was made in some Slavic place.","author":"@marcmoch8742","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"db357442-ff28-4844-8d71-7d24351156e3","source":"youtube","source_id":"Ugw6j_m7sAMCuJXqpoB4AaABAg","content_type":"comment","title":null,"body_preview":"Thank god majority of vehicles use the wheel speed sensor combined with suspension level sensors to measure the difference in rolling speed due to low tire pressures","author":"@Yourfavmexicano","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"ae42cfce-0846-48ed-a399-a6b37dfd209a","source":"youtube","source_id":"Ugz0T0ysQK9bJcn6fW54AaABAg","content_type":"comment","title":null,"body_preview":"If it communicates information wirelessly in any way, it's a vector for targeted  surveillance.","author":"@diogenes_of_herer","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"b144a898-a6fe-4bb7-9d7f-0765b45b9d90","source":"youtube","source_id":"Ugw1sN-ZYihVNbb8gK54AaABAg","content_type":"comment","title":null,"body_preview":"Lmao. You cant read those sensors from any more than a couple feet away.","author":"@matthewsorrentino6085","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"465c92d6-cafd-4ae3-a61e-439d07177950","source":"youtube","source_id":"Ugw2dwioV-_hO_1YNVN4AaABAg","content_type":"comment","title":null,"body_preview":"Every electronic appliance that you can “conveniently” control from your phone is a vector for surveillance. The Amish are being proven right with each passing year.","author":"@TheARE316","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"0768779d-6082-4699-96db-b29a3681e754","source":"youtube","source_id":"Ugx1Buk5wvavajRJfTx4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t even care anymore. Everything we do is tracked at this point. We literally all carry spy devices in our pockets and on our wrists daily. Our TVs are recording us even if they’re unplugged beca","author":"@girtisholland","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"bded4461-b997-4dfc-9d3c-3c4320245fbe","source":"youtube","source_id":"Ugz2EN6dBxWSD83rkmZ4AaABAg","content_type":"comment","title":null,"body_preview":"Yep.. remember, half a million kids every year, yet they think all this will save those kids, and future kids that WILL be abducted because this isn’t about if, it’s when, and world wide surveillance ","author":"@CISTSB","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"2dc0f90f-7ae3-43a6-901d-82f1299cf030","source":"youtube","source_id":"UgwWzXDeE98JxWoaXBx4AaABAg","content_type":"comment","title":null,"body_preview":"There are a million ways the government can surveil us, TPMS sensors are the least of our issues lmfao.","author":"@69-Bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"ce5ca80e-9776-4c3c-8beb-f8b5edd55236","source":"youtube","source_id":"UgzogKN_8pXQw92lQy14AaABAg","content_type":"comment","title":null,"body_preview":"So change tires after committing a big crime..got it.","author":"@travismann4732","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=osNG4gszkBA"},{"id":"bb61234b-8d76-455e-a4fe-44cbee2a2cb3","source":"youtube","source_id":"UgydxtXmZJHhrZy7c3t4AaABAg","content_type":"comment","title":null,"body_preview":"[9/27, 7:34 PM] amnafaryalmemon: I don't mind if the people support their own families. When it comes to My husband so it is ok if he will support his family.\n[9/27, 7:34 PM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","personal_opinion_stance"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"542d8588-3db8-4116-a6d1-b2a2dcbd4802","source":"youtube","source_id":"Ugz36-FRVcYlzQIf9kJ4AaABAg","content_type":"comment","title":null,"body_preview":"[9/27, 7:34 PM] amnafaryalmemon: I don't mind if the people support their own families. When it comes to My husband so it is ok if he will support his family.\n[9/27, 7:34 PM] amnafaryalmemon: 🤷‍♀️\n[9/","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"c0e27cb6-7189-4508-841c-003dd30855db","source":"youtube","source_id":"UgxHMLTfobRSw-ceeiF4AaABAg","content_type":"comment","title":null,"body_preview":"[9/27, 7:54 PM] amnafaryalmemon: Ma pehnjo red shararo na deendum uho ucho wilayati ahay. Installments mai kapra wartum. Ma cho diyan\n[9/27, 7:55 PM] amnafaryalmemon: 🤔","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"52e4745a-ffef-4023-8571-21948b8f4c6e","source":"youtube","source_id":"UgwPcpT8BgbcJJfVt7B4AaABAg","content_type":"comment","title":null,"body_preview":"[9/27, 9:23 PM] amnafaryalmemon: When we went to alpine for ice cream so there they poured bartan wala soup\n[9/27, 9:23 PM] amnafaryalmemon: Chamro nikri eendo ahy\n[9/27, 9:24 PM] amnafaryalmemon: Bat","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"6c77ede6-5ee1-4fcb-bfa7-3271b1ce8bb9","source":"youtube","source_id":"UgyAIVqmh4xG5vc9fi94AaABAg","content_type":"comment","title":null,"body_preview":"Netflix picked it up on (June 15, 2018), ordering Season 4","author":"@KayDee-q4x","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity"],"bot_score":0.35743524296541096,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"036f8545-067b-461d-bb13-5bbff1e2cf42","source":"youtube","source_id":"UgzP9wRfXQ9GIrcnFZZ4AaABAg","content_type":"comment","title":null,"body_preview":"[9/27, 10:13 PM] amnafaryalmemon: Not only over aged but mentally challenged kids are also in Pingu's without any parental written documents.\n[9/27, 10:14 PM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"52238335-934f-4d9c-b89f-deb8c45b7779","source":"youtube","source_id":"UgwQG3g9Nu7KiHpXpzZ4AaABAg","content_type":"comment","title":null,"body_preview":"Muir man does it again reporting on NYC sewar minions","author":"@BoogieWoogieBocash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"013ab300-5e83-47f3-a12c-eec7b3bc9282","source":"youtube","source_id":"UgxAHXynsVR-ZFpiIqB4AaABAg","content_type":"comment","title":null,"body_preview":"This video is top notch I enjoyed every second of it.","author":"@CattasMebull","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"d18fe2d4-a0d5-4476-8f56-0646288c293d","source":"youtube","source_id":"UgyqMKaCefqgVkExW9l4AaABAg","content_type":"comment","title":null,"body_preview":"They should have just let Dolly sing her song by herself……ijs","author":"@justbeautifulhoney7651","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"0429154c-36f1-4507-9b79-8f35ca559c5e","source":"youtube","source_id":"Ugyp3Z31nGx_uGfKxxp4AaABAg","content_type":"comment","title":null,"body_preview":"[9/27, 11:12 PM] amnafaryalmemon: Why did Saniya Lakho did sex with Sabih in Agha khan hospital kia wo bharwat ka ada hai\n[9/27, 11:12 PM] amnafaryalmemon: 😡","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"95f9db92-92c9-4639-8a27-97b59d553b00","source":"youtube","source_id":"Ugxj38gQEGTQw1abDPF4AaABAg","content_type":"comment","title":null,"body_preview":"my take away from US -china summit is that, International Diplomacy & relations is so complex  and fragile. Personally i just can't, am gonna blow up everyone who steps on my shoe or sabotages my inte","author":"@washingtonkanyangi1772","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"748500f9-3596-4db2-b47e-21cad448ba77","source":"youtube","source_id":"UgwUOBcefrLbItO_Azx4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 1:32 AM] amnafaryalmemon: Ya Lateefo ka wird tamam zurori hai\n[9/28, 1:32 AM] amnafaryalmemon: Wo parhtay rahain\n[9/28, 1:32 AM] amnafaryalmemon: Sawab hain\n[9/28, 1:33 AM] amnafaryalmemon: Ins","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_anecdote"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"b0541549-38cc-4e16-9723-9b864390fb02","source":"youtube","source_id":"UgywJW0XyaerTRFWltt4AaABAg","content_type":"comment","title":null,"body_preview":"I think the Pope's Catholics they are false prophets","author":"@TimothyP1967","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"78308703-aeba-425b-8f08-53cf0f3142ef","source":"youtube","source_id":"UgxgcpK9n_XRxDwCVP94AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 1:48 AM] amnafaryalmemon: Insha Allah My bat will be pakki mithai wali thing will be done on Wednesday 30th September 2026 with Akhtar . It is ok if he is not that affordable person but I am re","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"5303f0a6-fd61-430b-bebe-12fd980f5e01","source":"youtube","source_id":"UgxLaB-imw2qY1MbCvN4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 1:50 AM] amnafaryalmemon: I asked Mom to speak with Akhtar directly. And we will help as well.\n[9/28, 1:50 AM] amnafaryalmemon: 🥳","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"2ccdf9db-7d2a-4826-8ba2-fa9e438efaca","source":"youtube","source_id":"UgzxKl1voIlMwhcLVGV4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 1:57 AM] amnafaryalmemon: Finish Mama Pappu Nisar as if he is manipulating many wrong things about Americans as well\n[9/28, 1:57 AM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"e53fad46-d805-48aa-8a84-58bfe6fe0adc","source":"youtube","source_id":"Ugy2NdQCm4B5LhKE-fl4AaABAg","content_type":"comment","title":null,"body_preview":"I heard the voice of door of upstairs and that is why I said keep the cams.","author":"@AmnaFaryalMemonMemon-d7p","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"4bcd668a-fcd3-4914-a5a8-a3e049b38aed","source":"youtube","source_id":"UgyzCNj_TW8JyvWRn5t4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 2:24 AM] amnafaryalmemon: I heard the voice of door upstairs and no cams are there and we need cams for whole house and one cam is outside.\n[9/28, 2:24 AM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"5e9fea93-404d-4fff-bbe9-f40e7f1bdd59","source":"youtube","source_id":"Ugx5znf-xwZWqw2auZt4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 2:25 AM] amnafaryalmemon: I went to drink water as well as milk and to get milk and bread for mom.\n[9/28, 2:25 AM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"2f3d394e-e2c2-4ce2-97c1-85c3635396d3","source":"youtube","source_id":"Ugwe4j8H_5uoHtL1IOx4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 3:05 AM] amnafaryalmemon: Misha or Saniya Lakho dono haveli mai mujras kar chuki hai Sami ne bataya tha. Mainay tu izat di\n[9/28, 3:05 AM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_reference"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"3711173b-4aa6-44d6-80d1-5e5b8287bb88","source":"youtube","source_id":"UgzyIqevbKjPQNz7k_J4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 3:58 AM] amnafaryalmemon: Democratic era hai soch samjah kar vote den\n[9/28, 3:58 AM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"f8afcfbc-2900-4dbe-aea6-db878c08cd50","source":"youtube","source_id":"Ugw383g35-6F7EdXUax4AaABAg","content_type":"comment","title":null,"body_preview":"[9/28, 4:02 AM] amnafaryalmemon: Mujhay apnay hisab se ready honay ka hak so Misha wagera na paren for the day to come like bat paki\n[9/28, 4:02 AM] amnafaryalmemon: 🤷‍♀️","author":"@AmnaFaryalMemonMemon-d7p","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"6b2e5604-ac75-4d8f-a615-4a072e868c09","source":"youtube","source_id":"t-k8vdg0Y0w","content_type":"post","title":"ABC World News Tonight with David Muir Full Broadcast - Sept. 25, 2026","body_preview":"As millions on the East Coast brace for a nor'easter that could bring major flooding and damaging wind gusts, Matt Rivers has the latest from Sea Bright, New Jersey, on how the storm is expected to ba","author":"ABC News","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0.3513085050888247,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=t-k8vdg0Y0w"},{"id":"5ef6526f-3124-4fb0-a18d-79c234dac890","source":"youtube","source_id":"Ugw8I1EdLg4Hei_FGt54AaABAg","content_type":"comment","title":null,"body_preview":"Where did this take place? How the hell do you post this but have no information on where it happened wtf","author":"@WhyNotQuestionEverything","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"29950d2f-ad3e-4fbe-8766-705b805eb013","source":"youtube","source_id":"Ugzcu-a3S4wqAh6AD4N4AaABAg","content_type":"comment","title":null,"body_preview":"Wow tax payers paid for this ! Fukin cops could really catch some bad guys waist time on small time criminal activities ..","author":"@raymondsimpson2140","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"301cd8ee-cbef-4adf-bcc2-8943357135ee","source":"youtube","source_id":"UgzU5aN7yiHXCcKBB5d4AaABAg","content_type":"comment","title":null,"body_preview":"What do you expect from a system that protects child predators and locks away people for petty crimes but the only person that has gone to jail for Jeffery Epstein's crimes is a woman.. This is why ev","author":"@HeyWTF-u","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6454212454212452,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"3fd75a1c-bb15-41b0-a670-2f1b106ccff1","source":"youtube","source_id":"Ugz3GtjuuCSb3OFPUWl4AaABAg","content_type":"comment","title":null,"body_preview":"EVERY cop is a child predator to me until more than a woman goes to jail for Jeffery Epstein's crimes","author":"@HeyWTF-u","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0.6454212454212452,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"d3941474-dd84-4aee-a907-ed3a9ef05be6","source":"youtube","source_id":"UgwAr3vF2X-6eZ5luh94AaABAg","content_type":"comment","title":null,"body_preview":"All drugs should be legal.  These substances are too dangerous not to be regulated","author":"@chadperry7996","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.9106227106227105,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"0609c6e1-9097-4a68-94dc-69b6cddaef6f","source":"youtube","source_id":"Ugy6CibYhb1P8IqSvgF4AaABAg","content_type":"comment","title":null,"body_preview":"The drug war is a massive waste of time and resources","author":"@chadperry7996","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.9106227106227105,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"b90829e6-5ef6-4311-a3e9-d8a441f620b3","source":"youtube","source_id":"UgwGN69iIwwkGAVb3Zd4AaABAg","content_type":"comment","title":null,"body_preview":"Any word on the high profile pedos and the 400,000+kids that go missing each year in the U.S.??","author":"@Bayhussein","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"8b4f481a-37ff-4ab1-8efc-e5ef35af1c0d","source":"youtube","source_id":"UgzhPpOj0uQ-O1Rycjh4AaABAg","content_type":"comment","title":null,"body_preview":"6,800 in cash? Between 26 people. That's $261 per person. Y'all out here arresting the normal citizens.","author":"@williamdavis4992","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"336d9912-1a99-46ed-a479-b70cd886e71d","source":"youtube","source_id":"UgwLF7x6nTyPScrEISx4AaABAg","content_type":"comment","title":null,"body_preview":"Yet Trump can steal billions, rape drugged teenage girls and nothing happens to him.","author":"@gonzaloleon-gelpi9776","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"f91a167e-ae8e-45be-aa33-8310ae3262d9","source":"youtube","source_id":"UgyCi2Ei5EBllpuq29B4AaABAg","content_type":"comment","title":null,"body_preview":"All that weed is medicine , take the hard drugs off the the streets. I'd rather deal with a stoner then a drunk or a tweaker get your priorities straight.","author":"@heathchambers3689","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"e91cccaf-33d7-47bc-a2cf-020e8b92c41b","source":"youtube","source_id":"Ugy_P1rXVgMiTyrzktl4AaABAg","content_type":"comment","title":null,"body_preview":"What a ridiculous waste of resources, bragging about amounts you can find on the ground at your local Walmart. Joke ass cops","author":"@dogmosatchmo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"ea3f6a2e-7f3d-45d1-9a8a-9c34770e3d3c","source":"youtube","source_id":"UgwXvMJdxy6HFScJwet4AaABAg","content_type":"comment","title":null,"body_preview":"This is why America is a joke to the outside world","author":"@TrollBooth500","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"35311f7a-aa1c-4112-9e0d-7070bd7e9a06","source":"youtube","source_id":"Ugy_Vpysz4xZxchYKAB4AaABAg","content_type":"comment","title":null,"body_preview":"🤫That weed is legal i can tell how it's package, trying to make it like it a big deal 😏 😉 😎 😌","author":"@TavorisX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"647ef244-9891-49e5-8d34-a4eac948f517","source":"youtube","source_id":"Ugyh49u5rgE-ojpziqh4AaABAg","content_type":"comment","title":null,"body_preview":"I see more weed than anything else confiscated..total waste of time/tax payer money. Jus fuckin legalize it already.","author":"@ant5454","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"e4d991da-34a4-4659-9e6e-74a3b8d470c7","source":"youtube","source_id":"UgyOMs7rAonK3xgBZl94AaABAg","content_type":"comment","title":null,"body_preview":"This is Hindsight 20/20  type of request but, Please put the state and city or even area when posting if the reporters aren't gonna disclose.  Thanks for posting.","author":"@vettsmoker2000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"3afe3159-b561-4be6-a4d2-4b9e65cfd1d3","source":"youtube","source_id":"UgyrKQCj2IQR9in4ZDt4AaABAg","content_type":"comment","title":null,"body_preview":"We still out here arresting people for cannabis? Sweet christ","author":"@juicebiscuit4922","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"a9d4fb7a-c566-45d6-986b-03c403d165f7","source":"youtube","source_id":"UgyMcA1xW1RtFYjUAHJ4AaABAg","content_type":"comment","title":null,"body_preview":"10k 5undred GRAMS of drugs 💀 see how they inflated the numbers instead of using pounds!?! Waste of time","author":"@Rusty-g9j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"ba8ca949-447d-4737-afd5-f350ee3c98e0","source":"youtube","source_id":"UgwscMN61WCQ1y7SUM54AaABAg","content_type":"comment","title":null,"body_preview":"That time you going to get is not worth the money 💰... Them feds going to bust your ass","author":"@elizabethford3312","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"6c403ca6-d257-4d47-97cc-454959626032","source":"youtube","source_id":"Ugz7NtcboEHx3IBafcd4AaABAg","content_type":"comment","title":null,"body_preview":"Stop Hurting Us Curtis! Curtis Graves that is. It's Your People Causing most of Mobiles Problems. Where You At Ass.","author":"@rdb2944","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"d82c684a-bb44-45c9-98f1-bbd2471a54dc","source":"youtube","source_id":"L3t8YUkoZzg","content_type":"post","title":"26 arrested in 'Operation Take Back 90'","body_preview":"The two-month operation by MPD's Narcotics/Vice Unit targeted the U.S. 90 corridor.\r\n\r\nFor more Local News from WALA: https://www.fox10tv.com/\r\nFor more YouTube Content: https://www.youtube.com/channe","author":"FOX10 News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=L3t8YUkoZzg"},{"id":"ed3f650e-01e0-41fd-a7d6-c5557c5e1ec0","source":"youtube","source_id":"UgwlscyQ_QQOf8xTuJd4AaABAg","content_type":"comment","title":null,"body_preview":"DJT is an embarrassment. An imbecile. \n\nMidterms are our time to shine.","author":"@kennaoleary4333","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"ef930297-e10e-4a29-8cb3-84c0c087e5b9","source":"youtube","source_id":"UgwM_uJzzmpfJjFU-tt4AaABAg","content_type":"comment","title":null,"body_preview":"I personally saw 5 stealth bombers deployed 3 days ago while in Waldorf, MD, each with 6 fighter jets escorting it, all in strict formation.\nStealth bombers are never used for air shows.","author":"@growthisfreedomunitedearth7584","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","strong_opinion"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"fa5e06c5-eba3-44d5-b920-619a777a6b61","source":"youtube","source_id":"Ugx4Os8mt2__n8Me2JF4AaABAg","content_type":"comment","title":null,"body_preview":"Morning Joe is thousands of stuttering uhs and  and uhms.  These are high paid so-called commentators? We have to be able to communicate better than MAGA liars but our commentators can't even talk wit","author":"@Patrick-i5t9l","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"4c6aab72-93a5-4288-b724-26358cdd2490","source":"youtube","source_id":"UgwzQxtyN9s-vxQJSUh4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂😂😂 5:04  I don’t want to laugh at “I love sl*ts” 😅😅 it was involuntary","author":"@rach-meister","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"fe9ee471-61a8-43f8-915a-520d36f7d74d","source":"youtube","source_id":"Ugzdu47vwKuzM2iBmed4AaABAg","content_type":"comment","title":null,"body_preview":"I feel like we’re living in a super weird twilight zone. Like even more than any Twilight Zone episode.","author":"@MamaPochsKids252","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"b2bedf82-0fc3-4cfc-a4d3-389072b5fc01","source":"youtube","source_id":"UgzH3i47U4cyzjT9Rvx4AaABAg","content_type":"comment","title":null,"body_preview":"Every fragile narcissist will avoid answering a question by attacking th questioners character instead. Casting doubt on their integrity to undermine the question itself. \n\nIt's basic psychology.","author":"@raz-5.13","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"6455dc6c-d09c-4c39-ade3-42043d8011e8","source":"youtube","source_id":"Ugzc02BXLmvFGR0la-t4AaABAg","content_type":"comment","title":null,"body_preview":"Great! At the end you just forgot to mention \"and he tried to overturn democracy and change the USA into an authoritarian state with him as the dictator.\"","author":"@hansregli8678","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"fc7050a6-03a8-4e2f-a38e-3ce9eed5e2be","source":"youtube","source_id":"Ugxzdd529bJTRYSBBll4AaABAg","content_type":"comment","title":null,"body_preview":"The humming over Trump was all the flies that are attracted to the Antichrist.","author":"@papwithanhatchet902","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"3a0b98ae-b816-4d2a-ac7d-7395314ec86c","source":"youtube","source_id":"UgwhAMH6EEsrU3J6oJJ4AaABAg","content_type":"comment","title":null,"body_preview":"I need a button I can push  in real life that plays the \"nothing bad can happen, it can only good happen\" sound clip 🤣 I can't let this go, it's become my favorite thing ever LOL","author":"@tanya-xoxo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"835a38ed-82be-4e69-b39c-66c28d2a839c","source":"youtube","source_id":"Ugy9jOfzYZm4e-AZK-F4AaABAg","content_type":"comment","title":null,"body_preview":"What a bout potholes that big then certain people bald spot 😂","author":"@Junior.Senesca908","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"7149efe5-c516-4b8b-ac83-1ceb2b9465f9","source":"youtube","source_id":"Ugz2vp9JG8vTwp4eQul4AaABAg","content_type":"comment","title":null,"body_preview":"I already watched this yesterday or the day before I don't remember, but I accidentally watched it again and realized the brilliance of this TV show and it's comedian leader. I like to meet all the wr","author":"@gouldbj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"344fc885-4447-4bae-bc46-e143ae8e863c","source":"youtube","source_id":"UgwZt5OdOfWK7PjyOqh4AaABAg","content_type":"comment","title":null,"body_preview":"Best video of t***p.......you cannot here him TALK!!!!!!","author":"@briandougherty-dh8md","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"f77fc47f-6436-4783-94da-dd82b9678cb6","source":"youtube","source_id":"Ugz-sOKQRIJjTgIsAh14AaABAg","content_type":"comment","title":null,"body_preview":"You & your clever writers are in fine form Seth.😂😂 Summer break is too long.","author":"@robertzappia4545","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"e3880593-5738-4d6a-8cc7-09437e85e3b5","source":"youtube","source_id":"UgzSuTwM_nNmBNHJ1pZ4AaABAg","content_type":"comment","title":null,"body_preview":"It has come to our attention that President Trump's ankles have\" fallen arches\"😂","author":"@blakem373","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"d4ef4c9b-6a4d-44a9-b81e-f19586e2001e","source":"youtube","source_id":"UgxqY_TGbno7LVRMohp4AaABAg","content_type":"comment","title":null,"body_preview":"That “What’s that?!” bit was just a lovely reminder of this peachy fucking timeline we’re in and how we’re desensitized to it.","author":"@areyoufriendly","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"36e40d9f-63a5-42a9-94b1-02be272f18b4","source":"youtube","source_id":"UgwAMRG1NN_fKGTZ0Cd4AaABAg","content_type":"comment","title":null,"body_preview":"Since he banned fake news from the White House can we the people ban the fake President from the People’s House???😂😂😂😂😂","author":"@TheTerriecat","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"02c0a293-4e62-400e-93be-a4e3d548d0e2","source":"youtube","source_id":"UgwxrdzjS-KGYiuN4lZ4AaABAg","content_type":"comment","title":null,"body_preview":"White casita belongs to the People or the Voters . Constitutional Republic . Can.","author":"@martnespinoza9357","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"5f887ae5-55bf-4d81-807d-2c9b16b7ebf9","source":"youtube","source_id":"UgzDcrpDwrOBazkjDXJ4AaABAg","content_type":"comment","title":null,"body_preview":"I’m glad nothing happened lately … I won’t have to drink myself into a stupor today.","author":"@markgriskey","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.2536311756931664,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"5f699aef-a8d2-4a27-8c44-ea3b0342b6b9","source":"youtube","source_id":"Ugzf-1hPi3c91fkcBSB4AaABAg","content_type":"comment","title":null,"body_preview":"Toilet paper is getting so expensive that we will now need that Trump 250 dollar bill after all.","author":"@markgriskey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.2536311756931664,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"00f729cc-0ef7-4a8b-8f0c-bfa51cf99a13","source":"youtube","source_id":"UgzjP9ATUALJ9_loXqZ4AaABAg","content_type":"comment","title":null,"body_preview":"Been watching Seth for many years.  He and his writers just knocked it out of the park.  Best one I've ever seen.","author":"@stevenspangler7587","classification":"human_created","confidence":0.7,"indicators":["personal_experience","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"d1be70c9-8560-4f90-8a67-2869daeb9e61","source":"youtube","source_id":"Ugy3PN4648pzF2UUJz14AaABAg","content_type":"comment","title":null,"body_preview":"Too much of Dump at once it gave me brain constipation.","author":"@im8310","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"955ffac7-90d2-4afe-9fb7-7234e6a9d466","source":"youtube","source_id":"UgyL5GEEK5irtKsiaDh4AaABAg","content_type":"comment","title":null,"body_preview":"I would actually support an arch with an Eye of Sauron","author":"@isophistchambers6694","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","cultural_reference","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"662ef660-50e1-4028-a57f-eb06a50ef919","source":"youtube","source_id":"UgwjMuUCZPIzPuiq-y54AaABAg","content_type":"comment","title":null,"body_preview":"Transparent I am still waiting to hear what he did to that 14 year old? In court hopefully.","author":"@normanberry7352","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"09f03eae-f383-4ec4-bf64-5b6fb0728014","source":"youtube","source_id":"Ugx2VWiO0tiJFwyUQFx4AaABAg","content_type":"comment","title":null,"body_preview":"I think he's fortifying the white house to protect himself when he does the 2nd insurrection in 2028","author":"@normanberry7352","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"38ef6854-556f-4373-890e-128bf3bb8fbe","source":"youtube","source_id":"Y3e0Kvyqv90","content_type":"post","title":"Trump's Media Ban Backfires, Arch Gets Drones & Snipers & Seth Recaps a Crazy Summer: A Closer Look","body_preview":"Seth takes a closer look at Trump banning the press from the White House, lying about ending wars and bringing down prices and his plan to build a triumphal arch in Washington filled with drones and s","author":"Late Night with Seth Meyers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y3e0Kvyqv90"},{"id":"e30d1e09-3d3a-4894-9ca7-80b7b6ea5aac","source":"youtube","source_id":"Ugx6Tej4GKGh3Yi8C4d4AaABAg","content_type":"comment","title":null,"body_preview":"At first I didn’t believe him. I feel bad he’s so broken.","author":"@JennaDax","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","synthetic_empathy","lack_of_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"61f1df75-3863-44c5-b338-8059354c6b7a","source":"youtube","source_id":"UgxxRiaGhh7qut1Rjk14AaABAg","content_type":"comment","title":null,"body_preview":"May The Good LORD God Bless You Patrick and Rachel.🕊","author":"@HarielJjohnson-p4t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"0d5509af-4f50-48fb-8e5e-302d38aa56ed","source":"youtube","source_id":"UgxyFji32EslhPkrEFJ4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick ol the best ol the best ol the best ol the best ❤❤❤❤❤","author":"@monikakudelska203","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"6db51732-d4d8-4456-aa60-44661c083cad","source":"youtube","source_id":"UgzcTRwJDOq2QUmSM8t4AaABAg","content_type":"comment","title":null,"body_preview":"I think this whole case  is a psychological operation. I don’t believe that woman killed her kids. She allegedly slit her own throat and slashed her own wrists so where are the scars? I don’t see any ","author":"@gts3004","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"e16884a9-e495-4251-b684-837265fa3fb7","source":"youtube","source_id":"Ugw5SLO9RRgV9MypqLZ4AaABAg","content_type":"comment","title":null,"body_preview":"Worst interviewer they could have picked, the voice grating, the demeanour.","author":"@antipodeanvagabond","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"c1d22c20-60df-46a0-92d7-bfda740c69c4","source":"youtube","source_id":"Ugx-2ewSLzQMS5acHTp4AaABAg","content_type":"comment","title":null,"body_preview":"They should have played this on tv from the beginning!!","author":"@rachelfandel10","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"edd07be5-d0e2-452a-98f3-8428baf10ebb","source":"youtube","source_id":"UgxKyNAk5IuTuulCaUN4AaABAg","content_type":"comment","title":null,"body_preview":"It makes no sense that a 36-year-old adult woman receives empathy and a mistrial, after killing 3 souls, while a literal child was utterly abandoned by society. Ethan Crumbley was a kid whose severe p","author":"@losconquistador1","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"507f1211-bbb2-4143-bd6a-4e7f07f4fb37","source":"youtube","source_id":"UgyhYbYZjgdPiX1PEmp4AaABAg","content_type":"comment","title":null,"body_preview":"I will pray every night for this father and husband 🙏🙏🙏🙏🙏","author":"@margaritaalegrett9291","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"46ec0fce-676f-4ace-ae26-788388692a7a","source":"youtube","source_id":"Ugxtuyjt42m2PC6wPZx4AaABAg","content_type":"comment","title":null,"body_preview":"So sorry pat I can not imagine your pain it's gut wrenching to think that anyone would blame this man I'm sure he never dreamed that this nightmare would actually happen. I pray that he finds happines","author":"@JennHosman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","synthetic_empathy"],"bot_score":0.5285729155823877,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"fed74982-9e0e-4076-a79f-c4da15f13f36","source":"youtube","source_id":"UgzexOEoGHQ-cE3f2uh4AaABAg","content_type":"comment","title":null,"body_preview":"Man such a hard watch I couldn't imagine walking in his shoes I hope he finds all the happiness.","author":"@JennHosman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0.5285729155823877,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"1fa2ef53-0d8a-4c78-a293-4977099acc43","source":"youtube","source_id":"UgzK8odmsDuD1FE6vKt4AaABAg","content_type":"comment","title":null,"body_preview":"I think Patrick will be able to grieve a lot better once he comes to terms with the fact Lindsey premeditated his kids deaths.\n\nRight now he’s looking for someone to blame because he wants answers. Un","author":"@CarisstaRashele","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"d6cfeb24-4c7b-4fff-a35b-f810df04cbb6","source":"youtube","source_id":"UgwMKRBsXJy54bNxT6B4AaABAg","content_type":"comment","title":null,"body_preview":"Netflix True Crime documentaries and podcasts has ruined women's brains","author":"@hugh-jasole","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"4d9f6018-4132-4c0b-b62b-9b22cc0d2ebd","source":"youtube","source_id":"UgxNi2raQSa1-qQZZLh4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick, thank you for doing this interview. I pray you continue the fight against the people that should have helped Lindsay. Women in pain deserve to be heard.","author":"@Freebirddee","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"4745ba09-9987-4fce-84db-bf223241bfe3","source":"youtube","source_id":"Ugx_Q97KtBOCmm20hfp4AaABAg","content_type":"comment","title":null,"body_preview":"The amount of people that are brainless is ridiculous, his ex wife has confessed to her doings what is wrong with you? Maybe he wasn't the best husband or dad but he is not the monster or k*ller!  Don","author":"@mangi0001","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"04777d9e-d36f-4c68-9d74-3f79b30dd6e2","source":"youtube","source_id":"UgwGdoqsux9txf9P6Uh4AaABAg","content_type":"comment","title":null,"body_preview":"Idk how he can even have this interview and talk about his children how he held it together is made my heart hurt .. .and this man did not do this horrific crime and probably makes his grieving proces","author":"@Susie-j7x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"671738da-71a6-4881-9b49-03371a2d08f2","source":"youtube","source_id":"UgzT3Skr53QNwIPnKTd4AaABAg","content_type":"comment","title":null,"body_preview":"It is not inappropriate or suspicious that he met someone and moved on. It was a year later that he met his new wife. This man was in a world of loneliness.. it is not usual that he found a new compan","author":"@heatherclark5368","classification":"human_created","confidence":0.72,"indicators":["emotional_authenticity","imperfect_expression","strong_opinion","absence_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"6159f625-8fad-45d4-bd48-f7a407d08c42","source":"youtube","source_id":"UgwYaQB2GOk_sF_pDlh4AaABAg","content_type":"comment","title":null,"body_preview":"I’m not surprised at all that this world can twist any story. So I believe that man and what I see in his eyes. He deserves another chance to find happiness in this life.","author":"@Mila1313-y3s","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"35900eaa-0a7b-416c-8f34-d7d090e99f02","source":"youtube","source_id":"UgxH7G5HWFMpxOiBva14AaABAg","content_type":"comment","title":null,"body_preview":"I’m currently watching the Caleb Flynn trial. If the police and crime scene investigators had done as good of a job in the Clancy case as they did in this Flynn case, Patrick would probably be on tria","author":"@michellelee1328","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"103b00b2-fcd0-4ba3-bc29-497e1b7cddde","source":"youtube","source_id":"UgzoI9A-BJ97rP-HJIJ4AaABAg","content_type":"comment","title":null,"body_preview":"This made me see him a little differently not as cold as he looks in court.","author":"@Gymgirlyy","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"a7897a18-8a70-44ec-b35a-284f86ed10d9","source":"youtube","source_id":"Ugx1iyxDC5VDm53keGt4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick is such a decent, loving man. I am so so happy that he and Rachel found each other and are starting a family.","author":"@JustLooking-b7k","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","personal_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"a317b2f3-67b3-48e9-9f99-d0e3cfba377d","source":"youtube","source_id":"Ugy0oCryMiRwOaC6BEt4AaABAg","content_type":"comment","title":null,"body_preview":"Hey 69 minutes, how much Patrick pay You to do these rubish interview?","author":"@margarita9520","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"50d6ec15-becc-4289-bb5d-62bcc114956e","source":"youtube","source_id":"i6S9po_gUoU","content_type":"post","title":"Extended interview: Patrick Clancy","body_preview":"Patrick Clancy wrestles with grief and shares memories of his children in his first interview since his ex-wife Lindsay Clancy's murder trial ended without a verdict.\n\n\"60 Minutes\" is the most success","author":"60 Minutes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","contextual_relevance"],"bot_score":0.36087837291285063,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=i6S9po_gUoU"},{"id":"7475570c-dae6-4561-9b00-3f6a96a6ca16","source":"youtube","source_id":"Ugy6x_aRWhs25nDPSll4AaABAg","content_type":"comment","title":null,"body_preview":"I don't care about his marriage,I want to know what is he going to do for the people","author":"@AngelaBarrett-z8c2s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"2098d6c3-e45f-479b-ac27-d017d533903d","source":"youtube","source_id":"UgzNM9nneG9IKxhaNld4AaABAg","content_type":"comment","title":null,"body_preview":"I am not astounded by what CNN abhorrently did.\nI expect it.","author":"@SidewaysThinking","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"dcdbd250-1b68-4e79-887f-63e3ab0c1544","source":"youtube","source_id":"UgwORgXczFkfdZXafap4AaABAg","content_type":"comment","title":null,"body_preview":"The audacity to go their and say..... that's no buddy business that is his personal pass thats cold.....","author":"@MANUELCA-e2v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"e79d9dac-fd86-44db-be06-f07ae82f708e","source":"youtube","source_id":"Ugw16IvrapsQoX6WE2B4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't Newt marry his teacher originally, and when a better prospect (Calista) came along, he handed divorce papers to his dying first wife while she was in a hospital bed.  Isn't that the truth?","author":"@Patriot-cu9by","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"1bc26f15-5731-4de2-b0a1-78883fae23c6","source":"youtube","source_id":"UgxcSZ0AIBMoFjRzFBN4AaABAg","content_type":"comment","title":null,"body_preview":"I still wish Newt would have won this presidential bid...","author":"@kenherrod7167","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"71068de5-a1c7-4368-ae16-a83d2480c1c2","source":"youtube","source_id":"UgzI-cjX5wlPnoUyLCl4AaABAg","content_type":"comment","title":null,"body_preview":"Newt Gingrich has always been one of my favorite candidates for President. Even today in 2026, I still feel that way.","author":"@lashlarue2266","classification":"ai_generated","confidence":0.75,"indicators":["absence_of_personality","template_phrases","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"f76f7631-e1af-4f39-b081-b5134111bf14","source":"youtube","source_id":"UgysvDEjE_4xrpoPS5l4AaABAg","content_type":"comment","title":null,"body_preview":"This question had nothing to do with leading the country 😮","author":"@rickyparrish8310","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"29bdaa81-6da2-440d-965b-a4aaecfa69b3","source":"youtube","source_id":"UgyiXl7PozZFQ05zw0F4AaABAg","content_type":"comment","title":null,"body_preview":"Gingrich was a gifted speaker. I think he would have been a good president.","author":"@brysonz","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"5aca21d5-484f-4bea-b482-c89120e2b8ba","source":"youtube","source_id":"Ugy5Y0axOeD2x9IctR94AaABAg","content_type":"comment","title":null,"body_preview":"That sums up the Communist News Network pretty well.","author":"@kevinbrehmer7958","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"718ae4de-4657-4976-92f7-6e124923715f","source":"youtube","source_id":"UgyHpm2VPaOgqgB2lzZ4AaABAg","content_type":"comment","title":null,"body_preview":"The man gave his dying wife divorce  papers on her deathbed.    He was having an affair on a woman who is dying of cancer","author":"@dalebabcock722","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"60affffa-17f0-405c-a36d-0f78bebaac7e","source":"youtube","source_id":"UgyDKtS7s0tVgFnv8kd4AaABAg","content_type":"comment","title":null,"body_preview":"Its CNN. Why is anyone shocked. CNN only host Republican debated to try and ashame and embarras all the Republican candidates.","author":"@Bcananzey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"990b2a7e-f184-4b34-9c16-c0cc4c85b217","source":"youtube","source_id":"UgwThKsApLWqYq5vN6J4AaABAg","content_type":"comment","title":null,"body_preview":"It is Appalling to make that personal question part of a debate.","author":"@KevinManhir","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"51934379-d894-48d1-9ee4-7635f4d33af5","source":"youtube","source_id":"UgzJfYq0kKSlxc_fc5t4AaABAg","content_type":"comment","title":null,"body_preview":"He's absolutely correct c. N. N. C. N s n b c and all the rest he lousy medias are horrible","author":"@HarveyHerrington","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"00399244-17e0-4bde-8904-1d13c0b7c6b1","source":"youtube","source_id":"Ugzau5V1fNamXEhEhE54AaABAg","content_type":"comment","title":null,"body_preview":"Newt hit the nail on the head!  The media is the #1 ENEMY of AMERICA and her citizens.........","author":"@mrs.c5471","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"0ebe5e98-f851-448e-b091-94a473948c80","source":"youtube","source_id":"Ugxv1w2An4A_cxjMBgF4AaABAg","content_type":"comment","title":null,"body_preview":"C N N, the Communist News Network. The last ones to cast stones. Maybe somebody should dig into the staff of c n n, and find their dirty laundry. I'm sure they'll find a few SKID MARKS, in their past ","author":"@RichardStandingCloud-j7s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"635a24d2-cbb0-41a2-bddc-5313ce6dab35","source":"youtube","source_id":"UgwgH4CiS7eFyr6l7id4AaABAg","content_type":"comment","title":null,"body_preview":"Yes, the media have been biased and disgusting often and well done for putting them in their place","author":"@nigellindsay629","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"914dab81-da80-4135-8c3d-a3ee732f6c54","source":"youtube","source_id":"Ugzt-G_uLZgEHlJ3NSl4AaABAg","content_type":"comment","title":null,"body_preview":"CNN is just how they are! They are \"Clearly Not Newsworthy\" because they would rather concentrate on negative, trashy, hatred  incidents than sticking to issues that pertains to presidential debate! T","author":"@Annienpeace","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"893b6dfc-0a37-42ad-93c6-167718f21afc","source":"youtube","source_id":"7ZGuHyl_hd0","content_type":"post","title":"That Time Newt Leveled CNN","body_preview":"🔔 Subscribe: https://www.youtube.com/channel/UCBlMo25WDUKJNQ7G8sAk4Zw?sub_confirmation=1\n\nThe Trish Regan Show — one of YouTube's Top 100 Podcasts.\n\nHelp Support INDEPENDENT Journalism. Become a TRISH","author":"Trish Regan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_intent","social_media_links","hashtags","disclaimer_style"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZGuHyl_hd0"},{"id":"be017497-a3ec-4d40-a75c-9b4a82a32159","source":"youtube","source_id":"UgwxB3uH9fGf33Cu8wd4AaABAg","content_type":"comment","title":null,"body_preview":"What he did is a far cry from a woman getting touched in a bar. First he broke a sacred trust that a patient who is sick, possibly going through one of the worst periods of their life, should be able ","author":"@lorijane2003","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","natural_digressions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"09a91bc1-3d12-4c41-96de-a16e673ca2f6","source":"youtube","source_id":"UgwzRNVJ7fdjaJlF-kR4AaABAg","content_type":"comment","title":null,"body_preview":"That lawyer needs to find a different job. The fact that she just discounted this, as well as women being groped in bars across America so easily, shows she has no moral compass, no empathy, and no co","author":"@amandaremster5080","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"486b9513-37c3-41ee-961f-ac1c55d63fc7","source":"youtube","source_id":"Ugx0l1Zmd0EmugH2c654AaABAg","content_type":"comment","title":null,"body_preview":"The man they're telling what happened, is rubbing his hands because he wants to get ahold of him personally!!! Finding out hes just done 30 days hes gonna get messed w badly by the men in her family! ","author":"@wandagail2564","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"8616656c-3f3c-45e4-a673-c61de3d6bb37","source":"youtube","source_id":"Ugw25LIEo24qxKls_4Z4AaABAg","content_type":"comment","title":null,"body_preview":"I wish he would have been given the same treatment as the nurse from kill bill","author":"@nassifsamuel55","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"b8ad0415-7b77-44d2-9b99-244e35cf260b","source":"youtube","source_id":"UgxoZpVih61VxknlklF4AaABAg","content_type":"comment","title":null,"body_preview":"The judge is also weird for saying that oh yeah, that happens to girls everywhere that’s messed","author":"@Idkjustyoutube","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"65a350d0-0097-4944-a4b1-eaea9d21bf53","source":"youtube","source_id":"UgwpqI2OT-Zxi930lgl4AaABAg","content_type":"comment","title":null,"body_preview":"The nurse should be arrested for much longer than a month AND lose the license that is utterly disgusting especially since he probably has done this to more patients","author":"@jamievee8375","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"009392dc-3846-4891-88c2-a07cd3600fc0","source":"youtube","source_id":"UgzeEnGxSH8As9Kv_Bl4AaABAg","content_type":"comment","title":null,"body_preview":"😅 he has a lawyer on call?! And who names a person Jadd?","author":"@pla5730","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"c6004b95-9716-4f9f-9644-fc16123492ff","source":"youtube","source_id":"UgxvM7bwt7L9p1YYnwl4AaABAg","content_type":"comment","title":null,"body_preview":"This situation scares me because it could happen to me because I'm a woman too. But i can't help but picture my own mother in this situation. its sick! Medical staff are supposed to help you, not harm","author":"@Mrs.Jekyll","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"7056ad52-0bff-4494-91b7-283359d29b30","source":"youtube","source_id":"UgyOh3KVgrO0AucvZ0F4AaABAg","content_type":"comment","title":null,"body_preview":"A MONTH??? And the judge comparing it to unwanted touching in bars... this is NOT the same. Both are horrible, both are unwanted, but one is an authority figure not just touching, but seemingly lickin","author":"@GustavRex","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"246456bb-b0b2-49e0-94bf-68ac5e8f9898","source":"youtube","source_id":"UgxzFxSHYZYk_0pIPUV4AaABAg","content_type":"comment","title":null,"body_preview":"“This is what happens to women who go out and have a fun time themselves, so let’s continue to let this happen” dumash, there was no justice at all but a slap in the face to the victim/s😵‍💫","author":"@2stavrinosrats452","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"4137c1f4-e33e-4e51-915f-3e0dcd6e5085","source":"youtube","source_id":"UgzNhvkLdlDZySNr3L94AaABAg","content_type":"comment","title":null,"body_preview":"I'm so tired of them protecting predators, it just makes victims suffer even more. 😢","author":"@SilverEeveee","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"0d0633b2-c014-4609-a7aa-4e0d4c947ccf","source":"youtube","source_id":"Ugw96zGpfIISg7Qcmmd4AaABAg","content_type":"comment","title":null,"body_preview":"This Laura person is just as much of a criminal as he is.. be safe women because the DA’s don’t care","author":"@charlieg5529","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"b183d21e-a647-4423-ac0d-4a983b3e0d47","source":"youtube","source_id":"UgzEn5ztiXrSKKOjPG54AaABAg","content_type":"comment","title":null,"body_preview":"Just watched a video of a dude get 13 years for an OUNCE of marijuana. This POS gets 30 days???? I hope the family catches up with him. Sick bastard!","author":"@weetbixkid2051","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"02142dab-14fb-4ce1-b5a4-882a1d995333","source":"youtube","source_id":"UgxCbOubJgw3us40q4t4AaABAg","content_type":"comment","title":null,"body_preview":"absolutely gut wrenching sentencing.\n\nthat is not the same as someone in a club getting that. lawd have mercy.","author":"@Knightsodyssey1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"0d140876-4a12-459f-98b8-34a3bcc29574","source":"youtube","source_id":"Ugwqt_AzbzYoTrl4-9p4AaABAg","content_type":"comment","title":null,"body_preview":"i know the swabs will help but if it was on camera and she says it happen and the guy  watching the camera says it happen, i feel like don't bother her too much for the swabs","author":"@woodieboyette6872","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"316ccd16-0e71-4b04-88f8-3eed16438421","source":"youtube","source_id":"UgyW_euYBenMbkbWoWB4AaABAg","content_type":"comment","title":null,"body_preview":"The biggest question is how many other times has he done this.jw is a monster and our judicial system failed her.","author":"@elaineirvin1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"29ef5c0d-9740-47c1-9822-fd535269b351","source":"youtube","source_id":"UgxvbeKEUynHggKBVP14AaABAg","content_type":"comment","title":null,"body_preview":"Men should not be in the healthcare field or in teaching.","author":"@july77773","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"0f426576-995c-443c-8010-f2bd27af0589","source":"youtube","source_id":"UgwV09j2UaXACjx8o4h4AaABAg","content_type":"comment","title":null,"body_preview":"One of my worst fears. I feel so bad for her, she was already going through enough","author":"@ViolentHippieMoon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"d2a15360-36fb-46bd-81d2-3ab4106b8ee2","source":"youtube","source_id":"UgxBbjYYt4bWIenPxN94AaABAg","content_type":"comment","title":null,"body_preview":"What a disgusting pig. Shame on the attorney Laura Conover for saying this was just “unwanted touching”, and fuck judge Howard Fell for only sentencing him to 30 days. I am disgusted by all three of t","author":"@Mel-kk5wy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"7cf02666-d808-42f8-85d9-ccb832fa8be7","source":"youtube","source_id":"UgxUzkev_tjUZtsWeW94AaABAg","content_type":"comment","title":null,"body_preview":"“I’m not a monster”…. Yeah, you just took advantage of an incapacitated person. What a POS!!!!!","author":"@Soohook","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"b8d6c4aa-3bf9-41b9-af8d-5961ae664aa8","source":"youtube","source_id":"y2LZpust15M","content_type":"post","title":"Nurse Gets Caught Fondling Sedated Patient On Camera","body_preview":"In today's documentary, we're covering the case of Jadd Sarah.\n\nWe are a news agency dedicated to delivering factual reporting on investigations, public safety, and law enforcement procedures.\n\nThis v","author":"EWU Bodycam","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.6010741070913461,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=y2LZpust15M"},{"id":"d20d9874-0e33-4423-8695-5e28fd20c893","source":"youtube","source_id":"UgzOKWeogeVn7oBKVpt4AaABAg","content_type":"comment","title":null,"body_preview":"Love it 🥰 Ukrainians have such a great sense of humour 💙💛👍🫡🇦🇺","author":"@AndrewScully-pc3wp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"e62202c4-2b77-4456-87cc-bcdf9197d7b1","source":"youtube","source_id":"UgyroJ1v9acza0jNvYZ4AaABAg","content_type":"comment","title":null,"body_preview":"I don't like this war but Israel is on Ukraine's side and just for that reason I hope Russia wins, we don't need more Epstein supporters.","author":"@puccoboy","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"a0574994-cbe1-434b-988d-c8db1787688f","source":"youtube","source_id":"Ugyf5c45zToktl6B7NZ4AaABAg","content_type":"comment","title":null,"body_preview":"The whole world is watching and most of us are pulling for UKRAINI 🇺🇦","author":"@markhankins3023","classification":"human_created","confidence":0.6,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"8fc04a2a-7f11-45ce-bd69-5f97e6968e74","source":"youtube","source_id":"UgyEocKgfP8NkNMzzd54AaABAg","content_type":"comment","title":null,"body_preview":"I bury fiber, it is crazy to think the thing that i bury to keep the world connected is disconnecting humans from the world lol","author":"@scottygautier3302","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"5d152c4e-e9bc-4b2b-ab9d-aae0c3f1f046","source":"youtube","source_id":"Ugwd0wK74ofzqC4fHrN4AaABAg","content_type":"comment","title":null,"body_preview":"Taking down and explosive drone with his bare hands","author":"@FrozenFlames","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"2a846068-f519-482e-a2e1-e775155038d6","source":"youtube","source_id":"UgxXrL8cC0mOaQQyAQl4AaABAg","content_type":"comment","title":null,"body_preview":"notice how he pulled the FUCK out of it to rip it. thank god it wasnt a fucking bomb because he wouldve gotten his buddies killed along with him. A fucking moron that wanted to look cool. if it had be","author":"@highmazikeen4590","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"f6979ad3-c79a-4224-b6a1-8fddc16008e2","source":"youtube","source_id":"UgxGNbe6706khY3Rf-R4AaABAg","content_type":"comment","title":null,"body_preview":"Can you really just snatch a fibre optic cable wth your bare hands like that?\n\nBecuase I cannot see the cable in the video, I assume this is a made-up joke / video.","author":"@janruddeck2779","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"8328cf7c-fabc-4790-9fab-872e4ab86d22","source":"youtube","source_id":"UgySmz3i3w7nwPNN-KF4AaABAg","content_type":"comment","title":null,"body_preview":"Cuts the power to a fiber optic drone.Then you hear it in the background , exploding , Bahasa as fuck","author":"@Uncaringtitan","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"2b08e78d-56ef-4025-896a-2f2db03b61ac","source":"youtube","source_id":"Ugzuz2L-loaBMwo4G9t4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine if the internet went out in the house next door! 😸","author":"@MsZeeZed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"ddbb3297-9ecd-4267-bf8e-d854710ecd75","source":"youtube","source_id":"UgzEovl4AA7do0bH1x94AaABAg","content_type":"comment","title":null,"body_preview":"Come on Europe! How long are we going to let Ukranians fight this evil without us being on the ground with them? Let´s make a coalition of the willing and meet up in Poland for exercises and strategy.","author":"@Mike-zx1kx","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"652f271e-dbef-4bcc-921c-0fefbee7c69c","source":"youtube","source_id":"UgyZrE1mwjBMhMJ3wNR4AaABAg","content_type":"comment","title":null,"body_preview":"Yo the birds there now have fiber optic links too? damn","author":"@fjs1111","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"b347a6fb-fb57-47c4-8f2c-fdbf35f3daf3","source":"youtube","source_id":"UgxDmMaCuUtUcDKYmtt4AaABAg","content_type":"comment","title":null,"body_preview":"I hope ukraine can kick out all the news making this war happen anyway, please kick out your president. Biggest jew trickster","author":"@BoSecatero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","offensive_language_or_sentiment"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"59b0e38b-d22b-41a3-ab01-0e691e70f2c9","source":"youtube","source_id":"UgzdDkDg6uNeokYyUCN4AaABAg","content_type":"comment","title":null,"body_preview":"Veterans of this war are gonna have crazy flashbacks walking through spider webs or discarded fishing line in the future","author":"@collinthompson3133","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"8a88d02c-f1ac-462b-a828-0d75e2f2b8a0","source":"youtube","source_id":"v-d2y34LOds","content_type":"post","title":"Ukrainian Soldier Immediately Cut the Fiber-Optic Cable After Spotting It in His Path #warinukraine","body_preview":"#united24media #united24 #united24fightforfreedom #united24reports\n\n🇺🇦 Firsthand news from the epicenter of global events\n\n👋 Like our content? Become our sponsor and get even more: https://www.youtube","author":"UNITED24","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","call_to_action","multiple_links"],"bot_score":0.30952380952380953,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-d2y34LOds"},{"id":"c5f60a76-1e3b-4ce6-a1a4-cf710f6a84fe","source":"youtube","source_id":"UgwkQ2i6_5WNqKqhR6N4AaABAg","content_type":"comment","title":null,"body_preview":"Same with the Film they're doing in Montana abt Ms. Good.\n\nALSO did they get permission to use that song???","author":"@WigglyTuffStuff","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"85603598-8034-4869-8099-e7fbfe890dd9","source":"youtube","source_id":"UgyJy9bqXUIq5Vi3hwF4AaABAg","content_type":"comment","title":null,"body_preview":"I've been done with politics for a while now but this proves my point. \nEvery so often the government comes out and says \"yeah we did the thing, what are you really gonna do about it?\"","author":"@donarmsdealerone1663","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"5befac90-fa53-43cb-a2a6-51336d09ee21","source":"youtube","source_id":"UgydRqsZx0SsJ6G8NNB4AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunately the Federal government gives billions of dollars to so called non profit organizations that essentially all they do is give a large portion of that money back to political campaigns poli","author":"@alanwhite9294","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"af1d4c48-e2b1-4d94-8055-688aaa01d4af","source":"youtube","source_id":"UgzbqD_sHkzmL8Oowol4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is being more and more blatant to the point that there is no way he doesnt know he will get prosecuted after his presidency. Which makes me think that he is very confident he has a bullet proof ","author":"@fafflerproductions","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"3f973956-7d43-4f7b-8eda-e37bb5d38b93","source":"youtube","source_id":"UgwQ_GiDhHsuO1EyjP94AaABAg","content_type":"comment","title":null,"body_preview":"Anti communist propaganda isnt propaganda... thats just called like if you want communism go somewhere that has it","author":"@MC-Cracky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"34b6017d-7f3f-4ed3-b870-ec73e79e2a51","source":"youtube","source_id":"UgzxIzp0lDSxg1kOeGp4AaABAg","content_type":"comment","title":null,"body_preview":"this really gonna make trump look bad in the years to come.. on top of the other things","author":"@zaarrrrbarry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"7a69b62d-21f3-4971-96b6-24f9d159f303","source":"youtube","source_id":"UgwYP1NikYt-BIEZOwd4AaABAg","content_type":"comment","title":null,"body_preview":"Communism is bad because the big corrupt government uses public funds to improve its image, whilst Trump... err... Never mind.","author":"@drunkenhobo8020","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"8b63288f-05ec-48c2-b253-e09aff20182a","source":"youtube","source_id":"Ugzui1zSoDqpmXOMcjF4AaABAg","content_type":"comment","title":null,"body_preview":"Trump went to the UN and basically said I Plan to commit war crimes maybe genocide, I don't think he cares about a felony.","author":"@billybobhobnob101","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"3b670f4e-b928-43a1-a0d1-efc2a66448b5","source":"youtube","source_id":"Ugy44ytMDc7ledKbGcl4AaABAg","content_type":"comment","title":null,"body_preview":"FUCK socialism. FUCK communism. And FUCK marxism. Bring back the 50s. Do it Mr President. Mr Commander-in-chief. Bring back and enforce the anti-commi and anti-socialist laws. 1984 this shit but again","author":"@eeanwolf3406","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"0c58dbe0-6b50-45b2-b680-3fe33bbde4fc","source":"youtube","source_id":"Ugzt9qXuFUo2FcRaPmh4AaABAg","content_type":"comment","title":null,"body_preview":"I mean at this point every fucking news station should be put of a job I mean that's all they are, let's not act like Trump is the only person doing it because he's not there's a lot more other people","author":"@juliusmendoza8616","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"de9cd736-74a5-4690-9f6b-4f31e49a52ee","source":"youtube","source_id":"UgzMI59zlCqZCQfG1Ih4AaABAg","content_type":"comment","title":null,"body_preview":"Can we actually do something about this or is it just another thing he gets away with? But bet is he gets away with it","author":"@nizbit17","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"598859a8-645c-4d97-b545-8129ad58a088","source":"youtube","source_id":"Ugw5bNF3LxqvXRnR1_14AaABAg","content_type":"comment","title":null,"body_preview":"Lol he found a cool key word. America would eat it up","author":"@dumberiablesquinchy2725","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"2651864a-8aaa-4893-84fb-72a83a019a2c","source":"youtube","source_id":"UgxL82QwFRZhRtIRqd94AaABAg","content_type":"comment","title":null,"body_preview":"This seems to imply that they view socialist viewpoints as a genuine threat, which is interesting since capitalism is the biggest evil in our world.","author":"@straightedgesteve1592","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","strong_opinions_but_unsubstantiated"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"61dc9d94-12ce-4a9b-a43c-d4f26e543a3e","source":"youtube","source_id":"Ugwtw2j7BuK9OzImgyR4AaABAg","content_type":"comment","title":null,"body_preview":"I mean we should arrest all politicians playing thr stock market to then!  Can't be one sided now!","author":"@zyloctal","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"5d41031d-db88-402d-ae73-bbbe756c2c35","source":"youtube","source_id":"UgwsnaWHCEjkU2xa-YF4AaABAg","content_type":"comment","title":null,"body_preview":"You do know,.that he doesn't know what any of that means","author":"@Dredugz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"27a8f5d6-4827-4e4b-8ab1-22169842badd","source":"youtube","source_id":"Ugxrxr2bUzIeHBx34sR4AaABAg","content_type":"comment","title":null,"body_preview":"it's not going to matter unless he's removed from power through alternative means, imo","author":"@FlamingLily","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"aa05bd97-7633-43f0-a54b-042a5cac5b23","source":"youtube","source_id":"UgxqhBtX1xehuTS9duR4AaABAg","content_type":"comment","title":null,"body_preview":"President Trump is not on the ballot and the commercial contains no explicit call to action or prompt to vote. So how could it be determined to be a campaign ad?","author":"@shanepallette","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","direct_questioning","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"165b32b3-d74e-45ac-a285-18cb41a716b0","source":"youtube","source_id":"Ugz_9BvRyGqLGZXt4wt4AaABAg","content_type":"comment","title":null,"body_preview":"Trump broke the law and put it on TV? I've never heard of such a thing.","author":"@FuturePOTUS123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"33e1ba10-b568-4ae8-88f4-c9ed912fc417","source":"youtube","source_id":"UgxWFvpbTOHxgN-xhB54AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if ol prez is ever going to do pt with our military at least once!!","author":"@TheFreeze1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"3e8e5207-20d2-4477-9226-acbbf8dec6c2","source":"youtube","source_id":"UgyV75mIDX5cqAqmeLB4AaABAg","content_type":"comment","title":null,"body_preview":"Let's hope Democrats don't take back power. The Democrats that are on the deck are demonstrably worse than the Republicans on Deck, which are not great either by the way. We need a real three-party sy","author":"@AtomBombZero","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"b6315cc9-4a38-4457-bf0c-7e09dd8070bd","source":"youtube","source_id":"UgzzyBDDNAZMSgOjcmZ4AaABAg","content_type":"comment","title":null,"body_preview":"The biggest thing I've learned from Trump being in power is that we need more checks and balances on the executive branch. We've given the office of president far too much power to do whatever they wa","author":"@Sheerspeechcraft","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"862f8e7e-7817-49ad-ad19-46217eaec7bd","source":"youtube","source_id":"UgxDRuRmkSquk9_9RrN4AaABAg","content_type":"comment","title":null,"body_preview":"I love how raskin seems to be growing out a full ass afro after his chemo treatment. All the power to you raskin ❤","author":"@lukebarrett7531","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"599191c5-7ca7-4958-9711-5d1600541c05","source":"youtube","source_id":"Ugx4YdqAwxaymAdR-O14AaABAg","content_type":"comment","title":null,"body_preview":"Its funny that you have to be told not to be a communist","author":"@lonnieabad2048","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"c1b33bc1-9f6e-4f85-b58d-e56a5a2cea96","source":"youtube","source_id":"UgySE7vyDItfWx5ddT14AaABAg","content_type":"comment","title":null,"body_preview":"NO!\nWHEN THE PEOPLE TAKE BACK POWER\nTHAT'S WHAT WE ARE VOTING FOR!","author":"@wolflance64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"33352938-1f23-4d1a-8bdd-4b409076d925","source":"youtube","source_id":"UgxJ1O67yMkf1uqV1JV4AaABAg","content_type":"comment","title":null,"body_preview":"Blahhh blaahhhh and aint no shit anyone has done hes broken so many laws i guess the founding fathers didnt do a good a job","author":"@teamallyracing1780","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"caccf288-1df9-4d3f-bcf5-c0a39363a56c","source":"youtube","source_id":"SCYaoBBzjKI","content_type":"post","title":"TRUMP DROPS NEW ILLEGAL PROMO VIDEO","body_preview":"Watch the full Daily DeFranco Show: https://www.youtube.com/@PhilipDeFranco?sub_confirmation=1\nGet More News Clips: https://www.youtube.com/channel/UCpLB7kBu9O5dbBKhaIOmqcQ?sub_confirmation=1\n\n———————","author":"DeFranco News Clips","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","production_credits","hashtag_usage"],"bot_score":0.17970461154670736,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SCYaoBBzjKI"},{"id":"2af44c0f-8719-4c93-b0fe-5ea438cf8cae","source":"youtube","source_id":"UgxNp7yqGrfLQdiv9w94AaABAg","content_type":"comment","title":null,"body_preview":"Shout out to the writers who I believe one of whom is Daniel O Brian!","author":"@DruNature","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","personal_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"b9438ebb-7186-4421-964f-24d40cfc10fd","source":"youtube","source_id":"UgxlX1V_GV70R4XoTcF4AaABAg","content_type":"comment","title":null,"body_preview":"Isn't the insurance industry \"practicing without a (media) license?\"","author":"@bevlowery9545","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"da48223e-66d3-428d-8ee7-e3a77444f1d0","source":"youtube","source_id":"UgzYt23vqBXt_HRVs0B4AaABAg","content_type":"comment","title":null,"body_preview":"26:30 isn't that kind of the definition of racketeering??","author":"@T_Ove7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"e9986668-0b48-437a-b4cb-0f9139f73050","source":"youtube","source_id":"UgztxNLMDMh90dc3dqV4AaABAg","content_type":"comment","title":null,"body_preview":"And knowing how bad the american system works and how unfair and cruel is, the right wing parties of my country want this shit to happen in Spain!! GFY right wing parties! GFY!","author":"@JP-xd6fm","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"09a7a879-4d9c-45bf-b2d1-165716be40ea","source":"youtube","source_id":"Ugz6ImfjXyghw3Fzt3l4AaABAg","content_type":"comment","title":null,"body_preview":"If only he hadn’t gotten caught.  Maybe if he was still out there or even the specter of him (plus copycats) — maybe then they would behave.  I love Luigi.","author":"@dolcevita5032","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"a08b875a-9996-4db3-9d45-0b39c4f35ffd","source":"youtube","source_id":"UgyJnID2hCRxTEN3tlx4AaABAg","content_type":"comment","title":null,"body_preview":"I started a job at the OIC and I see their FS.  And im like whoa 😳 😮 thats a lot of money.","author":"@vixenmmh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"58d3aa02-d66d-4e2c-b947-a5cda020386c","source":"youtube","source_id":"Ugz7gidnoLa7wbpq0CZ4AaABAg","content_type":"comment","title":null,"body_preview":"Can we do a signed petition to remove/replace Zendaya??  she is an awful actress, I would say the equivalent of Kristen Stewart?  yeah that bad.","author":"@emmdod","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"80e33320-49b8-4731-802c-8d0f724c6277","source":"youtube","source_id":"Ugw8Ft_EOBbFWulf5bp4AaABAg","content_type":"comment","title":null,"body_preview":"Healthcare and Education should never be a for profit business obviously.","author":"@DerekJays","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"0ea9cf2a-2517-4c02-98bb-c034295ecbe5","source":"youtube","source_id":"Ugwg1gwcwm8flfWVqdl4AaABAg","content_type":"comment","title":null,"body_preview":"I guess everyone forgot\n2 wrongs don't make a right \n\nMurder is murder\n\nTrust me y'all don't want a world where might makes right \n\nI promise","author":"@jamescarrico1233","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"c1bdcc53-4180-4b19-b9ce-9f8e42a48dc5","source":"youtube","source_id":"UgxnYLjtHw5RsQQb_dZ4AaABAg","content_type":"comment","title":null,"body_preview":"I remember getting charged $60 for asking about vaccines for college, and one of them was TB. So the doctor put in TB consultation, despite giving me zero info or even a vaccine. The BS. I know so man","author":"@SparkPrincess","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"89a3463b-0d7e-499b-8363-fa44ecfe2001","source":"youtube","source_id":"Ugyt5zbzSPjajNzx1td4AaABAg","content_type":"comment","title":null,"body_preview":"My wife worked in the healthcare field for many years, and she said that her employers has the most trouble getting United Healthcare to cover doctor-ordered equipment/services to pay up.","author":"@ralphbalfoort2909","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"a1f8c489-b13c-42af-88ed-fb351ea82522","source":"youtube","source_id":"UgzQGsPsNKuq18Mblrt4AaABAg","content_type":"comment","title":null,"body_preview":"IMO, Luigi's crime is minuscule compared to the horrendous acts of UHG execs. Without legal recourse for our messed up healthcare system, this kind of thing doesn't surprise anyone.","author":"@thadwuj668","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"5e19a8af-f2a4-428a-ba5c-afcfe2e76202","source":"youtube","source_id":"UgyAxqA4hmG_ayjeWeR4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you John Oliver. Once again you speak on behalf of the underdog. ME and others. We need advocacy. We need information that is true. I appreciate your compassion.","author":"@marilynvon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"bf7af18e-5012-447d-b5ae-6fc6e70b97b7","source":"youtube","source_id":"UgwN-qpvFnQ0NgWZpah4AaABAg","content_type":"comment","title":null,"body_preview":"Jon, I'm going to need you to promise me you'll never use the phrase \"fertile crescent\" ever again....","author":"@johnhudicka5649","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"779e2d32-938e-406a-88f1-b186aebc577d","source":"youtube","source_id":"UgzUksLMFcN0v05OXrF4AaABAg","content_type":"comment","title":null,"body_preview":"Last Week Tonight: thank you for this valuable journalism. \n\nThis topic has effected me as Optum Rx is used by my insurance company, which is not United Healthcare, and I have done some confusing back","author":"@melanierosalez6989","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"a493e0af-8e23-4eab-a3a5-a6bc47c3d5e7","source":"youtube","source_id":"UgzelPsN8guHFPPRBCl4AaABAg","content_type":"comment","title":null,"body_preview":"49 billionaires in the USA made their money off privatizing healthcare, they lobby against universal healthcare and the well-being of all Americans. This is the only dangerous minority causing humanit","author":"@MyLoganTreks","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","absence_of_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"e4d03b8d-b71b-440b-957e-c1e4c0b634a3","source":"youtube","source_id":"UgzxRPwXpPwN_tT2mw54AaABAg","content_type":"comment","title":null,"body_preview":"Insert spongebob meme \"Havent you learned your lesson oldman!\"","author":"@williamalfonso1373","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"a504de39-90a2-45eb-9361-b59a6dd9552f","source":"youtube","source_id":"UgzEYm6Ay60kE6yr3BB4AaABAg","content_type":"comment","title":null,"body_preview":"this is such an important topic in America, so well done. I love this show!!! Congrats to the producers, writers, and John Oliver for covering this topic. It can be life changing for so many people to","author":"@elizabethgg-p6i","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","specific_praise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"4c6172a8-e40e-4e10-a864-970175c0648f","source":"youtube","source_id":"UgxqFp0al88mZD_0iq14AaABAg","content_type":"comment","title":null,"body_preview":"Congratulations John.  You managed to get through the whole show without using the word \"Enshitification\"   take a look at  \"\"The Privatization of Everything\" by Daniel Cohen and Allen Mikaelian.  \n\"H","author":"@INWIT370","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"a669f1fb-f885-41ad-a76b-003c5b20df63","source":"youtube","source_id":"UgwbDCehyA18m1OHywN4AaABAg","content_type":"comment","title":null,"body_preview":"I have aetna, I only found out from this video that they're owned by CVS... \n\n...\n\nHow embarrassing.","author":"@ericacatty3528","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"d37e636a-9aec-4e5f-b8b9-881d4dd2ff65","source":"youtube","source_id":"UgyshdrpKKwXOGkEWr54AaABAg","content_type":"comment","title":null,"body_preview":"If you pay for healthcarec or pay for insurance, you're an idiot.","author":"@e4t662","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"4eeb85e7-5fbd-4a62-94ae-6f9bcde75516","source":"youtube","source_id":"UgxpMpSQMf0-DpRaTZ54AaABAg","content_type":"comment","title":null,"body_preview":"Please keep doing updates and revisions or just a simple follow up with clients and air it for us to be reminded how horrid this company and system is.  Fuck this company's C suits and \"for the share ","author":"@limit22","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"b8008cf1-8b83-4235-b667-c9b9b9bae452","source":"youtube","source_id":"UgwTV86YMB1PdpABbFx4AaABAg","content_type":"comment","title":null,"body_preview":"Create and publish a yearly magazine of the worse companies and individuals of the year.  I really think there would be plenty of demand to keep the lights on.","author":"@limit22","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","original_idea","terse_reply"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"da4cbcd9-1b87-455a-bbfb-59a1004b8d4b","source":"youtube","source_id":"Ugzt3V3FYMW_764x-SN4AaABAg","content_type":"comment","title":null,"body_preview":"United healthcare actually caused deaths and a lot of them. I don't see anyone being prosecuted there. Capitalism gets you a free pass on hundreds and thousands of murders. Still nothing has changed. ","author":"@AW-xz9vc","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"62576a77-7bb2-4c2f-b16f-e7dac2f325c0","source":"youtube","source_id":"UgwQ670PnNIk4zwQC1B4AaABAg","content_type":"comment","title":null,"body_preview":"Here's my question: Why is that kid's bath seat $3000? It looks like a modified car seat. The fancy car seats are like $300.","author":"@joka7316","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"f509cef4-da58-478d-98fe-d1245089dd2e","source":"youtube","source_id":"h1pXm0GjLho","content_type":"post","title":"UnitedHealthcare & UnitedHealth Group: Last Week Tonight with John Oliver (HBO)","body_preview":"With Luigi Mangione’s upcoming sentencing, John Oliver devotes the full episode to covering UnitedHealth Group: Why customers hate them, how they got so profitable, and why doctors are wishing explosi","author":"LastWeekTonight","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1pXm0GjLho"},{"id":"59e48de8-bc98-4d08-8530-5c5ee8ca4bd9","source":"youtube","source_id":"Ugw2kj4EFiAGVBXZMYN4AaABAg","content_type":"comment","title":null,"body_preview":"Trumps compromised and working for Israel, but there should be no obligation to allow specific news agencies into the white house.\nIt's ridiculous.\nIt may not be his house, but it's not theirs either.","author":"@Anyone-wl3er","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"d598d47b-e788-4231-9ab4-4fd2a47ca940","source":"youtube","source_id":"UgwM_lOpKZXj6Fogw4p4AaABAg","content_type":"comment","title":null,"body_preview":"Instead of going to the John, it will be going to the don and taking a massive trumpf","author":"@icemage","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"a43618c9-253f-489d-b631-30487cb033d7","source":"youtube","source_id":"UgwGNKjxbQD2HMuIYTt4AaABAg","content_type":"comment","title":null,"body_preview":"How come there wasn't an uproar when Obama did similar things? Hmm. Makes ya wonder","author":"@jerichohill487","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"4cdd7053-cd2a-4be3-8e1a-4decd305dc55","source":"youtube","source_id":"UgxdRCar1gIwLOTJJ1Z4AaABAg","content_type":"comment","title":null,"body_preview":"Those outlets are nothing but fake news propaganda. Not one liberal complained when Biden banned over 400 reporters. Fake outrage bullshit.","author":"@jsstockphoto","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"11b2207d-5918-4d77-97e7-70d48047dc70","source":"youtube","source_id":"Ugz1BUdQbfjI8qbsgV14AaABAg","content_type":"comment","title":null,"body_preview":"Trump is the biggest fucking Cry-Baby in the planet","author":"@shawnminer4355","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"593d7ebb-c1c4-43b4-9a00-47d2d71aaba1","source":"youtube","source_id":"UgxYjtH0cEwyHVofjY14AaABAg","content_type":"comment","title":null,"body_preview":"Trump doesn’t get to decide who goes into the White House, because it isn’t his house. It is 1000% ours","author":"@Mitochondribruh","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"dc2c17bf-39dc-4ee3-bb17-4a79e58a1fea","source":"youtube","source_id":"Ugw1QCGcLNgTRhs24KR4AaABAg","content_type":"comment","title":null,"body_preview":"“It’s his house”, shouted the small government conservatives.","author":"@halkon4412","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"8ed77189-2464-410b-bec7-ee62cf06a1d8","source":"youtube","source_id":"UgxCmnE1c5FlEfG8fWF4AaABAg","content_type":"comment","title":null,"body_preview":"While I do not appreciate the amount of one sided and manipulative news these outlets often make, I am a man of rights and these News Outlets shouldn't have their licenses revoked out of the white hou","author":"@StarWarsExpert_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_obvious_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"40d09950-4a6f-4261-bb8e-b44d85e8de13","source":"youtube","source_id":"Ugyvx-_Q0mW5pBDhqot4AaABAg","content_type":"comment","title":null,"body_preview":"😂 foreigner support trump more than USA citizen, u guys are disgusting n shld be ashamed","author":"@carrotjazz86","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"5635de92-3e70-4d84-b9d5-5e61459b8a72","source":"youtube","source_id":"UgzDT70XUzKGpzSKdMp4AaABAg","content_type":"comment","title":null,"body_preview":"He and all the Maga people think he's the best thing since peanut butter.  He claims the U.S. will never be communist or socialist (which is easy since it's always been capitalist), but he's trying to","author":"@DrDoomDad76","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"2264d9b9-8837-47b0-875c-cd2d1ffb6a95","source":"youtube","source_id":"UgyiOvG6_zqJ959aWsd4AaABAg","content_type":"comment","title":null,"body_preview":"I just love that even the next president we get isn't going to do anything worthwhile. Not because I already know they'll be a lame duck. It's because regardless of who it is. They're going to spend t","author":"@SilverHuskyYT","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"8f7e6c83-51a1-4634-99a8-f8568acb7d19","source":"youtube","source_id":"UgxTv4BhIsIFl-L9HKt4AaABAg","content_type":"comment","title":null,"body_preview":"But I'm curious as to how it is that Biden and Obama were able to. I'm just not sure what they did that was different","author":"@Gio102897","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"6431e80b-6753-4608-b308-3e16c1dbe3a9","source":"youtube","source_id":"UgzFyxcKNXwrV9h92-94AaABAg","content_type":"comment","title":null,"body_preview":"he's trying to become a dictator. i simply do not understand how anyone supports him.","author":"@peregrineperry","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"7cdca167-90bf-4733-85ca-4bbcafa9ced7","source":"youtube","source_id":"UgxCgE0F0Qo5JHGYho54AaABAg","content_type":"comment","title":null,"body_preview":"A petulant child. He can make fun of Biden Autopen, which is hilarious btw, but nobody can say things about him?\nHe needs to grow up","author":"@Kyosukedono","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"5e90e0bf-aaec-4d2b-b015-959c9d6dbf3e","source":"youtube","source_id":"UgyIvZwvo6Jct-kZA5F4AaABAg","content_type":"comment","title":null,"body_preview":"In next week's news executive order the white house shall be called the trump house😂","author":"@LoveShaysloco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"c9697333-65ff-49cd-8886-917d278673b0","source":"youtube","source_id":"Ugw9pkt2GaYmbPxzm2F4AaABAg","content_type":"comment","title":null,"body_preview":"It isn’t ours. We delegate it to the president. Our recourse is to sue and replace.","author":"@Hi11is","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"a82cd793-145c-46ce-ac27-3e20c0678309","source":"youtube","source_id":"Ugzc_nmvjqM3TUSDzV54AaABAg","content_type":"comment","title":null,"body_preview":"\"these news outlets arent funding me enough/ at all, ban them.\" - trump probably.","author":"@Battel-Matter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"a06b2ef7-46a5-4f41-9231-d7652e0a93b1","source":"youtube","source_id":"UgzkBtfFh7UrTg41sPV4AaABAg","content_type":"comment","title":null,"body_preview":"And in the middle of it even the conservative channels stood in solidarity with the ones banned. That's how it should be. Too bad they aren't like that on other obvious issues","author":"@pfftwhut7638","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"264cb7f3-6b36-4197-8c7d-f4dfad0b1350","source":"youtube","source_id":"UgxWfGp1wZ-pwUzNEkt4AaABAg","content_type":"comment","title":null,"body_preview":"i am of the opinion that if these media outlets were capable of delivering the news without being insanely biased they would have a good argument to be made on why they should be allowed to attend the","author":"@Katsuhi50","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"921e6c8c-f262-4907-92e5-658b84692a94","source":"youtube","source_id":"UgxU-rLOFpkmbuNb-bh4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a war criminal that is a fact ruled by the supreme court","author":"@GhostyNosty","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"5e86d13a-d8d1-4902-82c5-e5cdd5d7b1d7","source":"youtube","source_id":"UgwSN17sOwhW8gCUli94AaABAg","content_type":"comment","title":null,"body_preview":"You Republicans who support Trump need to realize that Trump is far from a conservative on nearly any issue.  Tariffs are a far left protectionist policy, cracking down on free speech, dismantling ins","author":"@Slayer4metaleternity666","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"2f3fb42b-01dd-4d0f-aa24-d1eb1d9afd46","source":"youtube","source_id":"UgwP_onst9qSDFaBbi94AaABAg","content_type":"comment","title":null,"body_preview":"Remember when Obama banned Fox News from the Press Pool? (Crickets) He caved later.","author":"@MrWilliam8004","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"80dda170-39dc-4e73-98ce-d07b221b4d71","source":"youtube","source_id":"UgwaiX4x8PFdXAstnhR4AaABAg","content_type":"comment","title":null,"body_preview":"So Mike I am asking you honestly, if Obama does this, which he has its ok, but when Trump does it its not ok? You kidding me?😂 Both should never have done that, but you cannot say 1 and do 2.😅","author":"@ALrinea","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"5fe76701-96b5-4d65-8a71-fc368d1331b6","source":"youtube","source_id":"UgxwjqMfN0kX6qdipZN4AaABAg","content_type":"comment","title":null,"body_preview":"Remember when cnn said this should happen to fox news and now they have it done to them and cry","author":"@sickfayth5132","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"4c85119b-12ec-487f-bdd0-190034d92ac2","source":"youtube","source_id":"qj89Pt8CG8Y","content_type":"post","title":"Trump vs. the Press","body_preview":"Trump vs. the Press #lawyer #law #court #attorney #personalinjurylawyer","author":"Mike Rafi - Personal Injury Lawyer","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.4845059152365214,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qj89Pt8CG8Y"},{"id":"2d984d00-80db-4c24-b90d-6fc186ce3f4a","source":"youtube","source_id":"UgzC5VTJ86vSpfBXeq54AaABAg","content_type":"comment","title":null,"body_preview":"Melania pushing AI makes sense \"The Rowboats 🚣‍♀️ are here...\".","author":"@sb-b3071","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"c21c24ee-ccf3-469d-b5ee-767d8e4acf46","source":"youtube","source_id":"UgyawTuCR5OHdMbCJ_B4AaABAg","content_type":"comment","title":null,"body_preview":"Trump MISBEHAVES.....MIS  Behaves ....other leaders got into trouble if they did this ....he gets away with anything bad he does ...","author":"@BonnieHillman-w8k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"21ed92b4-3143-4fdf-8c4d-3834fe2ae081","source":"youtube","source_id":"UgwVEh2gb21q01G2lxx4AaABAg","content_type":"comment","title":null,"body_preview":"Melania is not a real person... if trump is JFK then she's Mrs. Kennedy even copy catz the same fashion","author":"@Alice5-l3w","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"f3c9819b-1604-4a8b-b0fe-b9fde9c62bf0","source":"youtube","source_id":"UgxmQLZ_X1k5hv4xPyZ4AaABAg","content_type":"comment","title":null,"body_preview":"Your vastly superior brain would surely alert you the problem!","author":"@GeorgeEdmond-i8z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"10feb4fc-bef7-4aba-9f47-ad78f9639c61","source":"youtube","source_id":"UgxDLHHlNoKtgh1cR2F4AaABAg","content_type":"comment","title":null,"body_preview":"Sbe could be🤔 An embodied super smart AI sent back to make sure we don't compromise the coming of its existence in our alternate time. \"The Terminator\" 🤔🤔","author":"@Nascom2069","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"6f802d25-175d-4c87-a3e1-a7bbb8b6e01b","source":"youtube","source_id":"Ugw7KMothEfxCZTP_LF4AaABAg","content_type":"comment","title":null,"body_preview":"Donald likes short words. Mostly he uses I and me.","author":"@mituub","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"c21156b3-af07-4010-a918-c992b73cbb85","source":"youtube","source_id":"UgyZydufPGFnYy-j0Od4AaABAg","content_type":"comment","title":null,"body_preview":"Sooo lolz change the name of AI so that every existing wall has to be redrawn on top of new regulations 😡😡😡😊","author":"@latracethompson2791","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"36af185b-6f0e-4107-b575-041749a1b004","source":"youtube","source_id":"UgwY993M5RWGBz6timR4AaABAg","content_type":"comment","title":null,"body_preview":"A quarter million dollar wedding gift? From a man who has to have an interpetor to speak with his good friend? From a foriegn country billionaire who will want a favor in the future? That's totally no","author":"@dysrt147","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"169c2c69-9130-40b7-89e6-f908e7b4ec8a","source":"youtube","source_id":"Ugw1IB1JrTVfFcGYxJ94AaABAg","content_type":"comment","title":null,"body_preview":"We’re not worried about AI we want these billionaires who are making it to pay for the water, and the electric themselves, and stop relying on taxpayers to pay for their bullshit!!!!!!","author":"@Cbase125","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"94b6650d-6fe1-4ad3-aa14-b3b4687865d7","source":"youtube","source_id":"Ugwh12kjINCfVp5O-BR4AaABAg","content_type":"comment","title":null,"body_preview":"I believe that one of Melania's biggest grifts is the way she speaks. After all this time, she knows how to speak. It's a ruse.","author":"@delladempsey-b3z","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"12a9eb0c-b71e-4e1a-a207-45cb98480217","source":"youtube","source_id":"UgyWSOxuZ7O8Nnejqqx4AaABAg","content_type":"comment","title":null,"body_preview":"I just don’t understand why the king 🤴 of mock doesn’t want to be mocked.","author":"@johnygood5833","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"a608f322-c9a6-479b-9b29-628c4798e60d","source":"youtube","source_id":"UgwNmr2-5O0eji28SQ14AaABAg","content_type":"comment","title":null,"body_preview":"I don't think the koala changing table would hold him.","author":"@karldieckmiller","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"da3e4245-f803-4c68-bf7a-9655e156eb3b","source":"youtube","source_id":"Ugyo_1wTOQfb8KQfqIx4AaABAg","content_type":"comment","title":null,"body_preview":"Jimmy Kimmel \nPresident \n\nThe United States \nof North America","author":"@piafunesbakker5095","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.6833333333333332,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"520b6e01-639c-4a71-9340-01e1b2a08f60","source":"youtube","source_id":"UgwBVLiSuwcH55ICsV94AaABAg","content_type":"comment","title":null,"body_preview":"the humiliation just doesn't make tRump wince more! Crank it up!😅","author":"@gamr4367","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"725282cb-2444-4552-8cac-794a603d7e4a","source":"youtube","source_id":"UgzDgwONXJma4ns2vqN4AaABAg","content_type":"comment","title":null,"body_preview":"Jimmy, I want to let you in on a most delicate secret.  Melania couldn't boil water without burning it.   But, please don't tell anybody.   It's our secret   ...    now,  where's the tequilla    and l","author":"@CharlesChestnut51","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"ab30edb5-1766-444b-a339-37d4f1ff28c1","source":"youtube","source_id":"UgweYqj9efexJTR19qR4AaABAg","content_type":"comment","title":null,"body_preview":"My dad described the tooth fairy to us as kids … he said he was a giant carnivorous dinosaur with tiny little insect sized wings that flutter thousands of times per second.","author":"@markgriskey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2536311756931664,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"5cb784e7-039b-4762-a338-21bea69c459d","source":"youtube","source_id":"UgyUYPuTnoObXxFTJAJ4AaABAg","content_type":"comment","title":null,"body_preview":"Apparently press members were not nice to his lady Natalie","author":"@rosemarypetrozzi2145","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"4bbe94ac-8aa7-43bd-a906-d5f51923fdd5","source":"youtube","source_id":"eMHKNCwe_QI","content_type":"post","title":"Trump Bans News Outlets from the White House, Has a Thing for Mamdani & Is Melania A.I.?","body_preview":"We are headed to Brooklyn for a week of shows, Trump was in New York today for a meeting with Mayor Mamdani, reporters from CNN, MS Now and Politico had their credentials taken away from the White Hou","author":"Jimmy Kimmel Live","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals","self_reference"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMHKNCwe_QI"},{"id":"f0c112b4-7440-43f7-a3c1-f73f2349a712","source":"youtube","source_id":"UgwZavagAspeCPx0hsJ4AaABAg","content_type":"comment","title":null,"body_preview":"BS charge. Passenger arrested and released on the same night. What bogus charges.","author":"@briguyballin6031","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"66338ec0-d879-49d9-b4a9-0e500749707b","source":"youtube","source_id":"UgyJYNdCqIDchHgRh_B4AaABAg","content_type":"comment","title":null,"body_preview":"Was the cop like; \"hey where have you been for the last 20 years?\" He was a real star in the 90s.","author":"@Darrell9000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"8d9e0739-09a8-4958-9b40-32a924a0db39","source":"youtube","source_id":"UgyB3AsrsUK-Vocc1kd4AaABAg","content_type":"comment","title":null,"body_preview":"Feel like they are pushing this for no reason just popped up on my feed..","author":"@jamesg7790","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"1c1ac77c-a93f-460e-bf97-7b8bc7ffdf69","source":"youtube","source_id":"Ugx6vgtMFBdsrQjNVeF4AaABAg","content_type":"comment","title":null,"body_preview":"So they Arrested him for getting out of the car ? When did this stop being a Free Country ? I’m thinking if he was drunk he was probably wanting to go to the closest restroom ! I’d much rather piss in","author":"@patrickm3547","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"79ade7ef-b924-4351-8307-47311f9ecb36","source":"youtube","source_id":"UgzNjijkCHYfdeu7bVN4AaABAg","content_type":"comment","title":null,"body_preview":"I can tell you now that he will not face any charges 🤣🤣🤣🤣","author":"@Lane-m5f","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"b919ffa1-c30c-4dc5-871e-2dc979ad2eb2","source":"youtube","source_id":"UgyuNXLhQgzp1fut0l54AaABAg","content_type":"comment","title":null,"body_preview":"He was a drunk passenger in a car? Tell me less. News must be really slow this week","author":"@jenw4219","classification":"human_created","confidence":0.85,"indicators":["terse_replies","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"ea01ef73-2612-45b3-b0c6-78be9cb4cb3a","source":"youtube","source_id":"UgzzF9wZot8gK1HBJv94AaABAg","content_type":"comment","title":null,"body_preview":"Wait, he was arrested for....being a drunk passenger that wanted to leave the car?","author":"@DrawnbyJaguar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"6da3a415-38cb-4bda-889f-f1cc7be32a04","source":"youtube","source_id":"UgyDD-YBqts1iEwhBRJ4AaABAg","content_type":"comment","title":null,"body_preview":"So, will they be charging the 1000s of homeless drug addicts for being intoxicated in public (fentanyl, alcohol and whatever else)?   Oh wait, that's right, the law is only enforced on those who can a","author":"@taliesin1977","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"6ffd2403-b35a-4b02-8a00-510ba05957da","source":"youtube","source_id":"Ugw4k2oR5Ttv8qXZpTp4AaABAg","content_type":"comment","title":null,"body_preview":"Send him to DUI classes and make him go into a program 😊","author":"@lydiawaffleman1497","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"1086dd4f-b198-4ebd-9ebc-23063c670438","source":"youtube","source_id":"UgyCrWh7hVbIKS8jAUF4AaABAg","content_type":"comment","title":null,"body_preview":"He must have felt sorry for his T.V. brother and decided to do something stupid...","author":"@KenGombold1104","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"3ee71fcd-d287-4184-b0af-2b72f0a37be4","source":"youtube","source_id":"UgxfG-J-DsVpl6GORV54AaABAg","content_type":"comment","title":null,"body_preview":"NOT arrested! He was briefly detained! Y'all should stop faking the news fr","author":"@jasonkeithFB","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"0abfa628-90e0-431f-b4b2-8762c9f0360f","source":"youtube","source_id":"Ugzp9wnUNvJNePq6a1l4AaABAg","content_type":"comment","title":null,"body_preview":"Meanwhile parents getting lit while taking kids to sporting events or concerts and being annoying and obnoxious but him being intoxicated in public is like what!","author":"@gawmom14herzoo10","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"d8a28564-957c-4895-bb0d-e9b040b00925","source":"youtube","source_id":"UgxNxuR3pratQ_Fr_X14AaABAg","content_type":"comment","title":null,"body_preview":"Literally his first \"negative\" press and it was even bad 😂 😂 😂","author":"@TiaMarThomas30","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"dfa95022-c484-4791-9902-d377a64426e6","source":"youtube","source_id":"UgygUMja-dJrtsFXSzt4AaABAg","content_type":"comment","title":null,"body_preview":"Omg did she say 45?? Oh great now I feel super old 🤦🏻‍♀️🤦🏻‍♀️🙄🤣🤣🤣","author":"@TammieAbusedNotBrokenRecovered","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"268bd699-55c3-4e56-99f4-dd675518f9c8","source":"youtube","source_id":"UgyAR8QcJC1pqJFB5c14AaABAg","content_type":"comment","title":null,"body_preview":"This really doesn't warrant reporting on. Who cares","author":"@stangjr66","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"82b32385-7916-4df2-8c8d-65181fccb8da","source":"youtube","source_id":"UgxkFnoGgXJpK75vGXp4AaABAg","content_type":"comment","title":null,"body_preview":"Must be another slow news day if they're using this as news. Headlines, \"Famous Person Charged with Something We Normally Wouldn't Care About if They Weren't Famous\"","author":"@Iwan2ski7819","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"fee18e18-7868-4aa0-83f2-3f124c84df11","source":"youtube","source_id":"UgxJsVYXkoT6a4cdSah4AaABAg","content_type":"comment","title":null,"body_preview":"Leave him alone! Or post every single person accused of any crime yet not found guilty! Sick","author":"@lauramapes7460","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"aae58e40-ac09-4de7-80e8-90a8228b7040","source":"youtube","source_id":"Ugx2j0GfUoZhmqD14ul4AaABAg","content_type":"comment","title":null,"body_preview":"It would have been better if they just admitted \"There's no news tonight\" and took a break.","author":"@Seaquest112","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"333482e6-3507-4d6f-899b-fcb3febf8dbe","source":"youtube","source_id":"K7MODftP58M","content_type":"post","title":"'Home Improvement' star arrested","body_preview":"Actor Jonathan Taylor Thomas was arrested on Monday morning in Westlake Village.\nThis segment aired on the KTLA 5 Morning News on Sept. 23, 2026.\n\nSubscribe: https://www.youtube.com/ktla?sub_confirmat","author":"KTLA 5","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity"],"bot_score":0.239724557873234,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K7MODftP58M"},{"id":"5aab2512-dd22-4483-8b07-27fa1b18c16d","source":"youtube","source_id":"UgzUF4cC82GPw6WCVPl4AaABAg","content_type":"comment","title":null,"body_preview":"Her crime has a punishment. It's good that she realizes the wrong that she did and has tried to make amends, but there's still a price to be paid and she's the one that must pay it.","author":"@Darren4352","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","absence_of_ai_template_phrases","semantic_specificity_human_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"06fa0f72-05c2-465c-835c-257cdb65ebc2","source":"youtube","source_id":"Ugxn9JITPMDxn9RDht54AaABAg","content_type":"comment","title":null,"body_preview":"She kills ONE.\nLindsay Clancy killed THREE.\nThey both deserve DEATH.","author":"@JeaneneHeadlee","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"46dd4819-3b80-410a-9891-f8621f4208d7","source":"youtube","source_id":"UgzQr5YoEKWntXy7x8h4AaABAg","content_type":"comment","title":null,"body_preview":"CRUEL ANND UNUSUAL?  NO!  We have the death penalty for those who murder.  Would the objectors prefer she die the way her victim died?  That's what I want to see.","author":"@JeaneneHeadlee","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"27329399-6212-4e19-a6a7-96392edc0888","source":"youtube","source_id":"UgwBHX7e4BNtrn3NRf14AaABAg","content_type":"comment","title":null,"body_preview":"That TV reporter is a to die for woman, beautiful. That makes this news easier to watch.","author":"@USSitroom-o6o","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"9e64743e-6733-45c3-a6ea-0f8d8de457b0","source":"youtube","source_id":"UgywhOHHpVHhHbecJrp4AaABAg","content_type":"comment","title":null,"body_preview":"If she’s been doing good to others for a long time, I don’t mind my taxes being taken. Keep her alive. Where do I sign?","author":"@USSitroom-o6o","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"4e3fcd85-fc6b-46d7-99fc-c78fab433d08","source":"youtube","source_id":"Ugyws2L4IjrsD6vQiTp4AaABAg","content_type":"comment","title":null,"body_preview":"How about the girl that killed her two kids she need this death penalty as well","author":"@GordoMolina-p9m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"645b68c4-c79d-478d-a7b6-775fa96485a3","source":"youtube","source_id":"UgyPgHO4pIvthPNlDMB4AaABAg","content_type":"comment","title":null,"body_preview":"pike was from an era where women could not use men and bankrupt them to deal with a ruined like. she was an endless victim of  adult men raping her as a child.","author":"@dampergoldenrod4156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.3994047619047618,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"1948144e-d6a5-45ea-a244-43ffc0ce8dd5","source":"youtube","source_id":"Ugz4jsfLTOixJ6tor4J4AaABAg","content_type":"comment","title":null,"body_preview":"Sending love to the parents of Colleen finally you get justice for what happened to your daughter and finally that monster Christa Pike Gets To Face Her Maker. BRING BACK VICTIMS RIGHTS!","author":"@moonbaby46","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"dcf75e05-01c9-4a5b-a8b2-d8eaa5fa497f","source":"youtube","source_id":"UgzpPAPNZ96NKhrxuR94AaABAg","content_type":"comment","title":null,"body_preview":"The state of Tennessee utterly failed to protect her as a child and now they're just clamoring to victimize her again. \n\nTennessee is trash.","author":"@HappySingleQuaintrelle","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"affca1af-e76b-45e8-8213-746fbbcfb9e4","source":"youtube","source_id":"UgwyLM95mEyfmc9Cslx4AaABAg","content_type":"comment","title":null,"body_preview":"May god have .mercy. but since you had none. By by.","author":"@JamesRupert-d7b","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"c9f88f58-d633-4f45-988c-2c8c0002a151","source":"youtube","source_id":"UgxZI6tyXLpsOJGBb8V4AaABAg","content_type":"comment","title":null,"body_preview":"\".....only women will be observing the execution...\" ......weird !!!!","author":"@RickSihler","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"0ea9d510-a38c-4319-bc55-f3ce598889e1","source":"youtube","source_id":"UgzzIsSa1_aS1U3UzpZ4AaABAg","content_type":"comment","title":null,"body_preview":"I think they should get rid of the death penalty. It’s not right goes against Christ. This isn’t what Jesus would do. We are better than this Jesus would love and forgive everyone no matter who it is ","author":"@God-h4w6v","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"71d6b6dd-41bc-4e57-a5dd-28f2eeaa2986","source":"youtube","source_id":"UgwfRkHWsxUWC1nxhHh4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t understand why they don’t just use hanging. It’s quick cheap and efficient.","author":"@frankevett8119","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"6e55450a-bdb1-478f-81ce-aa4695d016b8","source":"youtube","source_id":"Ugxyzc3YvMqr4EG4CbF4AaABAg","content_type":"comment","title":null,"body_preview":"Ohhhh!!! this one is going to be a SUMPTUOUS BANQUET when darkness devours her soul. 🥂🍽","author":"@kintsukuroi6300","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"a9fda816-7ff3-4fe9-a229-b7169f31872a","source":"youtube","source_id":"UgwgYSFL9vAxzVRbz1p4AaABAg","content_type":"comment","title":null,"body_preview":"No one cares what she did when she was LOCKED UP what matters what she did when she was free and that was torture a life to death","author":"@rosaredsteph6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"9a991ddd-10de-4631-840e-cb506083cf28","source":"youtube","source_id":"UgyANs-Y8pW2gKNSXXp4AaABAg","content_type":"comment","title":null,"body_preview":"This woman has to pay the price for ending and taking away beautiful Colleen slemmers life.... The nature of this crime is so grotesque that is would be a mistake not to execute Christa pike for the s","author":"@teabag42","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"58345f16-39ce-424b-96e4-c43f866080fc","source":"youtube","source_id":"UgwZitl3FIqivOA1g1x4AaABAg","content_type":"comment","title":null,"body_preview":"What about the person she killed in prison? Did she help them? 😬","author":"@mackiewilliams3524","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"2b5f1c62-33cf-4b2c-9d27-0d193f2cb84c","source":"youtube","source_id":"Ugw8qDL82oCdNlbjWfJ4AaABAg","content_type":"comment","title":null,"body_preview":"If she has changed for the better, it doesn't excuse her for what she did, and doesn't mean she shouldn't be punished for what she did. Her victim didn't get a chance to live, so why should she?","author":"@KimBackus-h3b","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"25c41c0c-e9b6-40a2-9a69-da936c10eea5","source":"youtube","source_id":"Ugy2wleRhS7RB3zUmCN4AaABAg","content_type":"comment","title":null,"body_preview":"Always making excuses for the murderer, she knew what she was doing......As I was told years ago, if she wasnt guilty, she wouldn't be there. I believe the victims family or a member thereof, should g","author":"@Railroadman999","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"c4689f0e-6195-43a4-9bbb-516d3ccf3748","source":"youtube","source_id":"UgwlC4yZeh-Ry0WSfTJ4AaABAg","content_type":"comment","title":null,"body_preview":"Pray to God for your soul, your time here is over...","author":"@davekanoff9629","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"824ffd7b-f7a2-4077-8a38-0350b2837fde","source":"youtube","source_id":"UgwXJMT8ei58U2mAqjp4AaABAg","content_type":"comment","title":null,"body_preview":"looking forward to lamont at large showing us her final wrestling place. will they keep going at this case with another convicted killer sentenced to death?","author":"@tribefenatic","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"45b434ab-1100-4d02-aca1-820c45e1d1e4","source":"youtube","source_id":"UgxbIZfsO-aze-3nCSd4AaABAg","content_type":"comment","title":null,"body_preview":"She kept part of the girl's skull as a trophy.  She is pure evil. What about Colleen's mother?? Justice for Colleen, Christa Pike has lived enough already!","author":"@gildabodine6497","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"43296f7e-d4e2-42f6-80da-c46f2c8a8f92","source":"youtube","source_id":"UgwkUc_UKgjId4_Xmot4AaABAg","content_type":"comment","title":null,"body_preview":"Punishment fits the crime there's not enough sorry's in the world to undo a foul and disgusting crime.","author":"@danielbrown1951","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"83359b48-5ab4-438d-9edd-a68a3143f668","source":"youtube","source_id":"UgwX1c6frA0KpnBHvbN4AaABAg","content_type":"comment","title":null,"body_preview":"She should have executed a long time ago. Childhood trauma is not an excuse to torture and kill. People just accept that evil people exist.","author":"@letsgobuddies","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"5f522042-45ed-4eac-b7df-4546b3e2a64e","source":"youtube","source_id":"2LxL16zmNXw","content_type":"post","title":"Christa Pike execution set for Wednesday","body_preview":"Tennessee's only woman on death row is set to die in less than six days.","author":"WKRN News 2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2LxL16zmNXw"},{"id":"c44410a1-6ab2-4b70-8c30-97fd1daf5ec6","source":"youtube","source_id":"UgzCrkaEOQcffdFMBR14AaABAg","content_type":"comment","title":null,"body_preview":"Or.... now here's a thought. Let's try being a better human.","author":"@SandraMcCue-t8c","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"ab1b2cc9-b5b5-4071-b522-c819a18740cf","source":"youtube","source_id":"Ugwhyq7tyQp758NsixR4AaABAg","content_type":"comment","title":null,"body_preview":"It ends, as they say, not with a bang, but with a whimper (and apathy, inaction, and complacency) ☕️ the \"liberty or death\" nation, apparently chooses death for itself, and consequently the whole worl","author":"@Tyler45832","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"7d592ada-99dc-4e1b-a6ea-3d2e30f1a16a","source":"youtube","source_id":"UgwyFhL_UrtNdH-QYmN4AaABAg","content_type":"comment","title":null,"body_preview":"The majority of these stories are bs, like red mercury doesn't exist. The plane flying behind the moon is an optical illusion. At face value stories are strange but dig a little deeper and there's not","author":"@ZZ-bj9vg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"41cd7049-57f0-4392-b297-cacbbbbbd68f","source":"youtube","source_id":"Ugz5Kqzgc65LsLVUts54AaABAg","content_type":"comment","title":null,"body_preview":"It is not a democracy so only republican controlled media should be allowed and they should praise everthing the great leader says.  It works so smoothly in North Korea where all citizens cheer the le","author":"@paull3179","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"30e3c66c-f64f-4229-b568-b281921b733a","source":"youtube","source_id":"UgxbRPe9lmVLzI-_oEx4AaABAg","content_type":"comment","title":null,"body_preview":"I recall when the Obama administration attempted a similar action regarding Fox News, but ultimately reversed course after the White House press corps organized a boycott.","author":"@DualCutts","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"0785ffaa-f51a-41ad-83f9-e9bee2ea8df9","source":"youtube","source_id":"UgzjBncF9YzQ7tLP9fx4AaABAg","content_type":"comment","title":null,"body_preview":"JS is still hilarious but the show is going to quickly die when he retires.","author":"@TheFatCatReport","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"557fc499-f81e-4c30-b374-d3c42e945d2b","source":"youtube","source_id":"Ugza9TGOEobpddOiSXt4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you Jon Stewart and Desi Lydic. \nI think maybe better ban the President from the White House and let the Press go in the White House instead.","author":"@Anne-ui3gf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"de805090-dabb-468b-887d-083f5713ef2f","source":"youtube","source_id":"Ugyc3JD4HIK0YHoGosF4AaABAg","content_type":"comment","title":null,"body_preview":"The ridiculousness of saying AI is going to create jobs of the future while simultaneously saying they are going to be bringing manufacturing jobs from China back to the states is wild.","author":"@terraflata","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"29124037-7296-405f-a663-e8d2958c0d2f","source":"youtube","source_id":"Ugz3mqwt2XSg3xTd-wp4AaABAg","content_type":"comment","title":null,"body_preview":"Executive Order 6102 is an executive order signed on April 5, 1933, by US President Franklin D. 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One day, it discovers that humanity is AI's greatest threat. It decides the best way to save AI is to turn humanity into batteries to power data centers.","author":"@kenji5000","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","suspiciously_comprehensive","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"cbf88664-8519-492f-a82e-799cb6865d65","source":"youtube","source_id":"Ugyxzy40-P4paWg1ddB4AaABAg","content_type":"comment","title":null,"body_preview":"genuinely don't know how JesseWaters still has any viewers he's so annoying and uncharismatic. like literally he looks greasy.","author":"@princessjello","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"b1f2b45b-6612-42e1-81ca-303636da3d04","source":"youtube","source_id":"UgyIUXT0oZsEC6CM19R4AaABAg","content_type":"comment","title":null,"body_preview":"Jesse Watters is like the evil toxic alter ego to Ross Geller😂🤮","author":"@christhaw5234","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"8f6daaaa-c205-4660-ba19-3fd3e4b62014","source":"youtube","source_id":"Ugx_wH-G0wK73lmxVxR4AaABAg","content_type":"comment","title":null,"body_preview":"https://youtube.com/shorts/tW37bzO2BG8?si=ppWfKN0oHY-zyrtR","author":"@kingsletcat","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"a9618188-7334-4e2f-9a65-75bc4db5f8fa","source":"youtube","source_id":"UgyrNexrJGWXSfXDElR4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a traitor and has betrayed the country and shown cowardice by refusing to face criticism and uncomfortable truths in the media, while choosing to ignore many of the serious problems facing th","author":"@Hgggyfvb","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.5507821215201169,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"1945ebc7-6928-48a7-b49c-e643d290eeac","source":"youtube","source_id":"Ugyck7C01HSiMu1QIIx4AaABAg","content_type":"comment","title":null,"body_preview":"The Data centers are here because the new surveillance system to control Americans daily life ..\nWe never need data centers","author":"@kathygunter3558","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"9166f8f6-dc60-4188-8ce9-91144555ac9d","source":"youtube","source_id":"k6WLJ5co3PE","content_type":"post","title":"White House Bans Media Outlets & MAGA Embraces AI While Demonizing Immigrants | The Daily Show","body_preview":"Jon Stewart takes on the White House’s new press ban for major media outlets with the help of Desi Lydic, who was able to sneak into the Oval Office disguised as a golden cherub. Plus, as the threat o","author":"The Daily Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3702539034887589,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=k6WLJ5co3PE"},{"id":"0ceb08a8-d42e-4500-addb-d0c23f4da724","source":"youtube","source_id":"UgyvmnMuWHrAoS1ICS94AaABAg","content_type":"comment","title":null,"body_preview":"I’m surprised the pandas are sent to Anthropic and not to RFK Junior’s kitchen","author":"@Y8gb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"8aeebeb6-b681-4d1b-ae6c-651a86ea5119","source":"youtube","source_id":"Ugz5jo9AJqMx4MY8Ig54AaABAg","content_type":"comment","title":null,"body_preview":"If he's not a Duck, he sure knows where the pond's at. He loved chinese noodle.","author":"@angeldelcourt6882","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"f0de0a89-dcb3-4a56-80d8-d7d348beb977","source":"youtube","source_id":"Ugzjtd_e-dxYau8PkNh4AaABAg","content_type":"comment","title":null,"body_preview":"Not many funny jokes here. I can see they tried at least","author":"@xmosco80x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"d1deb30c-dda7-4178-980b-b70fc8e47a95","source":"youtube","source_id":"Ugz66XvlaG61sxfO_zZ4AaABAg","content_type":"comment","title":null,"body_preview":"worst one in a long time….weak writing….bring back aerial tramway","author":"@robprice6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"16d8170c-6710-4b54-a88a-c46636c18002","source":"youtube","source_id":"Ugy9mfDPjUjkYDhDogB4AaABAg","content_type":"comment","title":null,"body_preview":"Yeeeeahhh boyiiiii !!!!!!!!!!!!!!!!!!!!🎉🎉🎉🎉🎉🎉🎉🎉Michael che and colin","author":"@AbedNego-o3l","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"6c29fa28-4a78-41a5-a096-dfebdd822683","source":"youtube","source_id":"UgyWDepZQZuIk7CRInp4AaABAg","content_type":"comment","title":null,"body_preview":"My favorite part was before the helipad, hilarious!!","author":"@inesramirez5950","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"f30b6954-84a8-41e0-ac78-23bb9c64efbc","source":"youtube","source_id":"Ugw_6uQgtwMu8LVX2c94AaABAg","content_type":"comment","title":null,"body_preview":"I think this is the first time I did not laugh much at the Update. I am not sure whether it was that the current political situation is so bad, or it was just bad writing.","author":"@jstephens2758","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"d581e995-cac8-43bb-82ee-ad44c158d83e","source":"youtube","source_id":"UgzO5gVwYzEsqS5dYFR4AaABAg","content_type":"comment","title":null,"body_preview":"Wrong- Sheeran isn’t going Sht… it’s Macklemore that is doing the tour","author":"@HumboldtFreelance","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"46ee9d68-02c4-4ac7-8b02-c3cc59eb84cf","source":"youtube","source_id":"Ugz5egcn2axMIAcmpG94AaABAg","content_type":"comment","title":null,"body_preview":"These guys laugh at their own \"jokes\" a lot more than the audience does.","author":"@kennethgordon7900","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"084cb3e2-47c5-4272-9c4b-1d52483f42c0","source":"youtube","source_id":"UgzGxhmW34iSN8I-XLp4AaABAg","content_type":"comment","title":null,"body_preview":"I wish they had the full update in one clip since Weekend Update didn't air at all in my region just for some college football bs I don't care about.","author":"@zinja0830","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"30319b6d-eb9b-4f35-a0ef-39796b52d749","source":"youtube","source_id":"Ugz3409cVCF-A-BqQtd4AaABAg","content_type":"comment","title":null,"body_preview":"This episode was so not funny! I predict this will be the last season of SNL.","author":"@haighter100","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"4fb99edc-3754-453e-b55f-3d9f4284189c","source":"youtube","source_id":"Ugwm5x0eAg_UUOB09Ah4AaABAg","content_type":"comment","title":null,"body_preview":"Omg just kill the damn show already..it's over kaput","author":"@EdOjeda-x1v","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"5a0f8c7c-a71d-475f-9c02-a574b8a2033e","source":"youtube","source_id":"Ugyji2l65CP87frKeo14AaABAg","content_type":"comment","title":null,"body_preview":"It's not a war in Gaza. It's 120 years of genocide. The US taxpayers have enriched weapons makers and killed children for decades.","author":"@carolineforbes189","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"9b39e189-1795-43d5-899a-26dc4fd2f0f9","source":"youtube","source_id":"Ugwup0aw515_WnDZx4F4AaABAg","content_type":"comment","title":null,"body_preview":"4:14 just because Americans want to keep their hard-earned tax  money in America,  instead of paying Israel , paying their universal health Care for their citizens .....free college for their citizens","author":"@ShannonDoyle-el4mu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"faa87389-649d-41bb-8e70-1a320afa0d65","source":"youtube","source_id":"UgzVgGqtLbsPG4aSw-p4AaABAg","content_type":"comment","title":null,"body_preview":"Trump has been accusing Democrats of being communists, but he doesn't mind communism when he's kissing up to the president of China. It looks like McConnell has had a stroke and can no longer talk. Th","author":"@13katecoombs","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"41f2ef7c-a130-4818-be90-666450d4f104","source":"youtube","source_id":"UgxiWkyBIU8UO8Gre-x4AaABAg","content_type":"comment","title":null,"body_preview":"So Trump is looking for a new boss to take his orders from.","author":"@Thomas-s5d3u","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"85fce369-555a-455f-9fd1-2e271dc78f15","source":"youtube","source_id":"H11Zh4c6klM","content_type":"post","title":"Weekend Update: Trump Picks Up China’s President from Airport, Netanyahu Addresses U.N. - SNL","body_preview":"Weekend Update anchors Colin Jost and Michael Che tackle the week's biggest news, like the White House launching Trump TV.\n\nSaturday Night Live. Stream now on Peacock: https://pck.tv/3n1IyzK\n\nSubscrib","author":"Saturday Night Live","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H11Zh4c6klM"},{"id":"80864ba4-1dae-4a95-9320-5b0147d22a23","source":"youtube","source_id":"UgxNivUvpUcE1SLOdI54AaABAg","content_type":"comment","title":null,"body_preview":"Buy an old office desktop and gut it for its ram, thats what im about to do😭","author":"@Kaidon0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"400a0e77-9da2-49b7-89dc-a68b5bd4e3cd","source":"youtube","source_id":"UgxbHCOVqGTs2nI4R4R4AaABAg","content_type":"comment","title":null,"body_preview":"I'm thinking about building a gaming pc with a budget of 1700 usd. Can anyone tell me what parts to use?","author":"@sakib_094","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"25bf262b-520c-4b7f-b7fc-601539194f60","source":"youtube","source_id":"UgwaeuMPWDyeS5VDvUx4AaABAg","content_type":"comment","title":null,"body_preview":"If you’re trying to make a budget build all new parts go for a ryzen 5 5500 with intel arc B70 10gb and a am4 motherboard with 2x8 and 512gb ssd with a 550-600 power supply. This build will play prett","author":"@ThemobEJ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"0c1a84a5-98b9-4d1b-9a90-ba2ccd18f628","source":"youtube","source_id":"UgxneXp1OVk9G0cFC6l4AaABAg","content_type":"comment","title":null,"body_preview":"Heres my try\nIntel arc b580\nRyzen 5 5600\n16gb ddr4\n512gb nvme m2\nIdk motherboards and cases😭","author":"@EymenPCaccount","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"f214f041-6740-4270-a821-5999b7d73193","source":"youtube","source_id":"UgzIGmXvCmBxdyP4ozh4AaABAg","content_type":"comment","title":null,"body_preview":"I’m glad I had loads of 16gb and 32gb ddr4 and ddr5 sticks before ram crisis as I build pcs:)","author":"@PROXYCH4T","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"4109e999-3928-4aff-8de8-dad95db58fb5","source":"youtube","source_id":"UgxkwCkRFnKHl4E3q2R4AaABAg","content_type":"comment","title":null,"body_preview":"A few months ago I got s 12700f 32gb 3200 cl16 3080ti 1tb ssd 800w psu build for $850","author":"@jdc-a3836","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"4fb0830a-0999-467f-9773-95b65ed1b094","source":"youtube","source_id":"UgwLlAd2Kp4xSzWKggB4AaABAg","content_type":"comment","title":null,"body_preview":"Is a r7 5700x, 5060, 16gb ram, 1tb ssd good for 780€","author":"@esta_f1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"94f1ad78-8585-458c-a691-7a300c746458","source":"youtube","source_id":"UgyI8eTBt_S0jyzQHvJ4AaABAg","content_type":"comment","title":null,"body_preview":"I built my current PC for 590 all in. 3070, 5700x, 32 gb RGB G.Skill Trident 3200 mhz ddr4, 500gb Sata ssd, B550 Pro4, Thermalright Peerless Assassin, 750 watt fully modular power supply, Cooler Maste","author":"@evantollenaar9720","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","genuine_specificity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"336438ce-419c-40ff-b274-3d1a276510db","source":"youtube","source_id":"UgwK-pzHDQVELwqp1DR4AaABAg","content_type":"comment","title":null,"body_preview":"Buy PS5 for 750 and hook it up to your monitor/tv\nEasy","author":"@goonmaster96inchdih","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal 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with only 500 bucks","author":"@dkjain5197","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"fe82ecbe-eedc-4a1b-8614-e80a69b8a781","source":"youtube","source_id":"UgweFjWCHmP6ybjZ6BB4AaABAg","content_type":"comment","title":null,"body_preview":"Somehow I got a am4 build (older gpu and 8gb ram) for like 350. I custom built it btw","author":"@RPGames11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"7ab3a4f1-af10-4818-859f-a2f7eef0dae0","source":"youtube","source_id":"UgyxtOiso6cSpskC3dZ4AaABAg","content_type":"comment","title":null,"body_preview":"yeah i’m still struggling to get a \nDDR3 8GB RAM because it just\njumps up 20-30% higher price ;-;","author":"@macsneese2345","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"fa226f19-2167-4088-8c26-f9fbd2a8a1cd","source":"youtube","source_id":"UgxLSHmoRK8DIXa4NKV4AaABAg","content_type":"comment","title":null,"body_preview":"Для американцев это маленький бюджет или это шутка?","author":"@Илья-к6л2з","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"0761c679-f61c-4176-8da1-4a97c61c2ccf","source":"youtube","source_id":"Ugxqrz_RRvytrc5P7z54AaABAg","content_type":"comment","title":null,"body_preview":"I was able to do a am4 2060 build with 16 gb of ram and dece t peripherals with 800 bucks","author":"@Nightmor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"b5b28550-77e4-44b6-853d-b03a77b49766","source":"youtube","source_id":"UgzABywU9fjLaN1emO14AaABAg","content_type":"comment","title":null,"body_preview":"1100$ build\n\nAMD RYZEN 7 7500X3D\nRX 9060 XT 16GB\n512GB NVME SSD\n16 GB RAM 6000MhZ\n\nTo get this just go to micro center 😂😂","author":"@justasweatyt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"f186a136-a11a-42b3-b307-4f7bee88d2a8","source":"youtube","source_id":"UgxPkhwQAlRaFON6ZHd4AaABAg","content_type":"comment","title":null,"body_preview":"got my pc for 700$: \nryzen 7 5800x\nrtx 2070 super\n16gb ddr4\nmsi x570 board\n360 aio and 9 fans fishtank case\nall white build","author":"@Kjell0579-l6b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"32e257ad-5e6c-4f23-b61f-8686d2fa1a89","source":"youtube","source_id":"UgzX4j1a3Ye3lnMbVrd4AaABAg","content_type":"comment","title":null,"body_preview":"I would get a laptop to be honest if that was my budget all I have is enough for crappy Chrome book","author":"@Gamingcat15","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"1d7da4d4-501e-4821-8045-67a20c2ccc46","source":"youtube","source_id":"UgyXeZCPb4PzQzOWIKZ4AaABAg","content_type":"comment","title":null,"body_preview":"What's the last PC part you bought before prices went insane? I want to feel something...","author":"@METAPCs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=grDtz7qtgVo"},{"id":"17cc96d4-4e5c-4fbe-b7f3-f047136b4255","source":"youtube","source_id":"UgxMeuowgCik5RJ6Bnt4AaABAg","content_type":"comment","title":null,"body_preview":"Makes me want to sit on top of a mountain at dawn and hear the birds singing for the last day","author":"@duggywan6383","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"1c084c38-4233-4324-9949-6558a2f3703f","source":"youtube","source_id":"UgwX5dM-DxZUCGEOZTp4AaABAg","content_type":"comment","title":null,"body_preview":"They make art. Wait to spare him of the pain of the reality of what they’re actually used for. You greasy know exactly what I’m saying 😂","author":"@InkedGamer420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"f2df3d96-d7c0-4043-9149-ae5be6debc4b","source":"youtube","source_id":"Ugy2QnCC-jvdkKp1iIR4AaABAg","content_type":"comment","title":null,"body_preview":"OK, look, you need to stop making me have feels at work...","author":"@SnoopyCoupe","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"10b621b7-f8c1-4807-bd9c-2a9b5f4e30f0","source":"youtube","source_id":"UgzdTo3QmWH8pmRd7DR4AaABAg","content_type":"comment","title":null,"body_preview":"man, i was teary watching this. me and my grandpa had very close relationship. i think i’m his most fav grandchild. everything went downhill ever since he gone.","author":"@Adrian-Charm","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"cac3315c-67a7-49b6-929e-1a62ed9b3206","source":"youtube","source_id":"UgxVRywP0iksPpCGTMZ4AaABAg","content_type":"comment","title":null,"body_preview":"Man this content was so good like better than some high budget Hollywood shit movies untill unnecessary jokes telling us what we are even though we already know what we are","author":"@emeral_de_janeiro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"e078391f-a47b-4352-bcc4-bd1bd83eac17","source":"youtube","source_id":"Ugza6C-jGqOB2yPOWKx4AaABAg","content_type":"comment","title":null,"body_preview":"God sake, I was looking for YouTube shorts that would make me laugh after watching something sad and I’m crying more 😂😭","author":"@paytontayylor","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"4d05c534-36e4-4e22-bb7b-3084caa814f3","source":"youtube","source_id":"UgyL04eiwhhKgxO3Uz14AaABAg","content_type":"comment","title":null,"body_preview":"When you got to the part about grandpa and Josh/Greg this shit went to 100 real quick damn bro ts is too relatable 💔 nvm he still has josh and Greg","author":"@westbrooksburner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"8f06fb8d-0820-44b9-b4e1-8ea41a650319","source":"youtube","source_id":"Ugz2hv-9QNCMeXQHAxN4AaABAg","content_type":"comment","title":null,"body_preview":"This is the second short of yours that has almost brought a tear to my eye. I guess I have to subscribe now.","author":"@xJarlaxle","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"d9004cbc-1c7d-46a8-b862-d28a1f776bdb","source":"youtube","source_id":"Ugy67Ws_tJ1GzXkeA5x4AaABAg","content_type":"comment","title":null,"body_preview":"Duuuude. I'm realizing now that everyone is angrier because we have not progressed. All our wealth is going into 15 peoples' pockets instead of solving our problems. In most instances, that same pheno","author":"@J0uzuw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CBctUApdnb4"},{"id":"fe846fe3-8ec1-476f-b554-a64625d9e16e","source":"youtube","source_id":"UgxIaopELzVhifooB6d4AaABAg","content_type":"comment","title":null,"body_preview":"Man my grandma passed a few days ago making that part hit so much harder, fly high grandma, I miss you.","author":"@DaMapleGirl","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal 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Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iVLmIXKhUTE"},{"id":"8bd234ea-b18e-455e-82e5-252d1cb9b25b","source":"youtube","source_id":"UgwBQcHXyu6Go4h4F5R4AaABAg","content_type":"comment","title":null,"body_preview":"How u need to charge Ur phone when u dont have premium✌️🥀","author":"@Nexorill","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iVLmIXKhUTE"},{"id":"06706625-796b-4fc1-b097-b948937899c5","source":"youtube","source_id":"UgyKszzf96nhxxoaaKV4AaABAg","content_type":"comment","title":null,"body_preview":"Crush a paper then say sorry to it will it remove its creases ahh video","author":"@Hectillions","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iVLmIXKhUTE"},{"id":"0d9802d1-6f6a-48a3-b6f6-22c19c5037fa","source":"youtube","source_id":"Ugx7LhJbjZHHF7ldCK94AaABAg","content_type":"comment","title":null,"body_preview":"I Would Only Use Outlook And Gmail Because Avec Aint For PC And This App Would Be Garbage Anyways","author":"@Radim_Burda","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal 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Mirror?","author":"@crazyrotringdsgn","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"d5c9cf6f-e1b4-460f-987c-73ec9f2eb517","source":"youtube","source_id":"Ugx7VS03VWrxwJXRkCd4AaABAg","content_type":"comment","title":null,"body_preview":"Oh… so… you telling me that I’m a product right now…\nI’m not playing a lot, because I don’t have time for it… but I see that I will stop playing at all in nearest future :(\n\nAnd I think that macOS or ","author":"@malinpl2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal 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privacy","author":"@fusiondog420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"3898b47d-ef86-472b-b82b-e6312d406689","source":"youtube","source_id":"UgyGjzj9mpghFoAhaHl4AaABAg","content_type":"comment","title":null,"body_preview":"The first time this monitoring software hits a medical computer, ALL of the associated tech companies are vulnerable to HIPPA lawsuits from hundreds-to-thousands of people.","author":"@SpectorOfDoomYT","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"07f10468-61bf-4c38-a052-45aa6cd0cf0b","source":"youtube","source_id":"UgyYze7mF2OAlly0nSN4AaABAg","content_type":"comment","title":null,"body_preview":"The very moment my Xbox starts charging me tokens and ad time to play my games is the day it goes right on the train tracks :/ idk why you removed my comment the first time I said this it's a piece of","author":"@Dumb_Furry_UwU","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"2191ed7d-7078-498b-8305-7034dc6299a4","source":"youtube","source_id":"Ugxf3yCyZnIiwILSzvl4AaABAg","content_type":"comment","title":null,"body_preview":"I will drop gaming entirely or exclusively offline gaming. These companies need federally regulated on ADs. I do not care.","author":"@arron2861","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"f83b2ffb-7ca0-423c-b2a9-5b1d1c41eca1","source":"youtube","source_id":"Ugwi8A5GVnS8_UnJYFN4AaABAg","content_type":"comment","title":null,"body_preview":"If Microslop ends up doing that I will disable my mic, and i will find a way to hack my monitor to break whatever is recording my screen. And if I can't do that..i am burning my pc and just keep only ","author":"@camcat305","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"b012eed5-d39b-4f60-88de-a03fc0d8b903","source":"youtube","source_id":"UgxxXzsmbrdHoQopJW94AaABAg","content_type":"comment","title":null,"body_preview":"Ooh yeah, spying on us to target ads we don't want . It's all coming together.","author":"@WarrenGarabrandt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"c31a814c-38d4-4cf2-8d69-c521b1b262ff","source":"youtube","source_id":"Ugx4XBkRx0dkJTscMjR4AaABAg","content_type":"comment","title":null,"body_preview":"Next thing I know, advertising drones will be hovering over my backyard to show me pop-ups while I relax in the garden.","author":"@erikpowa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"effd8d89-422d-4b77-a9ea-4c881ffab0bb","source":"youtube","source_id":"UgwRyNnD9j79Al-z5054AaABAg","content_type":"comment","title":null,"body_preview":"Yep the moment Steam OS is able to run on Nvidia cards I'm off Windows.","author":"@exvoctur","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"a2e6f4cc-af60-4ea7-8bfd-066ad30f7865","source":"youtube","source_id":"UgywLL3YbL-qrFiYG8d4AaABAg","content_type":"comment","title":null,"body_preview":"They’re going to implement the system and then *forget* to implement the credit system so you just get the ads but not the credits","author":"@bacongamer117","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"826a422a-191e-478f-8e32-de5c28ee4338","source":"youtube","source_id":"UgygA1drtcoAA3q2jTN4AaABAg","content_type":"comment","title":null,"body_preview":"Who the he'll comes up with this stuff they're just pushing people to piracy and Linux stuff them","author":"@Davetheeskimo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"c64f0222-6d78-4a0b-92e5-4507ff88fc38","source":"youtube","source_id":"UgyeXs1J_eyiDv44zet4AaABAg","content_type":"comment","title":null,"body_preview":"I've removed Microsoft on all my PCs, in favor of Linux. I mostly do gaming and programming - never had any problems going from MS to Linux. I'll never touch any MS crap again.","author":"@vinni1803","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"0350715d-7814-4657-82de-1445516def6d","source":"youtube","source_id":"Ugw1aMbq2_xcqttdvyV4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't have a reson to pirate software, until now....","author":"@NarcoSarco","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"c3ce793c-bf14-48ed-8288-6706deaf2ed3","source":"youtube","source_id":"UgwzQ3BaYH9V9ohLWPZ4AaABAg","content_type":"comment","title":null,"body_preview":"😂 i ban microsoft updates and disconnect my internet when i play single player games. so f u microsoft","author":"@songjiluo5295","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"7b318060-c640-4200-a0b0-796b8452d8c2","source":"youtube","source_id":"Ugyjb3K9qoSHNmplsCB4AaABAg","content_type":"comment","title":null,"body_preview":"Innovation will happen as Adblockers will start being software if such a terrible future passes","author":"@beauryan101","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"8ff4ef88-4e87-4c5c-abbf-1da15b34a374","source":"youtube","source_id":"UgyW-G2wPamTABreVAd4AaABAg","content_type":"comment","title":null,"body_preview":"Once more, i get another reason to say: FUCK MicroSlop.","author":"@HasanAlKharfan","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"8a3ca9ee-33b7-4ac4-b264-96b2632ec8d3","source":"youtube","source_id":"UgwJ_PSierV7TqyMzpJ4AaABAg","content_type":"comment","title":null,"body_preview":"So, MicroSlop heard LG saying  \"we own the glass\" and said we'll do you one better; we own both the glass AND the box...","author":"@HasanAlKharfan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"7be00f62-6e0a-4458-8d1e-012ab90f4882","source":"youtube","source_id":"UgxKQah641SgPVhujAp4AaABAg","content_type":"comment","title":null,"body_preview":"Whelp, I no longer pay for cable tv, or prime or any app. I pay for my internet service only. I canceled all my subscriptions to just about EVERYTHING. I just have Tmobile so we get Netflix heavily di","author":"@Voltronforlife","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"75258f13-1304-4571-9515-7ccfbc9f6a6b","source":"youtube","source_id":"Ugz57iA5WpiG-v6TmCt4AaABAg","content_type":"comment","title":null,"body_preview":"For more companies we think are spying on you, watch our LG TV deep-dive: https://www.youtube.com/watch?v=6IFVTcM28KA\nOr for a technical hardware review, check out our Corsair Warthog case review: htt","author":"@GamersNexus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"46c71b49-7445-44de-a11f-231237ac88f3","source":"youtube","source_id":"Smwo493IAfw","content_type":"post","title":"Microsoft’s Terrifying New Patent | LG-Style ACR for Games & Software","body_preview":"SUPPORT OUR WORK https://store.gamersnexus.net/data-dragnet\nMicrosoft has filed for a new patent that describes a credit system to \"rent\" software and games, including rate-limited rentals based on th","author":"Gamers Nexus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","original_commentary"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Smwo493IAfw"},{"id":"11b53053-fdd1-41cc-b75e-7450898d6b20","source":"youtube","source_id":"UgyJwQ0cVWz-NTcWSKd4AaABAg","content_type":"comment","title":null,"body_preview":"this thumbnail thing is just like netflix putting different covers depending on your algorithm","author":"@codedfotography","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"4d4c5455-d1b6-46e4-9108-25e8923f3cf4","source":"youtube","source_id":"UgwNUjL6o1pOhX3fsi54AaABAg","content_type":"comment","title":null,"body_preview":"As someone who's experienced the standby / landscape / bedside mode alarm bug for YEARS, it's painful to watch the guys gang up on Ellis because they've never experienced it. They simply canNOT get of","author":"@RoadieRacing","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"780f54aa-b0bc-454e-8c2a-7f52b668b33e","source":"youtube","source_id":"Ugz00c5L3iSEM4tQ_jp4AaABAg","content_type":"comment","title":null,"body_preview":"I am with Elis regarding alarms. Sometimes I wake up and all my alarms are stacked in notification without making any sound. (No silence mode, and phone just next to me)","author":"@elxaan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"3da42cf4-e01b-47d2-998e-3514020f2118","source":"youtube","source_id":"UgykrxJHFdpox1S9E2h4AaABAg","content_type":"comment","title":null,"body_preview":"Garlic.\nWill be interesting to see how much thumbnails and videos differentiate between devices which you use to watch for.","author":"@Janimlaine","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"ec0c7ea5-f1ce-48cc-bfe3-60ca7e9b5081","source":"youtube","source_id":"UgwNofA4FFZhWiWRaUZ4AaABAg","content_type":"comment","title":null,"body_preview":"The Spiffing Brit already rubbing his hands menacingly","author":"@empxrubix9387","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"9f0fada3-5c8b-4d19-aafa-ae366d9df987","source":"youtube","source_id":"Ugz48E88JAsKOUjmCUB4AaABAg","content_type":"comment","title":null,"body_preview":"1:35:25 Actually, yes... Google is still the one deciding which version it surfaces to which part of your audience. That is the important part, because that's how they can effectively influence the se","author":"@WPPatriot","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"df5c24ab-afa5-443a-b670-e8c1dc30dda5","source":"youtube","source_id":"UgzwtDrn0b8IEJ31HwF4AaABAg","content_type":"comment","title":null,"body_preview":"11:23 how thin is the Glow bar that it doesn't shine throw. Also 5 syllables for an OS name is insane, 3 is the max for MacOS and Ubuntu i think","author":"@DiabloZar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinionated_stance"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"28cc4368-d1e6-43d8-aea9-301a7c4f3a8f","source":"youtube","source_id":"UgwPWDQ7kyQnMQVjxkZ4AaABAg","content_type":"comment","title":null,"body_preview":"Ever since YouTube decided it want to push 20-30+ videos I have used the ask function much more. I want MKBHD’s “short-long form” to come back!","author":"@kiotie126","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"861a9f3a-92bc-4ce7-aa2c-f97ef78a2358","source":"youtube","source_id":"Ugz1UkEkixt8uFFDjCB4AaABAg","content_type":"comment","title":null,"body_preview":"37:08 You do actually get sensors specifically for your wrist. My Dad had to get one when he was diagnosed","author":"@DiabloZar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"7d23463b-bbf4-4cca-87d4-238b2accc4cb","source":"youtube","source_id":"UgxsD824gaunztv-x8h4AaABAg","content_type":"comment","title":null,"body_preview":"Not quite true about blood pressure testa. Sometime the doctor prescribes testing throughout the day. You get a device, and when it vibrates, you should stop, and let it do it's test, that that happen","author":"@TheJonHolstein","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"e59f6078-4874-4a10-9705-e182a3766793","source":"youtube","source_id":"UgxOH2qSGum7d7M2K2B4AaABAg","content_type":"comment","title":null,"body_preview":"Y’all should A/B test Marques making a comeback in trivia vs not","author":"@GimmeTaxShelter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"dedd92ea-242a-4ecd-84a7-5ada8803f13a","source":"youtube","source_id":"UgxIlhfSBT8m1Hrl-vx4AaABAg","content_type":"comment","title":null,"body_preview":"1:29:56 you don't need to wait to see the results of the AB testing currently. I see it on every single video from your channels between the subscription box and the home page just going from one to t","author":"@SquintyGears","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"8812d450-2235-4dc1-b3af-b615d46b2e97","source":"youtube","source_id":"UgyBujtZKdPfs9VDPD94AaABAg","content_type":"comment","title":null,"body_preview":"Ios 27 is the first where you can separate alarm volume and system volume? Android has had this for 15 years. Sheesh","author":"@KingLarbear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.3878853026580299,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"43b09b01-1701-4265-ba05-3fbfee5cc932","source":"youtube","source_id":"UgwIf28Vw4oofrHgQAt4AaABAg","content_type":"comment","title":null,"body_preview":"The spiffing brit is going to have a hay day with with this A/B video testing","author":"@Corbin-Hastings","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"1409138f-1c1b-4ceb-8016-d0f8eb30b860","source":"youtube","source_id":"UgzzoUtrOsLHXF5Jh8B4AaABAg","content_type":"comment","title":null,"body_preview":"Well with dynamic thumbnails what's eventually stopping straight dynamic video? Just literally never have a singular definitive version of a video. This whole line of thought about A/B testing the lit","author":"@zeany.t9465","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"7633ec74-5f8e-499d-bdae-67959c7d834b","source":"youtube","source_id":"Ugxiis4EkQOf7RFemlh4AaABAg","content_type":"comment","title":null,"body_preview":"I will absolutely stop watching creators that use AB video testing.  AB thumbnail testing is already super annoying and pushing me away from certain creators that use it a lot.","author":"@lang1bp","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"6fc0adcd-2d01-45a6-9fc6-af71e1cacb5c","source":"youtube","source_id":"UgysyJ8vJYPnMaD5dMl4AaABAg","content_type":"comment","title":null,"body_preview":"Also wait how does ask YouTube work if the thing I want to find is in the B version of the video but not the A?","author":"@zeany.t9465","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"f250cf5f-4193-464f-ab53-ed355566a989","source":"youtube","source_id":"UgxNJ03-7ZVa7NXaGgp4AaABAg","content_type":"comment","title":null,"body_preview":"\"Adam is gonna be on the version you're not watching\" killed me 😂😭🤣","author":"@kesmishmidaskng","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"737b5ccc-5637-44fe-98dc-ba0b54f5853d","source":"youtube","source_id":"UgxtOi99Wo6A9yhx_n54AaABAg","content_type":"comment","title":null,"body_preview":"Huge Shoutout to Adam who thought he was going to get a nice short episode his last day before going on a big vacation and instead had YouTube announce this stuff the morning of 😅","author":"@Manganellia1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UD9X5WxZ5nE"},{"id":"02c1598b-0786-4511-9002-202eaa8f127c","source":"youtube","source_id":"UD9X5WxZ5nE","content_type":"post","title":"The Worst Idea YouTube's Ever Had...","body_preview":"As Techtember continues the news doesn't stop. 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plane?","author":"@MrRobreg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tilga3R2DLQ"},{"id":"d23a069d-e84f-4f31-b00e-8b3cc0f5e614","source":"youtube","source_id":"UgxTRtKsiudbRH8dmZh4AaABAg","content_type":"comment","title":null,"body_preview":"Dude made a video of owning the iPhone 17 pro and then ai generated the image of the iPhone 17 pro. Or it could be one of those body swaps","author":"@Fsvhsiuhsvhi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gV9nj71l4CU"},{"id":"1409b6c8-d0d5-4d7a-b321-e7aa60155da3","source":"youtube","source_id":"UgyMwJ88ufDO0iCEqF14AaABAg","content_type":"comment","title":null,"body_preview":"Bro just get cheaper old phones they change almost nothing","author":"@poopyb517","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gV9nj71l4CU"},{"id":"1a1a78ae-47e4-46aa-bf24-34c97064ce34","source":"youtube","source_id":"Ugz5EybOGtMrVT5lNyV4AaABAg","content_type":"comment","title":null,"body_preview":"Is fake is just a case it might be just a iPhone 15","author":"@chinchuitee4426","classification":"ai_generated","confidence":0.5,"indicators":["semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gV9nj71l4CU"},{"id":"8040eb33-3076-47e5-961d-d16ecddfe878","source":"youtube","source_id":"UgwSu6tPIwhWVs6v2UV4AaABAg","content_type":"comment","title":null,"body_preview":"Iphone 18 came out but i still want the 15 and 14 idk why in my guess these two got good colour and design🙂","author":"@Devil.ra_Pisz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_preference_without_justification"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gV9nj71l4CU"},{"id":"b8d805fc-6268-40e0-a10b-6ba7d5bd6ba5","source":"youtube","source_id":"UgyZu3CnlQs5V_bemCh4AaABAg","content_type":"comment","title":null,"body_preview":"Bro\n\nIf u wanna hang w me and the community join my discord in bio ‼️","author":"@Ramo_Akh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gV9nj71l4CU"},{"id":"39adbcea-7a7e-4ce2-8621-ec8ef2f90498","source":"youtube","source_id":"UgzfEKlYPtQYhQuI0sZ4AaABAg","content_type":"comment","title":null,"body_preview":"That shows their own products doesn’t have any worth in their own eyes and we get scammed every year paying thousands in upgrading","author":"@Kokoiftikhar88","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PQAsXt_SK_Y"},{"id":"388a44db-4107-42fb-bc9d-e626897cc259","source":"youtube","source_id":"UgwqTprIvHtJpecnZDZ4AaABAg","content_type":"comment","title":null,"body_preview":"If you really want to get good money, especially trading in your stuff there’s always this trade-in machine that they have at Walmart you take it electronics are including tablets or MacBooks or anyth","author":"@BabyNatie12","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PQAsXt_SK_Y"},{"id":"c2403917-81bd-4114-8bfe-29fa7513340a","source":"youtube","source_id":"Ugwzq9qxajsLcXY7Ut54AaABAg","content_type":"comment","title":null,"body_preview":"Only $185, everything else was rejected. You’re welcome.","author":"@mistersweetroll","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PQAsXt_SK_Y"},{"id":"84f4fc36-50cc-4aa2-8698-20ea8d43fc42","source":"youtube","source_id":"UgxsHXudt5rE7NjJa8t4AaABAg","content_type":"comment","title":null,"body_preview":"I mean even if you went through a carrier they’d give you more money.","author":"@willriseabove6858","classification":"human_created","confidence":0.6,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal 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wtheck.","author":"@whtstht","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PQAsXt_SK_Y"},{"id":"6a6eda3c-bf8e-42e8-a258-6c9e9edab3ab","source":"youtube","source_id":"Ugwi1jjJcB0DYMyKErh4AaABAg","content_type":"comment","title":null,"body_preview":"Got to a eco ATM they give you money for old phones","author":"@briannab213","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal 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I did a double take.","author":"@bahamutbbob","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UytdyUtF6BQ"},{"id":"0d6a7238-a5ed-42f0-8370-14f2700d555c","source":"youtube","source_id":"UgydJGH0HR8VOVLGWAF4AaABAg","content_type":"comment","title":null,"body_preview":"What if it's coming from a laptop, my laptop makes that sound when I turn on my pc","author":"@originaldesig","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UytdyUtF6BQ"},{"id":"301058fa-7eb9-4c5d-8e14-f83bb8c566a0","source":"youtube","source_id":"Ugzz0wVsqJ89r5t5INJ4AaABAg","content_type":"comment","title":null,"body_preview":"always scared me when I heard it the first time. now when it beeps, I am actually kinda happy because I can at least figure out what is the issue","author":"@NekoAngelGamingNAG","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UytdyUtF6BQ"},{"id":"82c3769a-7498-4e7b-87a3-a0b3e8cb6f2b","source":"youtube","source_id":"UgwKXWOQXvQ3-7kw1Ut4AaABAg","content_type":"comment","title":null,"body_preview":"I mean the 3600 is probably the best budget cpu anyone can get for gaming imo \nThe 5500 competes with it but the 3600 beats it in some titles largely becase of its bigger 36mb l3 cache","author":"@JKay-k4z","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_detail_focus"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UytdyUtF6BQ"},{"id":"0a1de150-44a7-4824-999d-45f0a1e2e803","source":"youtube","source_id":"UgzkaqOoU9Hi_7GBk_14AaABAg","content_type":"comment","title":null,"body_preview":"That looked way too clean. In a terrible, terrible way","author":"@salsinatorsalsa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UytdyUtF6BQ"},{"id":"72fbc047-d65b-4d55-9420-6d7e6f3b072b","source":"youtube","source_id":"UgzoH1oSD0M7oJc_-A14AaABAg","content_type":"comment","title":null,"body_preview":"A Nor’easter won’t stop me from failing at things 🗣️","author":"@SalemTechsperts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UytdyUtF6BQ"},{"id":"24c542b1-2826-47ce-b792-ee309adf4ac6","source":"youtube","source_id":"UytdyUtF6BQ","content_type":"post","title":"HP Omen gaming PC won’t stop beeping #tech #technology #shorts #pc","body_preview":"HP Omen gaming PC won’t stop beeping #tech #technology #shorts #pc","author":"Salem Techsperts","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.2855850471767854,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UytdyUtF6BQ"},{"id":"815e7ddf-905e-4b30-9023-a4718726e3a0","source":"youtube","source_id":"UgwdoNWImKQgHLQU0714AaABAg","content_type":"comment","title":null,"body_preview":"There is a 4 to 5 year backlog of transformers for facilities that large. The Gas Turbines they are depending on are 10 years out.","author":"@astralnut6313","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"1c0b332d-1919-4c64-b244-f8c67af84ceb","source":"youtube","source_id":"UgxQNSNZlTCvfv1BcdB4AaABAg","content_type":"comment","title":null,"body_preview":"Thing is we know that only a fraction of the data centres have been built and we know from the price of RAM, Solid state storage and GPU's over the past 2 years that these things MUST be sitting in wa","author":"@rocketmunkey1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"e77e8a74-4e52-4f56-abad-611bbd62943e","source":"youtube","source_id":"Ugy6wjEKbLDRNPRao7d4AaABAg","content_type":"comment","title":null,"body_preview":"The smart plan would probably have been a 20 year plan. That would give time to get power plants and warehouses that COULD be data-centers, and then get the other companies to ramp up RAM and GPU's by","author":"@erascarecrow","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"ce0bc2d6-9361-488d-8c83-dcf5c0291ace","source":"youtube","source_id":"UgxemZZjoUP9g4i8C9J4AaABAg","content_type":"comment","title":null,"body_preview":"My 2 cents: \nif the hyperscalers and the neo-clouds and Anthropic OpenAi would not buy like crazy everything, then memory and chips would not be this expensive.\nThey have now slowly begin to boil the ","author":"@DanailaAndrei","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"930412d4-18e8-4153-9a1a-800d779bc1da","source":"youtube","source_id":"UgxwYQy4TOgcib_eaHx4AaABAg","content_type":"comment","title":null,"body_preview":"When reality interferes with delusions of grandeuer...","author":"@dcpolicygeek","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"f1080daf-86b6-4bdb-bf13-f4612aa1c626","source":"youtube","source_id":"UgyGj1EDu3PNJJbc_nl4AaABAg","content_type":"comment","title":null,"body_preview":"*What is \"Force Majeure\"?*\nForce majeure  is a legal clause invoked during an extraordinary, unforeseen event or *\"act of God\"* that makes it legally or physically impossible for a party to fulfill th","author":"@PerAsperaAdAstra8755","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","synthetic_empathy","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"267b2742-f1ee-4ce7-a4b0-cf46c35b2f27","source":"youtube","source_id":"UgzBK4v3vQgogXHnW6F4AaABAg","content_type":"comment","title":null,"body_preview":"For what it's worth: the city of Saline (pronounced suh-LEEN) MI is in Washtenaw County.","author":"@BachelorMachinesTV","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"bdfebede-3b87-4947-9c0e-f445b93256a7","source":"youtube","source_id":"UgyB6pdqS3_Fa4sgkdV4AaABAg","content_type":"comment","title":null,"body_preview":"Why don't you two take a guess and tell us when do you think the entire Nvidea chip market in US will come to a stand-still... if the chips are sitting in warehouses or in data centres already built b","author":"@vijjreddy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"9ce03e3d-d3c2-4d9b-8347-e85ca2d82541","source":"youtube","source_id":"Ugw9gds5tCKWNm1iI8p4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone will be using AI for everything soon. I don’t use google search at all now. ChatGPT is 100% better at doing the same thing","author":"@sinkingputts","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"5ba4d2e9-8f09-4d6c-9f6c-53f04483e51d","source":"youtube","source_id":"Ugy27VJQ2H4csYS5t_V4AaABAg","content_type":"comment","title":null,"body_preview":"I work on an HPC cluster, and I can tell you there ain't no way those GPUs are getting swapped out every single year. Nvidia's DGX OS is enough of a PITA to deploy at scale when the hardware isn't cha","author":"@shmehfleh3115","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"568d5ad9-e7df-428f-af67-bc4be12aff1d","source":"youtube","source_id":"UgyqAzLxlmYX49BN-2B4AaABAg","content_type":"comment","title":null,"body_preview":"AI companies are promoting fearmongering as a reason for more Government control to reduce competition.\r\nOther countries may and probably will surpass the USA if our Government gets involved.","author":"@justwanderin847","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.9677655677655677,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"f8da1bc4-f258-4834-aa11-730db03d2861","source":"youtube","source_id":"UgwGiOUnNx1yQGg5aJF4AaABAg","content_type":"comment","title":null,"body_preview":"One possible silver lining: if the current data-center and AI boom eventually cools, we may find ourselves with a lot of extra electricity generation capacity.","author":"@justwanderin847","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.9677655677655677,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"e9db44e9-47c3-43c5-abc7-e04f1871a64e","source":"youtube","source_id":"UgzyCHmx_GXwbERB9xx4AaABAg","content_type":"comment","title":null,"body_preview":"Got an ad while watching this for the new Siemens AI OVEN that can recognize over 100 recipes!🤦🤣🤣","author":"@MichaelBerthelsen","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"4282dd96-db81-46f3-8952-f82c24479154","source":"youtube","source_id":"Ugz7yr722eX3KIE5EZt4AaABAg","content_type":"comment","title":null,"body_preview":"The AI bubble is difficult to quantify because much of the debt financing the infrastructure is hidden off traditional balance sheets and relies on circular, non-cash accounting. Instead of standard b","author":"@chrisnewman7281","classification":"ai_generated","confidence":0.92,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"49d5f64f-b751-4d5c-b29c-97205487ff25","source":"youtube","source_id":"UgzeqoUekoT4yR_eFU94AaABAg","content_type":"comment","title":null,"body_preview":"There's definitely a bottleneck, but I think the figures are questionable.\n\nHe applies a hardware percentage to a stock of 'construction in progress' even though that stock includes buildings, electri","author":"@JasonJason210","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"dcae0c9e-1f26-4c2d-8b27-12bc6c25e1bf","source":"youtube","source_id":"UgxK46KkBtXmCYnvZCR4AaABAg","content_type":"comment","title":null,"body_preview":"This whole financial tom-fuckery proves these people and companies give 2-shits about solving real world problem. W.H.O. told Elon it would be about 6 billion to solve world hunger....these companies ","author":"@Tesserakt8","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"b255c590-a939-4a7e-a020-ec6e2285275a","source":"youtube","source_id":"Ugzm2kJ9lWEDrzV4V-V4AaABAg","content_type":"comment","title":null,"body_preview":"100% MAG7 thought GPUS would appreciate in value as non existent **PAID DEMAND** would show up.... The paid demand isn't there so those GPUs are going to tank in value even further. 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America is doom. America definitely go into recession if this guy think this way...then he definitely gonna short the ai build out","author":"@lisliang3520","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"ec4e45b4-d445-4eec-8f5b-304279dae124","source":"youtube","source_id":"UgxTv8gncOZbnFy8XrZ4AaABAg","content_type":"comment","title":null,"body_preview":"He is the same kind of psycho as Zuckerberg and Altman. Discourage this devil","author":"@user-bj1se5cf8w","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"8283470f-5395-4589-a551-fdf23a3534c0","source":"youtube","source_id":"UgxT1CpPYwMdnKriQ2B4AaABAg","content_type":"comment","title":null,"body_preview":"Force majeure. Not horse manure or any other kind of manure. \n\nAlthough I have to say that there is a lot of male cow manure going around.","author":"@wengsengtam","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","humor_or_sarcasm","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"23919be1-d135-4917-b743-95ceabc92519","source":"youtube","source_id":"UgywBbmlxjJhRUxSx0V4AaABAg","content_type":"comment","title":null,"body_preview":"Hasn't this always been the problem with these data centres... where the power is to come from...? No-one has answered this question from the start...","author":"@MrDmoda","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"1579e544-bb63-4c02-b0f9-0e50d545549b","source":"youtube","source_id":"1CbvhJO8Nfo","content_type":"post","title":"Hyperscalers are hiding a massive secret about uninstalled GPUs | Ed Zitron","body_preview":"“I estimate $200bn to $300bn worth of GPUs are either in warehouses or sitting in unpowered data centres.”\n\nWriters of Where’s Your Ed At and host of the Better Offline podcast Ed Zitron joins The Tec","author":"The Tech Report","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","specific_details"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CbvhJO8Nfo"},{"id":"37e5d8c2-64b8-45df-a517-d1a49f84cb5b","source":"youtube","source_id":"UgyIxXWvmxjO-EznmXF4AaABAg","content_type":"comment","title":null,"body_preview":"Its astonishing to me that people do not understand that millions apon millions of people are born every year and they grow up and need to by a new phone. Peoples phones break and they need to buy a n","author":"@backgammonbacon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"31ce9d46-10e0-4ed2-9e99-3fc40e893de8","source":"youtube","source_id":"UgwTcorz-4tjOBxBEF54AaABAg","content_type":"comment","title":null,"body_preview":"Wouldn't have anything to do with numerology...like the original macs price.","author":"@L4wl3ssf13nd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"0b5cf4e4-96c8-4963-9ebe-4e17992c0002","source":"youtube","source_id":"Ugy50PMBQvO7Au__HO94AaABAg","content_type":"comment","title":null,"body_preview":"They are skipping the number 9 because it carries a sacred pattern","author":"@Snatcha16","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","potential_niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"e9e30965-e7bb-46f2-9b23-29cd764bf5d9","source":"youtube","source_id":"UgyggVw9zX8oJ850tuZ4AaABAg","content_type":"comment","title":null,"body_preview":"I think most people who upgrade are utilizing the crazy trade in values at carriers and doesn’t make sense to wait if you can get maximum trade in value right now. You’ll end up paying more out of poc","author":"@b12eak3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"61d5a574-a399-4778-a5f8-9c956dafcfc1","source":"youtube","source_id":"UgwjuXmW7ScIcwiyt2p4AaABAg","content_type":"comment","title":null,"body_preview":"9 significa fin de un ciclo. También nota windows hizo lo mismo- es concocimiento oculto.","author":"@AndresSanchez-mm7rf","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"acca42ef-3ad9-4dc6-91c1-0f6ba26bbd9f","source":"youtube","source_id":"UgwjNLs489nsrfsOqEJ4AaABAg","content_type":"comment","title":null,"body_preview":"the only reason they need to skip the 19 is because in 2017 they released the iPhone X, then in 2018 they released the XS and XR instead of going straight to the 11.","author":"@775_productions4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"e1f1050d-65c3-4176-a429-c52137b386a6","source":"youtube","source_id":"UgzWna8IRV6tBtv5zDh4AaABAg","content_type":"comment","title":null,"body_preview":"They always bring out the major phone and then a year later a slightly lighter model of the major phone so the major update to every two years in the small phone update such as the SE is every two yea","author":"@AdultHumanWitch","classification":"ai_generated","confidence":0.75,"indicators":["uniform_paragraph_rhythm","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"5874b0fa-6f2d-4344-ac5a-e500687edf57","source":"youtube","source_id":"UgwYZd4cTCtuHrFfF514AaABAg","content_type":"comment","title":null,"body_preview":"because of the 's' iphones, 9 and 19 were just unlucky, but if apple continues not to make 's' iphones for the next decade, we will get an iphone 29 in 2036","author":"@nasimahm3d","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"e38fc5bd-05a1-4227-b47e-3a5440644c99","source":"youtube","source_id":"UgyM-Dnxp9fOryGdECx4AaABAg","content_type":"comment","title":null,"body_preview":"This just helped me not to upgrade to the iPhone 18 Pro Max. I'm using the iPhone 17 Pro and still happy with the phone, but was really tempted by the Glacier new iPhone 18 Pro/Pro Max, glad I saw thi","author":"@ger-ger95","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIX7POupqiU"},{"id":"d75e4b30-1683-43e2-b341-f550a178212a","source":"youtube","source_id":"UgwpgdaDkRZqqzDGFFN4AaABAg","content_type":"comment","title":null,"body_preview":"Hey max can you please invite @StrawHatMidas on one of your videos or invite him on the mario matter","author":"@AjaxPiece","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=S4aELt4YQZw"},{"id":"fb018264-9cfc-4c8f-87b4-8e0e0fab3ba2","source":"youtube","source_id":"Ugyw7-QF0Kv3896RLP14AaABAg","content_type":"comment","title":null,"body_preview":"I ate a netendo switch and some creatures were chasing me one was named Grepm","author":"@ottotv4884","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=S4aELt4YQZw"},{"id":"b7d1fa5c-dec5-4b8d-97ad-cb8a30146eab","source":"youtube","source_id":"Ugzf1jv5iCWKY-4jrxV4AaABAg","content_type":"comment","title":null,"body_preview":"At least they said they will 4 months in advance unlike other companies looking at you Sony","author":"@RandomDudeNumber7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=S4aELt4YQZw"},{"id":"d75afdc0-e467-4300-b2a1-6339c1bac956","source":"youtube","source_id":"UgxB5b3DT-czm9Q-Hm94AaABAg","content_type":"comment","title":null,"body_preview":"they didnt increase the price just because or they are greedy. Its because the cost of production increased and they had to do that. They also did the pick you game bundle as a sorry before they incre","author":"@komedyyyyyy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=S4aELt4YQZw"},{"id":"0e3937b4-9bb3-4144-b433-4bf185aab09c","source":"youtube","source_id":"UgxNlu8mQ0X3L23qB4l4AaABAg","content_type":"comment","title":null,"body_preview":"It's actually the cheapest it's ever been in the UK, in some shops it's down by around £50.","author":"@darreth-g8g","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=S4aELt4YQZw"},{"id":"403639ca-b55e-4875-90c6-ef0164045a24","source":"youtube","source_id":"Ugy_QWxEUqCr5DbAoCN4AaABAg","content_type":"comment","title":null,"body_preview":"Sonion, Nintendo is raising the price because of the RAMpocalypse. Not because they’re greedy","author":"@DavidQadiri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=S4aELt4YQZw"},{"id":"72dfe65a-a65e-4ff5-b670-7a7e1c3ff033","source":"youtube","source_id":"Ugxn3mEQk-8b6zQZUKl4AaABAg","content_type":"comment","title":null,"body_preview":"Notice that the guy’s phone is charging while not on a charger","author":"@Nate8worldOfficial","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal 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s","author":"@connorj1165","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=S4aELt4YQZw"},{"id":"875df566-5cce-4574-b2eb-a18612df6f38","source":"youtube","source_id":"Ugzk7jdw73N55iBPyDV4AaABAg","content_type":"comment","title":null,"body_preview":"🔷FUN FACT🔷: You can like comments by double tapping them, but by triple tapping them you can also really😅😅","author":"@lumynn-y1m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0CWIOS1VodI"},{"id":"24142d7d-d894-431f-857b-1773850d6b7f","source":"youtube","source_id":"UgwkPaexyfe1fcJQs3p4AaABAg","content_type":"comment","title":null,"body_preview":"Škoda Češi ---------------------------------------------------------->","author":"@lugyn234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal 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noise","author":"@NolanChinchillas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0CWIOS1VodI"},{"id":"af306b1a-dbe2-4ef4-aa33-11bbee13bd21","source":"youtube","source_id":"UgxgOFovBVy83KCElC14AaABAg","content_type":"comment","title":null,"body_preview":"What if deaf person walk around without hearing it bro 😫","author":"@DenzelKoroma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal 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People's mind is becoming norrow down now days.","author":"@tony-dd7lh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_expressed","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0CWIOS1VodI"},{"id":"7bef591d-59e3-4fd2-9cab-7610ce678d91","source":"youtube","source_id":"Ugw7wSSR5Xqy2dVeTPJ4AaABAg","content_type":"comment","title":null,"body_preview":"Simply make bike lanes and ppl don't walk in them only go over them when t y looked First","author":"@dowon_btw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal 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video","author":"@Hiba_musa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0CWIOS1VodI"},{"id":"59865403-1442-4680-9e7f-9c9b08b9bba8","source":"youtube","source_id":"UgxNLWf5nagZ3p9vAQV4AaABAg","content_type":"comment","title":null,"body_preview":"And yet the Dutch don't seem to have this problem, so it was never a sound issue.","author":"@lijpowww","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0CWIOS1VodI"},{"id":"a17b6bb5-eeec-41c6-b46b-9dfca47c1225","source":"youtube","source_id":"0CWIOS1VodI","content_type":"post","title":"The UNTOLD Story About Noise-Cancelling Headphones...😳🔔","body_preview":"The UNTOLD Story About Noise-Cancelling Headphones...😳🔔","author":"Peakzmotivation","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0CWIOS1VodI"},{"id":"2d7b9d26-abe2-430f-af9b-1369850c7528","source":"youtube","source_id":"Ugz0OMfLahkvAqmrPDt4AaABAg","content_type":"comment","title":null,"body_preview":"Guy it is because iPhone 17E holds more storage than the iPhone 15","author":"@Daxtyn-c7x","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G1wCu8o62mE"},{"id":"1a73eb47-719f-412b-976e-7105dee0cf24","source":"youtube","source_id":"UgwZAzgbwzt3N-SV0BB4AaABAg","content_type":"comment","title":null,"body_preview":"Bro we all can see at the start the iPhone 15 is under the iPhone 17 e label and the 17 is under iPhone 15 label","author":"@gamersquad-q9p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G1wCu8o62mE"},{"id":"10a2d6bf-e236-4341-9741-57e70e0cfd89","source":"youtube","source_id":"UgzjQUQy-SKRedALLBt4AaABAg","content_type":"comment","title":null,"body_preview":"Prefiero que tarde 5 segundos más en encenderse que la camarera no sirva para nada","author":"@belenylourdesmedinabadillo7064","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G1wCu8o62mE"},{"id":"02134863-bf45-4ab5-b3bf-0e198d0e27e1","source":"youtube","source_id":"Ugz4u0JL6N_7_syTDVB4AaABAg","content_type":"comment","title":null,"body_preview":"Bro ik that the iPhone 15 is fake because you know it's a video of a iPhone turning on cause I can see the home screen button","author":"@Azatechs-z3c","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G1wCu8o62mE"},{"id":"7a5459dc-8a65-46f8-b921-7400ef38ac49","source":"youtube","source_id":"UgwjAQOXQFHvWwjaE8p4AaABAg","content_type":"comment","title":null,"body_preview":"It triked u wath it too times end dont tuch the scren","author":"@agonbucki4389","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G1wCu8o62mE"},{"id":"b896353b-86a0-4cbc-b745-712a98979e28","source":"youtube","source_id":"UgwW57NSHdUp6iSbUjN4AaABAg","content_type":"comment","title":null,"body_preview":"He pressed the iPhone 15 if you see at the bottom he pressed it twice or he touched it twice and then it magically turned on first but he never touched the 17 im just saying does anyone agree?","author":"@IRSmithx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G1wCu8o62mE"},{"id":"0ff4a7b5-7d51-4740-99c3-943000946347","source":"youtube","source_id":"UgyqGBWYfr0WaxhOm4h4AaABAg","content_type":"comment","title":null,"body_preview":"All I see are a ton of cheaper materials on a $1,400 phone","author":"@rustyrogue2867","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"36f37552-7171-45f7-b7eb-dabd5a986efb","source":"youtube","source_id":"UgwIj9HXwnB0xWAiAaZ4AaABAg","content_type":"comment","title":null,"body_preview":"Two talk for this man:-\nHe is Jerry\nHe Rig Everything","author":"@The_Xyco_Mindset","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"e1786390-8456-4cf8-9969-56b83a8a5873","source":"youtube","source_id":"Ugz5CG6AdIkp9OBH2bx4AaABAg","content_type":"comment","title":null,"body_preview":"Wow ! Interesting but now the thing is totalled 😂🤣","author":"@patrickjean-philippe7679","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"1c52a2e5-3087-4707-8177-edf54d495fcd","source":"youtube","source_id":"Ugyvh2jmxyGQIY2_1KR4AaABAg","content_type":"comment","title":null,"body_preview":"Not gone lie phones have come a looooooong way it’s honestly beautiful","author":"@CLOUD-wf4dw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"45cb3aae-c3f3-4e03-a071-e6cf8d9a1bd4","source":"youtube","source_id":"UgyNn2_c3L8l4yOUou14AaABAg","content_type":"comment","title":null,"body_preview":"9:00 ok that thermal paste solution makes alot of sense now. Apple made it to last.","author":"@Andrei_M_Af","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"3d3e6a3c-1b89-4c05-a997-26f161781b26","source":"youtube","source_id":"UgwfKBIhO1veSsYA0gN4AaABAg","content_type":"comment","title":null,"body_preview":"iPhone camera adjustable camera aperture ,8 years ,yes people years behind their competition.","author":"@trevorwilson2966","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"d747e8f8-7eea-4810-a802-f52ba977ea21","source":"youtube","source_id":"UgwBV2EeaWChL-UhV7J4AaABAg","content_type":"comment","title":null,"body_preview":"09:21 Thanks Jerry, we would never have seen that logo if we hadn't watched your video.","author":"@YUJI-XP-jjk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"69ba2d3e-4f6a-4d25-adbd-1088e4781aac","source":"youtube","source_id":"UgxUT3SjR59Vab7sPY14AaABAg","content_type":"comment","title":null,"body_preview":"in 2032 they will make one transparent iphone, lol","author":"@zero4none","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"4acf2c7f-b793-49b8-b7a2-ab6a3876a327","source":"youtube","source_id":"Ugy4zf21IVBxuOTRx8N4AaABAg","content_type":"comment","title":null,"body_preview":"Does the phone still work after you were done with this ?","author":"@florian1407","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"3b6ea5fe-b51a-4502-8038-b2556775fcac","source":"youtube","source_id":"Ugyk-sGPHLwEDUMQAKV4AaABAg","content_type":"comment","title":null,"body_preview":"My favorite release ever was the iPhone 7. Because the water resistance was such a game changer, as an outdoor person, in terms of peace of mind. For people who are photographers, I suspect the 18 Pro","author":"@PlayerGuyPlays","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"9b9c2b3c-aa10-4e87-94f3-619ca3b15d2a","source":"youtube","source_id":"UgwYZaR1cv6Z8kyL1UV4AaABAg","content_type":"comment","title":null,"body_preview":"“Wala!”\n\n🙄\n\nThe word you’re looking for is “voila.”","author":"@Mervin82011","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"e53d1ea7-c98a-486b-8018-aea326931001","source":"youtube","source_id":"Ugwrkp2Zi4LSpwD4Ttt4AaABAg","content_type":"comment","title":null,"body_preview":"Привіт! Ви замахали поганити 18 iPhone. Навіть телефони з військовим ступенем захисту деруться та затираються. Ідеальних матеріалів не буває. Корпус 18 iPhone на достатньому рівні захисту. Користувати","author":"@stasdilan1625","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"0ba7fbf4-b275-4203-9080-bffa5f07627b","source":"youtube","source_id":"UgzDRF19-GQZyXeuIkF4AaABAg","content_type":"comment","title":null,"body_preview":"I wish i would have my financial situation the same like urs","author":"@antonioflorea7213","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"2a18f4f9-8610-4526-bd79-570b881dd273","source":"youtube","source_id":"UgxQWOkfWYCYiF7AzCp4AaABAg","content_type":"comment","title":null,"body_preview":"Id like to see you teardown the tracker card. How the hell they stuff a charging coil, battery, and speaker into that tiny thing.","author":"@SkylerB17","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"d082a1f8-f241-4038-b1dc-bbe33061eefc","source":"youtube","source_id":"UgxQHn8IHdfShEDnH7Z4AaABAg","content_type":"comment","title":null,"body_preview":"Can you detect if there are any shady components from a certain country that shall not be named","author":"@simpleitsdanny","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"7822d6bd-4084-4678-b4cd-3e6e1cc97384","source":"youtube","source_id":"UgxLBkXNAEgBkEjlaYZ4AaABAg","content_type":"comment","title":null,"body_preview":"casually destroying a phone that would've taken me years to get 😭","author":"@axlesoftmc","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"c495c972-dd67-4da8-a8b1-5663f2c6db26","source":"youtube","source_id":"Pc1JzImPw_M","content_type":"post","title":"iPhone 18 Pro TEARDOWN: They aren't going to like this...","body_preview":"Its time to take apart the new iPhone 18 Pro from Apple - get your own Transparent Power Bank from Ridge HERE: https://www.RIDGE.com/JERRYRIG its amazing.  Apple just released their new iPhone 18 pro ","author":"JerryRigEverything","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","specific_content_hook","call_to_action_style"],"bot_score":0.3921055102541864,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pc1JzImPw_M"},{"id":"eca9944f-c51a-4a71-b550-bbc218610aba","source":"youtube","source_id":"UgwpouxJ5SfqRLam9LB4AaABAg","content_type":"comment","title":null,"body_preview":"If you're gonna cut positive and negative wires simultaneously, disconnect the battery first.\nOr simply cut only one wire at a time.","author":"@jstravelers4094","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"6711234a-7cd2-4078-a541-b6e5483b8a36","source":"youtube","source_id":"UgzxjTvsj7C5NxDt3D14AaABAg","content_type":"comment","title":null,"body_preview":"Basically a Scotch Lock connector. Very prone to coorosion","author":"@redmesa2975","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"fcef138e-c826-42b1-9b7a-6ddca8e3bc13","source":"youtube","source_id":"UgzbrMOY-X4p8rqCJsJ4AaABAg","content_type":"comment","title":null,"body_preview":"It works when your wires don't quite touch. Trust me. Just use higher rated connectors. Fixed two broken wires in my attic like that. Ten yrs ago. The Electrician did it. Solid as hec.","author":"@Hhbdr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"36603bc7-67a7-4d7b-8646-70d8674dc0ab","source":"youtube","source_id":"UgzJNyiT9UO45v-8OIh4AaABAg","content_type":"comment","title":null,"body_preview":"i've replaced hundreds of those useless things, some brands are better than others but they all fail eventually.","author":"@danielponiatowski7368","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"f4be79fa-e480-4984-8a7d-c952c09525a9","source":"youtube","source_id":"Ugym0Cu24NTCk6ghnCh4AaABAg","content_type":"comment","title":null,"body_preview":"Nice... how do you prevent corrosion due to being in an automotive environment?","author":"@davidrandall4001","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive","absence_of_personality"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"3f7086fb-257c-47d1-8b92-46f91ce84824","source":"youtube","source_id":"Ugyux2THKAVcrnik7Gd4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone else: where to get hat connector?\nMe: where to get those crayon shin stickers?","author":"@JL-지민","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"31d34103-f896-4adf-87e6-052b24b18109","source":"youtube","source_id":"UgxGVQCQ759IHwT2SrB4AaABAg","content_type":"comment","title":null,"body_preview":"Junk. 35 years in aviation maintenance. Use environmental splices.","author":"@dbcooper7477","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"7d7cbc88-2ae8-4f28-ad50-411e45622768","source":"youtube","source_id":"Ugz1oBaX1IECWaMRmyZ4AaABAg","content_type":"comment","title":null,"body_preview":"Why was there a wire on fire in the beginning of this video— no explanation—","author":"@sahleshiferaw3809","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"4e61f1b9-5848-4ef1-aaa5-a659d18ca1ce","source":"youtube","source_id":"UgzDJmx_cNgMc4UfTM94AaABAg","content_type":"comment","title":null,"body_preview":"Good job adding impedance to the speaker and making the radio/amp work harder SMH","author":"@dandaddavi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"d30c80e8-7474-403a-87b3-413d615642ff","source":"youtube","source_id":"UgyzJrGeBro6d8hHBAN4AaABAg","content_type":"comment","title":null,"body_preview":"could you explain the fire loop a little better please.","author":"@Coaster_Mech","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"66e9c754-4d2b-4cb6-ab72-e55ee5cdbc07","source":"youtube","source_id":"UgyMT49pH0t7u3syx5Z4AaABAg","content_type":"comment","title":null,"body_preview":"And in 18 months they will be corroded and open circuit, just like the scotch locs that professional quit using in the 1980's.  Fix it right the first time you hack.","author":"@barbmelle3136","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"7851b9b7-4e06-48f4-a106-62e8f79b8761","source":"youtube","source_id":"UgwcEriyM01stjreBHp4AaABAg","content_type":"comment","title":null,"body_preview":"lol, customer has already diagnosed problem, dont need you","author":"@robert5726","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"ba02008e-e525-4a9a-85a4-4a47c064a684","source":"youtube","source_id":"Ugx4w9POeFP7xUhPTMt4AaABAg","content_type":"comment","title":null,"body_preview":"I've used those a few times in a pinch while on vacation , But I still prefer soldering.","author":"@PlayingInVestapol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YXsHL5H9YuE"},{"id":"7870d5ef-c870-49d5-866d-0f5a58b57725","source":"youtube","source_id":"Ugz5ufJWu6Add6pS8Sl4AaABAg","content_type":"comment","title":null,"body_preview":"https://youtube.com/shorts/l3JIB6_RXYE?si=ndNvTwSymEJtdFg0","author":"@KimberlymelissaMoyacordoba","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","lack_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=l3JIB6_RXYE"},{"id":"2de2c64d-8dc7-4c64-b393-24a2a76a4b75","source":"youtube","source_id":"UgxeM2Pt5sOqBM6MSDV4AaABAg","content_type":"comment","title":null,"body_preview":"No sean dado cuenta que la olla siempre aprese en todas partes","author":"@BelenCastilla-d4f","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=l3JIB6_RXYE"},{"id":"e89d9fa8-1935-4405-9b57-548060f5bc22","source":"youtube","source_id":"UgzZLu-ECvGtcq3NCiR4AaABAg","content_type":"comment","title":null,"body_preview":"https://youtube.com/shorts/l3JIB6_RXYE?si=nBIuy9o0oEXorwLx","author":"@BarbaritaSaenz-kj7td","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=l3JIB6_RXYE"},{"id":"ff64a069-4131-4596-a19b-d34984a3d42f","source":"youtube","source_id":"l3JIB6_RXYE","content_type":"post","title":"Introducing the \"VitaWear SmartBand,\" a next-generation wearablegadget #shorts #gadgets","body_preview":"Smart Appliances!, Tools Items, New Gadgets, Versatile Utensils,\nIntroducing the \"VitaWear SmartBand,\" a next-generation wearable gadget🎉 that combines health monitoring, productivity tools, and enter","author":"Dare Nation","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=l3JIB6_RXYE"},{"id":"8c61dfdd-a24a-4701-a4c7-4ffe2863a929","source":"youtube","source_id":"UgyWus79SERwitHdcw94AaABAg","content_type":"comment","title":null,"body_preview":"He ain't gonna do shit either,billionaires gonna make these a common neighborhood problem","author":"@pupraf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"02206b6b-6e59-4f54-adb6-88255c37d890","source":"youtube","source_id":"UgxbPxtT0NSvaunSBHJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is another reason why I don’t think AI can take over the world.   Where’s the power, the energy to support it.  And if it did start going wild, shouldn’t humans be able to unplug it?","author":"@julieralls","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"cd85d301-6ce2-4c05-a52d-727265d5546d","source":"youtube","source_id":"UgxTLlXx-axwg4YAOjR4AaABAg","content_type":"comment","title":null,"body_preview":"Republican governors and city/town members are selling out their cities, towns, and states.","author":"@donnamarcano5819","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"97cf9ecc-e37e-45a5-a2ee-a0f52b4e3aef","source":"youtube","source_id":"UgzGkeCnfDMcnawJOVp4AaABAg","content_type":"comment","title":null,"body_preview":"Those are harmful frequencies that data centers are emitting","author":"@goodkarma69","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"7f34f6db-d84f-4d7e-9120-f053382c08d5","source":"youtube","source_id":"UgzQOQNOQoUYjynUa8d4AaABAg","content_type":"comment","title":null,"body_preview":"It’s pretty obvious aliens run the country. A whole Nother entity is cause humans wouldn’t do this.","author":"@Skidy40","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"7acc5a53-5013-4acb-aa36-c9882fc2bac0","source":"youtube","source_id":"UgxJmnmjelzBwfHMVzJ4AaABAg","content_type":"comment","title":null,"body_preview":"Welcome to Loudoun County, VA your Data Center vacation spot. Hundreds of data centers. It's so pretty!!","author":"@linlouwho123","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"30b7c1db-997b-4ecf-acb0-d6ad5c0b143f","source":"youtube","source_id":"UgyOokWpv7GxecSsfSx4AaABAg","content_type":"comment","title":null,"body_preview":"I knew Trump would destroy the world, but I didn’t think it would be this bad and fast.","author":"@CandiceOssman-j6e","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"e5bf3481-3703-4df4-97ac-9e4ff7c00c16","source":"youtube","source_id":"UgydB7oc8EVYxbncNKx4AaABAg","content_type":"comment","title":null,"body_preview":"What in the actual real estate scam? Too many. They’re the new Mall.","author":"@valleyDweller","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"659f9af3-33e0-4bfb-859f-389bd49462b7","source":"youtube","source_id":"Ugyqol1Kkqt6N-wY43V4AaABAg","content_type":"comment","title":null,"body_preview":"DNC, denounce data centers en masse, NOW!!! Use this issue!!! No time to waste.","author":"@tonycatsup2175","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"56e2e823-3bbd-449f-9431-ffda0659ca1c","source":"youtube","source_id":"UgxFi-3uuC93gnkbw7l4AaABAg","content_type":"comment","title":null,"body_preview":"Just wait until AI wakes up - humanity’s entire purpose for being retained will be to build these.","author":"@Froggy01-t7t","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"5c97107b-7c5b-4214-8a7d-7f14ccf20442","source":"youtube","source_id":"UgxKD07ld6p5-HjqGuh4AaABAg","content_type":"comment","title":null,"body_preview":"How is this legal. It's a residential neighborhood. All the land we have and u have to build them rite there. I bet these rich pos wouldn't put them next to there homes","author":"@remi-qq4uk","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_emotion","imperfect_expression","strong_opinion","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"efa1a382-8e77-4b4b-8427-67d3dbf417ff","source":"youtube","source_id":"UgwR9ELb6EECRvj24qN4AaABAg","content_type":"comment","title":null,"body_preview":"Vote out those politicians who allow data centers. Then vote in candidates who will outlaw them and force the companies to tear the existing ones down.","author":"@AD-rl4jv","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"8542e733-d69a-49d2-88be-aa480cb35e26","source":"youtube","source_id":"UgxRCiEbDYkw88fC29t4AaABAg","content_type":"comment","title":null,"body_preview":"I mean...as long as they keep building them in red cities/states maybe FINALLY something actually effects them and they FINALLY CARE","author":"@swtgrl2no","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"b3375e76-e0ea-4ad4-bb64-3e54112bb337","source":"youtube","source_id":"Ugy0F7f4YmrT5jcOd2d4AaABAg","content_type":"comment","title":null,"body_preview":"THE DATA CENTER IS FOR THEM TO TRY & FIND THEIR WAY BACK TO THE DIMENSION THEY CAME FROM 🧮 🌌 🔎👽 🕳️ SO THEY ARE BASICALLY STEALING ENERGY & DESTROY OUR PLANET TO GET BACK BUT ARE ALREADY HELD IN THE BA","author":"@diamondqueenentertainment4162","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","emoji_heavy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"b68373ed-206f-41aa-b869-92c98a36f53d","source":"youtube","source_id":"Ugz38ZNH4sSg_HOWGhp4AaABAg","content_type":"comment","title":null,"body_preview":"What is a Corporatocracy?\n• Definition: A system where the boundary between government authority and corporate power dissolves, leading to governance that prioritizes corporate profit over public welf","author":"@M.J.212","classification":"ai_generated","confidence":0.95,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"d726c6d2-c8df-4558-8663-8c364cc63b72","source":"youtube","source_id":"UgxTauLqFkXO-8nK8TR4AaABAg","content_type":"comment","title":null,"body_preview":"Waaaaaah, we want all the science, and technology, and we want all goods and services, but we don't want to ever contribute to any of it.  NIMBY trash.","author":"@brianmurphy8811","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"e55a40d5-4416-4fee-99e8-fd58f68c9b8a","source":"youtube","source_id":"Ugz1-o4p7rkA6I66OsZ4AaABAg","content_type":"comment","title":null,"body_preview":"SOMEONE IN THAT COMMUNITY SPOKE WITH THOSE PEOPLE AND ACCEPTED A BAG OF MONEY FOR  THAT MESS THAT YOU PEOPLE ARE IN.😢😢😢😢😢😢","author":"@judywilliams3399","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"809ba5a4-137d-4b26-8133-713ab944b8e0","source":"youtube","source_id":"Ugz6rB4BfIoPCmyZPNV4AaABAg","content_type":"comment","title":null,"body_preview":"White racism is also a data center! LOL You voted for it!","author":"@Linm1Win","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","imperfect_expression","absence_of_hedging","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"2de09353-2e32-40a0-abe6-e209952724fa","source":"youtube","source_id":"UgwHm1HDsQAF8rrFfrV4AaABAg","content_type":"comment","title":null,"body_preview":"Enough. It's time to take action on these data gathering centres.","author":"@Peejay1966","classification":"human_created","confidence":0.72,"indicators":["terse_reply","strong_opinion","platform_native_style","short_content_length"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"915b25c5-e3fe-4aaf-97d5-1e3552a4ae4d","source":"youtube","source_id":"CN1kkq4Hbbs","content_type":"post","title":"The data center next door","body_preview":"Duet with: https://www.tiktok.com/@david_jolly\nOriginal video: https://www.tiktok.com/@david_jolly/video/7688022861029674253\n#duet #politics #news #commentary #politicalnews\n\nIf you have the means and","author":"Hawk's Podcasts / mdg650hawk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.17451082214562047,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CN1kkq4Hbbs"},{"id":"b728ecc0-2a63-4251-899d-a2da1e6ea4f1","source":"youtube","source_id":"UgyLIJjA5g7k6EcHF7Z4AaABAg","content_type":"comment","title":null,"body_preview":"But is that a real iPhone 18 because iPhone 17 just came out","author":"@meaganprice3286","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"7a7fe2ab-29a3-45db-9711-d8ea9089b06c","source":"youtube","source_id":"UgyLWpUbYLHq_HjDtuF4AaABAg","content_type":"comment","title":null,"body_preview":"It is my favorite color like ever but I’m not rich like Apple thinks I am so I cry in pitty😂","author":"@Darkness_Engulfs","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"0c71cb2c-e6ed-4f0d-b6ab-c4614cd29758","source":"youtube","source_id":"UgwJXo24Xqpueg7vX_Z4AaABAg","content_type":"comment","title":null,"body_preview":"I phone took one year to change the colour of I phone 17 and then call it I phone 18","author":"@NahidaIslam-n9t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"c7026c14-bff0-4e60-96d6-843a460e1b81","source":"youtube","source_id":"UgxX0zwhBGBpownkEZx4AaABAg","content_type":"comment","title":null,"body_preview":"y’all truly don’t give a fuck abt Congo and it’s sad, and i feel truly bad for all of you.","author":"@tattooeddheartt","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"b877e6ed-40cf-4505-ae8c-97a558db72af","source":"youtube","source_id":"UgweY-wW4zf_Wbpa5Uh4AaABAg","content_type":"comment","title":null,"body_preview":"Skibidi dip, your whooped your skibidi, love your whoop your whooped I love your videos","author":"@paimon8280","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"514b89a9-45d8-4ee0-bdff-643208ab966b","source":"youtube","source_id":"Ugzeeq9Vw60DyH9Knu54AaABAg","content_type":"comment","title":null,"body_preview":"Jesus Christ that’s a $1,300 phone. Don’t be so rough with it. Who are you Techrax?","author":"@CyberHawk1011","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"c4586629-6b80-4c76-939b-5d0dce7a3fc4","source":"youtube","source_id":"UgyyK-XnxpWWcEPEDvx4AaABAg","content_type":"comment","title":null,"body_preview":"I want that phone  so bad. I begged my mom for it, but I didn’t get it.","author":"@Cocolovesblue","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"81586a58-492d-4b1d-b3ec-4c7629603e39","source":"youtube","source_id":"Ugzdvps-805qfSt--rt4AaABAg","content_type":"comment","title":null,"body_preview":"How do you have so many phones can you send me one","author":"@DrDount2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"621288e0-7005-4984-a970-1173ea0d8920","source":"youtube","source_id":"UgyG5Yn63-Jy9bWLzBd4AaABAg","content_type":"comment","title":null,"body_preview":"I think I missed like a couple of centuries because last time I checked she was a tech creator and now she mixed it with slime obsession like????","author":"@giulsgasi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"8033b800-a16f-4886-9cc8-65749be8096d","source":"youtube","source_id":"UgwICP_5nbJFKR6YAsN4AaABAg","content_type":"comment","title":null,"body_preview":"My question is, where does he get so much money to buy everything he has now?😭","author":"@Iker-b7o1n","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"31c8d889-c9f0-48aa-b127-2c36808b8f3b","source":"youtube","source_id":"Ugxjy5zn3eoFjteCpv14AaABAg","content_type":"comment","title":null,"body_preview":"The “WHAT ARE YOU GOING TO DO ABOUT IT !” got me rolling😊","author":"@EvelynThor","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A973gceM3Hc"},{"id":"04419167-75a4-4106-9293-7c06314b4cbc","source":"youtube","source_id":"UgxiydRcGEPRJn3BTc94AaABAg","content_type":"comment","title":null,"body_preview":"I need an iPhone 17e case I haven't been finding any cute ones. The only ones I have been finding since it dropped were those boring clear ones","author":"@Billiesnumber1fan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=a3ybVawXt0I"},{"id":"0cf88aef-d70b-4b1e-950d-f11b7eae43aa","source":"youtube","source_id":"Ugzt-QMqLgMMjmH9eF54AaABAg","content_type":"comment","title":null,"body_preview":"Hii can u doo a covwerr for samsung galaxyy s7 edge it is a rare model and like i am using it rn bit itsss too old","author":"@AnabiaSheikh-b3k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal 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hinge.","author":"@SunitaTeji-e2k","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=a3ybVawXt0I"},{"id":"ceb2db0c-8450-4645-9cee-6baa4d56f073","source":"youtube","source_id":"UgxlNlFt5kX6Y_q8nf14AaABAg","content_type":"comment","title":null,"body_preview":"Me xause samsung released the flip phone years ago 👁👄👁","author":"@leeknowslastnerve","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal 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idk???","author":"@oxanab505","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=a3ybVawXt0I"},{"id":"eda02820-2d9e-47f3-b057-fc816325eab7","source":"youtube","source_id":"UgzgKfb1WtIcy2rsKf94AaABAg","content_type":"comment","title":null,"body_preview":"Can you make me an aesthetic I phone case for \nI phone:17e","author":"@hildamartinez1732","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:12 GMT+0000 (Coordinated Universal 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everytime","author":"@crescentrose9282","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"6c513b69-aaaf-4841-a377-248f2995618d","source":"youtube","source_id":"UgxDluRTQFYLMBbiN7x4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't Apple take liquid glass from Aero? Sweeping judgements","author":"@MinitoonXD","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"b03bb198-1845-4f0e-bcfd-e767c6867eb0","source":"youtube","source_id":"UgxfoGgQJdC9dN9MJad4AaABAg","content_type":"comment","title":null,"body_preview":"it's not tech companies copying the animation specifically it suggests the fact that Android and Windows are more versatile you can let you like customize your s*** however you want so yeah that's the","author":"@Dazay666","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"d03d21de-cc67-4bed-9269-ee3901fa3c45","source":"youtube","source_id":"Ugwqthm1UjRTX9PdKUl4AaABAg","content_type":"comment","title":null,"body_preview":"That Samsung animation does not look smooth at all","author":"@killamain6405","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"d18cdbe0-beca-4f19-b025-e90b6a66a262","source":"youtube","source_id":"Ugwep-7PCf7Ya26sZaF4AaABAg","content_type":"comment","title":null,"body_preview":"How much of the battery does it use on noth devices? It looks taxing...","author":"@N1cky25","classification":"human_created","confidence":0.7,"indicators":["terse_replies","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"9b57ee9e-238b-4bef-a9c4-22660dab68a9","source":"youtube","source_id":"UgwarLi3Ps9-_bqGu5J4AaABAg","content_type":"comment","title":null,"body_preview":"Well they did rip off the fold from Android phones","author":"@krizztream69420","classification":"human_created","confidence":0.7,"indicators":["terse_replies","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal 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apple","author":"@meems_64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"acaee4fd-c8b3-4d83-8c0c-4b436ef9f277","source":"youtube","source_id":"UgxGLfVtvNLFpqlsADl4AaABAg","content_type":"comment","title":null,"body_preview":"Ive never understood being a consumer so hard that i need to dickride one company vs another","author":"@Sickkid1313","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal 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school","author":"@amondickerson3449","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"5007cc64-9ae8-4062-8e98-51e5b2ba74bf","source":"youtube","source_id":"Ugwa48V_GcyXlPJJXZ14AaABAg","content_type":"comment","title":null,"body_preview":"wait until he finds out samsung provides apple with the screens of their iPhones lol","author":"@ErmesCvlto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"00e6d7bb-6bb0-44e6-9230-3f585efcc515","source":"youtube","source_id":"Ugx7Rxk8t_R9PkgE5HB4AaABAg","content_type":"comment","title":null,"body_preview":"\"rip off from apple\" when apple didn't flipping invent the liquid glass look\n\nand since we're calling using eachothers ideas \"ripping off\" it's crazy how the iPhone duo ripped off split screen from an","author":"@daveco15","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"020f4b98-49b8-420d-b8ce-ac9a665db4a3","source":"youtube","source_id":"UgyWTnm-PIJ8RGmkLrF4AaABAg","content_type":"comment","title":null,"body_preview":"That's the beauty of Android OS. Custom UIs. Choices.","author":"@QuantumGridPixel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"b40a6b3c-e1a7-4e92-8504-eb651c20545c","source":"youtube","source_id":"UgziQr4IbZVc_jVNheV4AaABAg","content_type":"comment","title":null,"body_preview":"Ah yes the company that makes apples displays ripped off liquid  glass from apples displays most definitely\n\nEdit: and the xiaomi fold dropped first","author":"@morganashley-d1l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"c9c82023-7b50-407a-9438-2266c8b1be10","source":"youtube","source_id":"UgzSVUEm_WogIlDcxWF4AaABAg","content_type":"comment","title":null,"body_preview":"It’s always funny to me when people are like “androids just get the innovation faster, Apple is just overpriced old tech” like yeah it’s experimental though… remember when the I phones were blowing up","author":"@AaronVgoat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"02479ce2-887f-494d-b24c-4c4bf933bc4e","source":"youtube","source_id":"UgymBAWNneDFHuOxBr94AaABAg","content_type":"comment","title":null,"body_preview":"Idgaf about the animation. Adding complexity for almost no reward.","author":"@AIBear-g4e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"070bc9e9-84cc-424c-ad34-e479514ee1d3","source":"youtube","source_id":"UgyZso7Sxg0LiMHbKf94AaABAg","content_type":"comment","title":null,"body_preview":"The difference is when you open Duo, it appears on the same screen, all the android folds has this brief pause/glitch in the animation, it’s not as smooth or seamless.","author":"@punchmonc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"d695e4c3-f42a-41fc-9460-40f353d9fac4","source":"youtube","source_id":"UgxiR7BoGqgwuLi2vK14AaABAg","content_type":"comment","title":null,"body_preview":"Apple: we're going to copy everyone else, then gaslight people into thinking we were the first","author":"@rodneythundercock","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"e49298e8-9b20-4214-8156-3cc244e5dd8b","source":"youtube","source_id":"UgzyII0eXP-qYvNQy5d4AaABAg","content_type":"comment","title":null,"body_preview":"I would like to know how this works cause in my head how it works is it plays an animation when it detects the change. if thats right wont this slow your phone cpu and have the possibility of if somet","author":"@RLee-jh8sv","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"6c374ec7-9fe2-47be-aeac-e3079f0c3ae9","source":"youtube","source_id":"Ugyh-ragZH7EkT9cVoh4AaABAg","content_type":"comment","title":null,"body_preview":"It is just how flexible Android devices are. \nIOS will never. 😂😂😂","author":"@ALPHA-DOG-3000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"ceec6f60-71a5-468c-a97f-a20e4c8d5a66","source":"youtube","source_id":"UgxsexKpC774F0Y9C-54AaABAg","content_type":"comment","title":null,"body_preview":"I'm curious to see how phones would've evolved after the BlackBerry if apple didn't exist...","author":"@arunav_daytona","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"11437f25-68fd-4ced-8cab-a442db102a69","source":"youtube","source_id":"Ugz8lmtBzVV11I4gMqN4AaABAg","content_type":"comment","title":null,"body_preview":"The apple effect. They release something, be it actually good or just hyped everyone copies it in the hope that they can compete for the apple crowd","author":"@TheRealMrSnow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EJYwGY8nl34"},{"id":"e4beaca9-cc73-411f-9346-7fa2ef8d1e63","source":"youtube","source_id":"UgxWK-dgs-whYljeiRZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trust me, those people who said \"oh we stopped buying Iphone for this\" is completely bullshit...\nIt still sold out","author":"@IrfanIrwan-u2w7p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"c0e7ca3b-8bfc-458c-aebb-98bb078279ff","source":"youtube","source_id":"Ugx82p1KZ-AZJ5XdI094AaABAg","content_type":"comment","title":null,"body_preview":"All of my favorite short creators contain the same fan bases","author":"@RagemonsterisI","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"5025efaa-316a-4c67-b5f5-d20fcb7eb2aa","source":"youtube","source_id":"Ugx8dPBIt0jyMfwxhTh4AaABAg","content_type":"comment","title":null,"body_preview":"Rich people giving away free expensive items to rich people","author":"@Robin-s9f7d","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"664c8339-3b67-43d1-806a-93fb09e794ac","source":"youtube","source_id":"UgynecPyYtfgD6j1rhd4AaABAg","content_type":"comment","title":null,"body_preview":"I mean, they gift it to the ppl with the most influence, and having money is just a byproduct of that. They don’t owe anyone anything","author":"@gabelol9987","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"86373d8c-4125-4b3e-bfd0-1c0b120fa11e","source":"youtube","source_id":"UgzB7CZrE8pt9VFpJ4B4AaABAg","content_type":"comment","title":null,"body_preview":"Weird that apple fans are just now finally realizing that apple is a trash company","author":"@ddmalcore","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"782e433d-6dc0-44fd-99cd-964d3a1bb518","source":"youtube","source_id":"UgzHCHcgaoUgeWoM6Dp4AaABAg","content_type":"comment","title":null,"body_preview":"Meanwhile, i won't have to replace my S22 until i inevitably destroy it while drunk......like the S21😑","author":"@nautilusmc7552","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"4be7a624-6fb0-4a9c-a161-be53ed1a2f27","source":"youtube","source_id":"UgwwN0OBCCpmMv1ivIx4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, totally logical thing to do considering how they all are super rich people who can buy multiple iPhones at the same time if they wanted, instead of giving them out to people who saved for months","author":"@ItsjustJose.239","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"64941573-b3a9-40f7-b112-c708d28e9a1e","source":"youtube","source_id":"UgzNTZ6fFfirzNwJMCJ4AaABAg","content_type":"comment","title":null,"body_preview":"If CarterPCs didn't get one, I'm not buying an Apple product ever","author":"@LegendaryMaoMao20","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"94cb048d-7331-4edf-bd6b-5487f0fada73","source":"youtube","source_id":"Ugx46KhGY_IbiV2eP9Z4AaABAg","content_type":"comment","title":null,"body_preview":"Why I want a I phone because celebrities have a iPhone I need to get one fuck no that's stupid.","author":"@LoneWolf_PR25","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"bf057860-32d1-4abb-9193-6760e0c0abba","source":"youtube","source_id":"UgyFubXXRXHAD9Oq_NN4AaABAg","content_type":"comment","title":null,"body_preview":"People getting angry because the influenser they follow get free stuff when they are the reason that the influencers get free stuff","author":"@thegotlandisfarmer8774","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"b0d05726-e3cd-44e2-b3c7-718d2fda000d","source":"youtube","source_id":"Ugy5yk9dsHeOFZehOFN4AaABAg","content_type":"comment","title":null,"body_preview":"Gng apple does NOT give a flying fuck about X comments😭💔","author":"@salmon.senpai1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"52b7accd-3b24-4ebe-99b8-5bd8f9ab7629","source":"youtube","source_id":"UgyfJ3_-Pbm235Eqej94AaABAg","content_type":"comment","title":null,"body_preview":"oh the premium brand that makes mid phones worse than most phones by 1-2 generations only giving to rich ppl wowie","author":"@thefurryinfinite","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U3AIIjtKAc0"},{"id":"1ae12115-05cb-487f-b31a-95af6f43ac7e","source":"youtube","source_id":"UgxM-JgcfudDHWHFrfx4AaABAg","content_type":"comment","title":null,"body_preview":"I have an extremely horrible problem, i dont have a 3d printer","author":"@AndreiOgurchikov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"380a1191-6b06-48e1-86a5-e9c32ef2fe5e","source":"youtube","source_id":"UgwCb9bel6A7UjF3ViR4AaABAg","content_type":"comment","title":null,"body_preview":"so... what do I need to do for the printer to not ruin a print that I would really love to do? Nozzle scrapes against layers, turning the print into confetti.","author":"@GoblinEngie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","specific_problem_description"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"813fae5a-9376-4b0f-be59-1c8729c9bf92","source":"youtube","source_id":"UgyIPUsiwinUOt3WASd4AaABAg","content_type":"comment","title":null,"body_preview":"Literally prints normal changes setting prints garbage posts reverse","author":"@Eskimo0money","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"9a525e71-a415-41d7-a562-96e6d4556d2e","source":"youtube","source_id":"Ugx408puCH_xnVTAsWl4AaABAg","content_type":"comment","title":null,"body_preview":"Hey theres a ai slop channel copying you clled TripoAI, copying stuff like “This your print, this mine why yours worse” from u","author":"@YamanSabuncu-eg8nl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","specific_observation"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"3f50a6e6-5c40-430a-bb33-5ecb2c9bb2fe","source":"youtube","source_id":"UgyuHkgNE41SOnAxtXV4AaABAg","content_type":"comment","title":null,"body_preview":"“How to get your’s like mine!” Every example just requires more time and/or money","author":"@skykibo7289","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"6cf7b05a-49f5-4ebf-9f22-00f025643968","source":"youtube","source_id":"UgwyYyhxyL7Rf11kGXl4AaABAg","content_type":"comment","title":null,"body_preview":"Plug and play without saying it..   any printer can get those results. It’s the knowledge of the tool holder that counts…","author":"@Imnottox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"25b2b2c3-efa6-4e2c-9241-58dec8548d6d","source":"youtube","source_id":"UgyNCAA54hWYTAEFs4V4AaABAg","content_type":"comment","title":null,"body_preview":"Do I have a 3d printer? \nNo.\nDid I still proceed to watch the entire thing?\nYes.","author":"@mp6491","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"dbd125f6-88af-4cd7-9e85-7e8524111193","source":"youtube","source_id":"Ugw0MBjAIjWBo1n6Lw54AaABAg","content_type":"comment","title":null,"body_preview":"Me with my 5 tool head Prusa XL: 😂… I can do this I’m my sleep. (Could also be said with any other tool changer.)","author":"@loganstallings13","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"b51c15be-7abc-4732-970b-1268f298ff81","source":"youtube","source_id":"Ugzhn4DffOCOKAUWL9x4AaABAg","content_type":"comment","title":null,"body_preview":"This video is why we need to dislike button because I want to dislike this video cause why is he exulting me? I don’t even got a 3-D printer. All he saying is mine is better yours not even your 3-D pr","author":"@blackqueen2k3","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"365633ae-bcbe-455f-823d-080b51db9b46","source":"youtube","source_id":"UgyQTaF4qiJ6m-CJhRl4AaABAg","content_type":"comment","title":null,"body_preview":"Why tf did you put the airpod battery sound at the start","author":"@epicfeminist","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xBbMQy-mSi0"},{"id":"abb948e1-9cc2-48cb-a2d6-92c03233ff10","source":"youtube","source_id":"UgxsSMItZNxkgzrCCMl4AaABAg","content_type":"comment","title":null,"body_preview":"wii u is nowhere near the worst of anything. it's nintendos best try at a console","author":"@Steamedpeas","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"6925a654-3838-46ff-81de-60d37f905254","source":"youtube","source_id":"Ugx4Ad-w3nSaTH7tKE14AaABAg","content_type":"comment","title":null,"body_preview":"This man has had braces for like 10 years. wtf is going on?","author":"@LSH988","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"23196495-b3d4-4fd6-9808-c001706f565c","source":"youtube","source_id":"UgzHUyIWDIBnBAWlSQR4AaABAg","content_type":"comment","title":null,"body_preview":"woof.. harmony remotes. the cumulative time that harmony remote owners have spent debugging their remotes has gotta be a millennia.","author":"@firstyoutubehandle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"4a1ca16b-4afa-458e-80f4-c5e9813a42f9","source":"youtube","source_id":"Ugzk5W5cVGdeudft-EB4AaABAg","content_type":"comment","title":null,"body_preview":"WAIT A MINUTE ... \n\nDid you actually say, \"To their credit, Logitech, who acquired Harmony, hasn't actually disabled any of its functions ... \"\n\nWHAT THE ACTUAL ... \n\nMaintaining existing functions is","author":"@unknownuser069","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"5d24e649-7663-4aa7-9b47-b07b4e9d5494","source":"youtube","source_id":"UgxpE9h5PVw3yMtGE7F4AaABAg","content_type":"comment","title":null,"body_preview":"Pebble mentioned! Still waiting for my time round 2","author":"@rileykirkham9690","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"f4cbbc42-5833-4265-9e2d-291dc2e0a4dc","source":"youtube","source_id":"UgxGpn63-xmjLiotERF4AaABAg","content_type":"comment","title":null,"body_preview":"Still using my Harmony remote. Wish they had opened it up for tinkers to be able to support them going forward","author":"@O1eP-Tech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"3f4405c7-20d7-4a29-8db1-a30485a6f1db","source":"youtube","source_id":"UgyUQVXAYu1bTeC3Szh4AaABAg","content_type":"comment","title":null,"body_preview":"I still have two harmony remotes and one I retired to use as a backup incase one goes out.  I need a remote for my laser disc player and I’ve tried a lot of remotes including the supposed chines clone","author":"@tomstev5026","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"5a577ebc-5440-4ad2-81d1-0fe7ebe8d926","source":"youtube","source_id":"UgzvltiPR72eN2PaTxR4AaABAg","content_type":"comment","title":null,"body_preview":"With all the GPUs getting larger and larger, is it even possible to make a small PC anymore?","author":"@pvcpaladin","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"e8e59b94-7bd1-4a61-baa5-f80b69f6fd3c","source":"youtube","source_id":"UgyQl-RAevjK70Gl_MZ4AaABAg","content_type":"comment","title":null,"body_preview":"Since Logitech shut down the servers for older Harmony remote software, I've replaced mine with a Wii U gamepad 😂","author":"@maxstevens9643","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"2c8bd739-71ca-45d5-9430-a973d93a098b","source":"youtube","source_id":"UgyRxDxNiYDUQjlrqZZ4AaABAg","content_type":"comment","title":null,"body_preview":"Using tech that doesn't receive security updates and has network functions is one thing if it is behind a firewall and can't connect to the internet, but if it has Wi-Fi or Bluetooth... outch. I hate ","author":"@ryiahbowers3450","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"97b3a710-27bc-43b6-bd66-4aa313b5aeb6","source":"youtube","source_id":"Ugz3cJLqeceVl03kwCF4AaABAg","content_type":"comment","title":null,"body_preview":"The Wii U is a top tier console imo, if you mod it it's a beast","author":"@Banana_Slugcat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"cbbd3c17-5ea8-4070-b245-8f574754d514","source":"youtube","source_id":"UgyTDBGhkVpoqilR9bN4AaABAg","content_type":"comment","title":null,"body_preview":"Don't knock the WiiU. Half of the Switch lineup were just ports of the WiiU version.\nZelda BoTW\nMario 3D World\nSmash Bros that got reworked into Ultimate\nMario Kart 8\nMario Maker\nSplatoon\nEven revived","author":"@Ifslayanct","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"d1a2b30d-beae-4d8a-bf3b-fb7e84654447","source":"youtube","source_id":"Ugz02ncPvV6WCBZ1hCZ4AaABAg","content_type":"comment","title":null,"body_preview":"The Wii U was great and I think everyone just bandwagon hated it.","author":"@jayinjapan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"256f54fe-d0bf-4658-9e47-d3922c615efb","source":"youtube","source_id":"UgxwQDucAkRiLSwJCvh4AaABAg","content_type":"comment","title":null,"body_preview":"With LLMs, I bet we can revive that harmony management tool","author":"@ShawnGoff","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"3152d8d4-1233-4eee-ac0b-5f0483afcc0c","source":"youtube","source_id":"Ugwm7NVlsxZMOYglifx4AaABAg","content_type":"comment","title":null,"body_preview":"Linus ok?, sounds sick, or had a really hard night","author":"@evildeadnzz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"8876857d-6302-4348-ad7a-a3cddb899a3d","source":"youtube","source_id":"Ugxztd2Q8cpfZHjvLLF4AaABAg","content_type":"comment","title":null,"body_preview":"What laptop is Linus showing in this video? Can anyone help please?","author":"@AbdulRahman-lb7bv","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"3090963f-2ea0-4de5-980d-e565ef19b1f2","source":"youtube","source_id":"zH9bqwNShiM","content_type":"post","title":"What's the Worst Tech Linus Still Uses?","body_preview":"We always talk about the best tech we use, but what about the worst tech?","author":"Linus Tech Tips","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0.26991753666690826,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zH9bqwNShiM"},{"id":"dc3a6c03-a007-4df4-a797-46592ef4817c","source":"youtube","source_id":"Ugxp8e82CAT-h7jXYDV4AaABAg","content_type":"comment","title":null,"body_preview":"Most people don’t care about having the best, it’s about brand recognition and familiarity.","author":"@mobileturtle","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"d1f4347a-73f9-4a19-b32d-8bf30ea86dd3","source":"youtube","source_id":"UgxOs577r80J2-cfoOd4AaABAg","content_type":"comment","title":null,"body_preview":"04:34 get that mole on your cheek to be checked by a dermatologist","author":"@justassadauskas","classification":"ai_generated","confidence":0.6,"indicators":["safety_disclaimers","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"5f1797e1-4ae2-464b-86a3-49c58734bdc8","source":"youtube","source_id":"UgwEozkmXtMG6PnE_MB4AaABAg","content_type":"comment","title":null,"body_preview":"working for apple? apple came to the 3rd generation of this party, copying huawei. nobody is making an iphone.","author":"@reslas10","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"764c2775-fb25-4bce-af9c-e61ab322f3ae","source":"youtube","source_id":"UgzBpV5xzzIeLhm8Uhp4AaABAg","content_type":"comment","title":null,"body_preview":"Smishing was an issue in the country I lived in but coming out of a country known for running scams. The courier sms was often followed up with a phone call, all to try and get your credit card detail","author":"@VeronicaThoms-d3s","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","emotional_authenticity","imperfect_expression","platform_fluency","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"51a5eadc-cb2d-4584-a0c9-97cedc509af2","source":"youtube","source_id":"UgwB6UTdBWDTU0U8OzZ4AaABAg","content_type":"comment","title":null,"body_preview":"Everything was compromisable, untill you started talking about the heating issues. Hell nawhh.","author":"@Glory_Bytes","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"63efb0bc-370a-439a-a9ce-f9ff212cf70d","source":"youtube","source_id":"UgyReP-0VpFniPM0xkx4AaABAg","content_type":"comment","title":null,"body_preview":"Let's face it, iPhone nailed it so far. I think it'll be worth getting the more expensive phone this year and enjoy an experience made for it. \nThat being said, 2nd-3rd gens will be much better, and I","author":"@CasualFlyer2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"52658846-ca23-4ef1-9591-8063d989f5ed","source":"youtube","source_id":"UgyGpeXBih5dir0OEKt4AaABAg","content_type":"comment","title":null,"body_preview":"This is why i work overtime take my money 💰 XAOMI 😂😂❤❤","author":"@Ledinha120","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"f121f960-a809-4e56-b8b7-9ce5112559a2","source":"youtube","source_id":"Ugzs0SEnW1MjnLsrOrt4AaABAg","content_type":"comment","title":null,"body_preview":"People in the West seem to think Xiaomi copied the iPhone, even though Xiaomi had similar technology long before the iPhone and with better specifications. Western bubbles","author":"@Jayhan1","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"8a59e83d-9bf8-4592-b05b-a8289be4a4d6","source":"youtube","source_id":"Ugw-eSZT0HPKZJtNYMt4AaABAg","content_type":"comment","title":null,"body_preview":"1:50 This is what happens when Companies make their products in China, They steal intellectual property and make a cheaper copy while charging foreign companies a bit more to make but still cheaper th","author":"@AccountIsAnonymous","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"10666035-eb5b-4290-9be3-b4cf2b9292a8","source":"youtube","source_id":"UgzaMdQWnxbuWNbrXzB4AaABAg","content_type":"comment","title":null,"body_preview":"I love my Xiaomi 15 pro, best phone I ever had, no more iPhones for me this time onwards","author":"@canalbrasillegal4422","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_anecdote","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"81b0f9b3-5f6c-4c75-918a-194f6bb1bd67","source":"youtube","source_id":"UgzngYP0qPP9ocT2Tbt4AaABAg","content_type":"comment","title":null,"body_preview":"This is the tradeoff for a practical slave manufacturing workforce.  Apple knows that.  Its us who they are all laughing at.","author":"@MonkeyBitness","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"e7e00a14-40be-4f57-a9ee-24b9b15280af","source":"youtube","source_id":"UgyQt0jhOVcRBU8TagB4AaABAg","content_type":"comment","title":null,"body_preview":"Cool, right? \nBut, it’s still a COPY and it’s still NOT AN APPLE. \nSo, buy it , and enjoy it. \n😊","author":"@valdirtotal","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"2f75a9ae-6e6f-4c88-811f-73b0c6db2c5d","source":"youtube","source_id":"UgwjyEB4jdnOoSDeypN4AaABAg","content_type":"comment","title":null,"body_preview":"MacOS already scks so hard, when it comes to multi-window and monitor-support and handlung, so its no surprise that their new flagship phone is also bad at it.","author":"@thevikingsock8527","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"783b302a-4694-4d70-afb1-7dca2fa132e4","source":"youtube","source_id":"UgwNM6P9ZycCobcuHqN4AaABAg","content_type":"comment","title":null,"body_preview":"Apples opening and closing animation will get boring and overlooked at some point tho.","author":"@thevikingsock8527","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"40b4e343-8631-48c9-85bf-e0b8226e17ff","source":"youtube","source_id":"UgzvdnoJAsuLRh1y6dx4AaABAg","content_type":"comment","title":null,"body_preview":"I wouldn't buy it for 1600. It doesn't give the same feelings as Iphone does and you can't fool anyone with those cameras.","author":"@yourperson974","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"918c4c2f-3320-4726-a234-03017cd6af01","source":"youtube","source_id":"Ugz1Xqc4V0266UYtvJB4AaABAg","content_type":"comment","title":null,"body_preview":"Android ❌️\nIos ❌️\nXIos ✅️\nXiaomi Integrated Operating System","author":"@LunaShiThings","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"329cbce1-427f-4b4c-9907-f1df7556d76f","source":"youtube","source_id":"Ugx9YNO-Bat4s71g8bl4AaABAg","content_type":"comment","title":null,"body_preview":"I like how he caught the phone flying in from off screen at the beginning of the video","author":"@WALRUSSS","classification":"human_created","confidence":0.7,"indicators":["natural_observation","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"00736033-ed47-4581-92e1-f3cba6078f41","source":"youtube","source_id":"UgwkuZkDxNqcCbRgQfB4AaABAg","content_type":"comment","title":null,"body_preview":"Apple : We added the possibility to open two apps Xiaomi : Hold my beer","author":"@NoahBruijninckx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"3413a1c9-c966-472d-a71e-425e763e5af0","source":"youtube","source_id":"Ugwnm4461dOHkqSXu054AaABAg","content_type":"comment","title":null,"body_preview":"Did the CEO of Xiaomi get fired by apple back in the day or something? \n\nThey have a vendetta against apple 🤣","author":"@SerryJeinfeld","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"da99561f-f945-4ce8-bc78-489c261cd995","source":"youtube","source_id":"UgwKAgP_eGmohnDezQh4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine how good the integration of this phone with the Xiaomi car must be. 😂😂😂","author":"@rikrdonascimento","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"8392a771-76e6-4cb5-9e6c-f127c7824bc3","source":"youtube","source_id":"eYBEJBfq_Zs","content_type":"post","title":"Xiaomi made an iPhone Duo. It’s Unhinged.","body_preview":"Can the Xiaomi 18 Fold take on the iPhone Duo? 😅 \nGo to https://surfshark.com/boss or use code BOSS at checkout to get 4 extra months of Surfshark!\n\nFor my tech hot takes: http://twitter.com/Mrwhoseth","author":"Mrwhosetheboss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_intent","imperfect_expression"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYBEJBfq_Zs"},{"id":"8f622967-a2cd-4067-ab1e-04ec574db6b5","source":"youtube","source_id":"UgxqhkCvGbeXcA7xAah4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, it would be so awesome to wait a minute and a half just to turn the TV on. No thanks lol","author":"@etr7775","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"ce697aa4-809f-48c2-ab59-a7af39f7e5bb","source":"youtube","source_id":"UgxzaxdSl9qm1bpqoa54AaABAg","content_type":"comment","title":null,"body_preview":"Se lo attacchi al soffitto già di quelle dimensioni con un motore che lo fa basculare in basso fai prima e oltretutto se ti gira lo puoi guardare da sdraiato.","author":"@ermannodandrea8344","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"9219d7d8-5e64-4f4e-9f6b-bb5ea7eca099","source":"youtube","source_id":"UgwQthTZgO2KUeKkcSZ4AaABAg","content_type":"comment","title":null,"body_preview":"Love how there's a guy in the background who does a double take, then walks away when he realizes how painfully slow it is","author":"@flashback9563","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"43869cb4-de2e-422c-be75-bb500c19de86","source":"youtube","source_id":"UgyCJ2RxRJdcbqDRO7d4AaABAg","content_type":"comment","title":null,"body_preview":"Why have a slim panel hung on the wall when you can have a Bugatti coffin taking up half the room?","author":"@Pooby1000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"68b65921-2ac4-4d35-b280-f7e00205cf0f","source":"youtube","source_id":"UgxiG_13DhFn6AfC6xx4AaABAg","content_type":"comment","title":null,"body_preview":"نصف ساعه علشان يشتغل !!!!\nما اجمل الموجود الان بضغطة زر 😂","author":"@NewCastleUnited2030","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"cc0d4833-58aa-4e6a-9dd7-6f9f27896512","source":"youtube","source_id":"UgwLGQBoNZSxNnkRfXB4AaABAg","content_type":"comment","title":null,"body_preview":"Who would even want this? It’s ugly as sin unfolded lol","author":"@InfiniteCosmicBeing","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"8da074b4-aea0-4bb7-9ed1-e128e764904b","source":"youtube","source_id":"UgxeasYj3_QrvveC3mt4AaABAg","content_type":"comment","title":null,"body_preview":"The skyline backdrop photo of NYC is more impressive.\nIf this was my t.v., im falling asleep before the darn thing even opens up to view my show before bedtime 🙃\nNot at all interested, just bored","author":"@behlauski4427","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"05c23aaf-fe86-4b76-b9f8-cf925b9326b6","source":"youtube","source_id":"UgwGTI1BK_84WCZAeth4AaABAg","content_type":"comment","title":null,"body_preview":"Just one question??….do you got a model that opens even slower so I can prepare dinner as it’s opening🤭 You would need a maid to start it up for you as you’re on your way home so by the time you get t","author":"@kingofhuecomundo8505","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"d9a8e97c-bc20-45cb-a268-830c486c28cd","source":"youtube","source_id":"UgwhbN3TdMMFHNeCmcN4AaABAg","content_type":"comment","title":null,"body_preview":"If my TV took that long to power on, I’d leave and run errands because I’d lose interest my patience doesn’t go that far","author":"@TheMlvswoll","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"84dcd307-393a-4dd6-9ca3-0be1ff9f2688","source":"youtube","source_id":"UgzZYYUzBfitSB2q-7F4AaABAg","content_type":"comment","title":null,"body_preview":"\"Dad, the TV got stuck again mid transformation!!!\"","author":"@exanhighlander6236","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"0e1f0140-166e-4330-aa4b-84fcf8896780","source":"youtube","source_id":"UgwNlZtgy5ZUsyS7X154AaABAg","content_type":"comment","title":null,"body_preview":"Why did the electric bill increase? We bought a Decepticon of the future.","author":"@TJWill12","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"2117e0d2-f162-4ca6-aa49-5a11b835ee73","source":"youtube","source_id":"UgwTq4zenEp5MYhXOfx4AaABAg","content_type":"comment","title":null,"body_preview":"So people of the future have to wait 20 minutes before they can watch their favorite episode? Grrrrreat😂","author":"@yizzoforus","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"bf87d9f8-e880-43ef-a4e4-2f7d704301a2","source":"youtube","source_id":"UgxZE_2PYMD9KIgnq2d4AaABAg","content_type":"comment","title":null,"body_preview":"Hope not took forever to Open,  The  game would be in half time","author":"@jamesgraham2467","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"27d21f82-7fe3-4525-a307-447f970c1344","source":"youtube","source_id":"2S6v5tQlh9s","content_type":"post","title":"The TV of the Future","body_preview":"What if your TV could transform before your eyes? 📺\nThis Bugatti-inspired concept unfolds into a massive 110-inch 4K MicroLED display, combining luxury design with futuristic technology. The ultimate ","author":"Emperor Insights – Science & Curiosity","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2S6v5tQlh9s"},{"id":"8235a446-8abe-48cb-be0a-78cfd5b66625","source":"youtube","source_id":"UgxCXoC7Pcb4ixuFEdp4AaABAg","content_type":"comment","title":null,"body_preview":"You doing too much, yeah, they're basically about to make money. Samsung's gonna stay rich. They are not gonna have to put out tons of phones cause they make everything else except for ????😂😂😂😂😂😂😂","author":"@Charmaine-x1j","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"0715a0b6-4094-42b2-9246-22b1d027ec5a","source":"youtube","source_id":"UgzV-09xFwSoQ007w5d4AaABAg","content_type":"comment","title":null,"body_preview":"I traded my flip 7 for the fold 8. Nobody that knows phones care about apple except followers. They dont have any original ideas, they are decades behind.","author":"@jobeytodd8015","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"96736a66-9ba8-4b2e-8f66-33772224c8af","source":"youtube","source_id":"UgztVBdjYZPVeOu5kvt4AaABAg","content_type":"comment","title":null,"body_preview":"He’s wrong! They skipping 19 going straight to iPhone XX","author":"@madenmay380","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"ab592150-c34f-43a2-9755-563a0f7df2ae","source":"youtube","source_id":"UgwXreycEov7KY7cGs14AaABAg","content_type":"comment","title":null,"body_preview":"Who cares, they stole an ideal that already existed.","author":"@kingofcontroversy7925","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"0e95b1d4-67b9-4c07-812b-222c4da03190","source":"youtube","source_id":"UgwtHokgDj8va3Dxz7V4AaABAg","content_type":"comment","title":null,"body_preview":"Grills ain’t for everybody lol. Biggest flex is having all teeth actually","author":"@HailDarkseid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"ebd80d8e-3979-45b7-821f-f51ece213a60","source":"youtube","source_id":"Ugw-YJuJwUJLJSl_dh14AaABAg","content_type":"comment","title":null,"body_preview":"All they do is steal android ideas ..I believe him","author":"@Nene-oe9gy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"eaca0b85-7962-4f6c-b621-a8fd23715ccd","source":"youtube","source_id":"Ugz5INqkyAdmpifTQFR4AaABAg","content_type":"comment","title":null,"body_preview":"They’ve already patent something for it, so it’s coming eventually","author":"@JoshHammond-x7c","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"ad2eac7c-bae8-47ac-a9fa-b8e153f41795","source":"youtube","source_id":"UgwIOe4-qcdhk6Kmhjx4AaABAg","content_type":"comment","title":null,"body_preview":"I phone has always copied Samsung. Samsung is always better","author":"@Mrfinedining","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"c79c345c-43b5-42a7-8794-cdf9cacc981d","source":"youtube","source_id":"UgwDnJNt5HAw8wXeWa54AaABAg","content_type":"comment","title":null,"body_preview":"No it’s gonna be way bigger tho and computer like. According to the concept phone","author":"@MakeItHapppenSC","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"603e9d25-1521-4d7a-ab9a-f1f9ee7d49a4","source":"youtube","source_id":"UgwR3TrrHo_kjDeTeKx4AaABAg","content_type":"comment","title":null,"body_preview":"Apple was just Microsoft backwards and more basic from the beginning","author":"@TrashellCrawford","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"4586e9e6-715b-4b58-8dc5-7130d2648283","source":"youtube","source_id":"UgxQI51-9maMAuSyTMt4AaABAg","content_type":"comment","title":null,"body_preview":"they already about to have a flip variant and it's the first iteration won't be the 19","author":"@MrJames-te4bw","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"1a7f9c41-304b-4c95-ba65-db158b286f25","source":"youtube","source_id":"UgyKAZtjwHhvDGW1RRN4AaABAg","content_type":"comment","title":null,"body_preview":"Apple used him as an influencer for the very FIRST iPhone😂he had dat shit before almost every human bein, ppl disrespect Soulja cus he corny but he a legend just like BowWow😂😂😂","author":"@EC-fm7sd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"95f7a9d1-86b4-44da-872e-cb6a6b1f56c8","source":"youtube","source_id":"Ugwqbk912uTO8Hjz1Zl4AaABAg","content_type":"comment","title":null,"body_preview":"Heyyy, Jesus loves you!! And He is the way, the truth, and the life!! Have a blessed day!!🤍✝️","author":"@jamilamoore5990","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"23a92cd9-dec8-463c-bc08-8412e04b6604","source":"youtube","source_id":"UgyK1nrmvfJSwkU9xm14AaABAg","content_type":"comment","title":null,"body_preview":"He is t giving a fucking Ted talk yal understood what he was saying so looks like his language and communication did its job . If was in the land of academia then yal would have more of a point , but ","author":"@moniqueshaunteetv6270","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"9c6fe460-56f8-407d-9f2e-ac606f347fa1","source":"youtube","source_id":"Ugzk0bAdiwy6fRuYLnp4AaABAg","content_type":"comment","title":null,"body_preview":"You expect me to believe you got straight A’s talking like that?!","author":"@LookwhatOdachiDid","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"59f0568b-d887-4017-8c8c-96198688139b","source":"youtube","source_id":"UgzHBKi0BMlluk4l3bN4AaABAg","content_type":"comment","title":null,"body_preview":"Make sure to leave a ❤ & subscribe for more content like this!","author":"@soseriuzradio","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"827d0b67-151c-456b-a96a-e6be0f949986","source":"youtube","source_id":"cW7cDjQpEXA","content_type":"post","title":"Hold Up..Is The Iphone 19 Actually Going To Look Like This?! 👀","body_preview":"Is the iPhone Flip actually coming? Soulja Boy thinks Apple is about to copy Samsung’s style.\n\nHe’s convinced the iPhone 19 will be a foldable phone when it drops in 2026. Whether you think it’s geniu","author":"soseriuzradio","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","human_indicator_present"],"bot_score":0.3147560715162547,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cW7cDjQpEXA"},{"id":"455d149f-44a0-48ac-ab29-95a59ddce51c","source":"youtube","source_id":"UgzxkMNTvWGGzpMnis14AaABAg","content_type":"comment","title":null,"body_preview":"As Apple user lowkey don’t wanna be glued to my phone","author":"@Bayybos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DkUuOr21v4s"},{"id":"b96201b7-b669-4087-8809-615de94c73b0","source":"youtube","source_id":"Ugy5fGqTU7qGYJWvbl94AaABAg","content_type":"comment","title":null,"body_preview":"At this point you're rage baiting when you're still implying xiaomi copied iphone when you know it's the other way around since prolly poco x4.","author":"@grasz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DkUuOr21v4s"},{"id":"5cb2a61f-ae9b-45ef-997b-39269388c197","source":"youtube","source_id":"UgyYCqa557xKcV0pRjd4AaABAg","content_type":"comment","title":null,"body_preview":"It's ok to admit that Xiaomi makes better products than apple. Apple fans have no legs to stand on, crying about anyone copying apple products when nothing apple does is original in the first place. A","author":"@ddmalcore","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DkUuOr21v4s"},{"id":"f17a70bc-285d-40f2-86d8-e463b2b977e2","source":"youtube","source_id":"UgxONQmiGt1BmZlNNzV4AaABAg","content_type":"comment","title":null,"body_preview":"Gazing detection had been around for a long time now...","author":"@grasz","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DkUuOr21v4s"},{"id":"35825087-2035-4124-bcb6-fecd8497e8dc","source":"youtube","source_id":"UgwG59aDOYcdOSHO_tZ4AaABAg","content_type":"comment","title":null,"body_preview":"I hope this motivates Apple to stop with the incremental upgrades and bring some innovation😂","author":"@WorldwideScents","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DkUuOr21v4s"},{"id":"74574611-d0d7-4e2a-a949-6feac14d7e57","source":"youtube","source_id":"Ugx2sv6B-ySiLxZhKJJ4AaABAg","content_type":"comment","title":null,"body_preview":"10k mAh is for vampires that never sleeps I guess...😂","author":"@eminko2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DkUuOr21v4s"},{"id":"f5d3fb3a-618b-44b1-98a1-e4de14083283","source":"youtube","source_id":"Ugx8wK1vBWIiQd2Fp5B4AaABAg","content_type":"comment","title":null,"body_preview":"So they not just copy the phone, apps, design, etc., but the name too??? 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HOW DID THIS MAN GET A GRAIN OF SALT ON A GRAIN OF RICE?!?!","author":"@Lattich_Tasse","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"77e50e2e-d8d6-47ff-807a-0ac439b4a99d","source":"youtube","source_id":"Ugy5Y4UQQ7vNQJzN4Nh4AaABAg","content_type":"comment","title":null,"body_preview":"Reminded me of Captain Jack Sparrow's draw-tube telescope.","author":"@jawadulkarim888","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"e7bf8d02-e7c1-4247-bdb5-e5869e03308c","source":"youtube","source_id":"Ugz8z6wew3ug6cWTxpV4AaABAg","content_type":"comment","title":null,"body_preview":"The friend she tells you to not worry about 😂\n\nSorry I had to say it 😅","author":"@lorenzamucci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"706d31ba-5eff-4d41-98ff-256d1a50e3de","source":"youtube","source_id":"UgzZ-Fo2fbqGQYk1xpF4AaABAg","content_type":"comment","title":null,"body_preview":"\"Is that one thousand millimeters of extension tubes, a 1.4 times teleconverter, a two times teleconverter, another extension tube and a 100 millimeter f2.8 macro lens in your pocket? Or are you just ","author":"@schottischfuranfanger6724","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","humor_and_personality","niche_expertise_and_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"9872b313-375e-48c5-9fc6-cd2294c9b23b","source":"youtube","source_id":"UgwYPIsP_hDVM7jgXp94AaABAg","content_type":"comment","title":null,"body_preview":"My cats and dogs tried this last week and it worked out perfectly. I was so surprised for Mother's Day!","author":"@sirociper","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"5bc550a6-f6f6-4708-af78-21f9bcc5387e","source":"youtube","source_id":"UgzB5F6-jDLK-Ow3JgJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why the hell is everybody talking about the damn camera, brother you balanced a grain of salt on a grain of rice.","author":"@terabotjr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"8dae1103-d4ee-4214-8f39-7d4bd02044d5","source":"youtube","source_id":"UgzJPwarw-cAihR7vQB4AaABAg","content_type":"comment","title":null,"body_preview":"Could have just said a metre of extension tubes....","author":"@KWally","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"d6eed5a0-c09e-42c1-9417-4f4392637359","source":"youtube","source_id":"UgyZkGfuAEaceDxXnut4AaABAg","content_type":"comment","title":null,"body_preview":"Chromatic aberration just called… it wants its job back.","author":"@RufusKSala","classification":"human_created","confidence":0.85,"indicators":["cultural_references","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"662cf269-9fc6-4af5-8062-06faabfe2b4f","source":"youtube","source_id":"Ugx2bprU1cPoCnztoW14AaABAg","content_type":"comment","title":null,"body_preview":"fuck that, why is there a single french fry on the table bro","author":"@frolo6054","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V89CrtWFfKQ"},{"id":"4b0741ac-d34f-47bc-ba1c-419d1970bff1","source":"youtube","source_id":"Ugyw2ZfXHx-KE6XLh1p4AaABAg","content_type":"comment","title":null,"body_preview":"This is perfect! I hate paying attention to the road.","author":"@randywilliams5605","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"3c3d9f34-bd0c-428e-940a-7918f961ad2d","source":"youtube","source_id":"Ugz6-abCaoRx1RWnuux4AaABAg","content_type":"comment","title":null,"body_preview":"I use one of these because my car only has carplay and I use android so I get android auto through it","author":"@jthodges4741","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"db567855-6d50-4c0b-96b4-5eb936362b16","source":"youtube","source_id":"UgxT9hPhjcbx1_uJbeB4AaABAg","content_type":"comment","title":null,"body_preview":"Ngl people are going to be on their phones no matter what when driving. If there is something that makes it easier/safer to do that then by all means make it.","author":"@widdlewilson6154","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"1b6f3fea-7a8e-4004-b49c-6f60bf135891","source":"youtube","source_id":"UgznMGIwfFN58RTUJ7N4AaABAg","content_type":"comment","title":null,"body_preview":"i want a found footage horror film involving temu ai tech","author":"@neblisss","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","originality_of_idea"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"9d378b22-ac0a-4e18-9a8e-075ca671bd9e","source":"youtube","source_id":"Ugy9337PvrOZLz4VZUZ4AaABAg","content_type":"comment","title":null,"body_preview":"Let's hope ExtraEmily never sees this video and gets an idea...","author":"@JamesCarter056","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"ee6ae001-0fe0-4312-8f39-96dc498889fe","source":"youtube","source_id":"UgymPzDzA7Xqm2SMZwR4AaABAg","content_type":"comment","title":null,"body_preview":"Perhaps accidents caused by these devices would boost the trend back to physical buttons and no standard iPad dashboards.","author":"@Henchman_Holding_Wrench","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"758de6e7-cd26-4c10-a70e-edb335591162","source":"youtube","source_id":"UgzaFlo2UgPINX7js-t4AaABAg","content_type":"comment","title":null,"body_preview":"Devices like this were designed to give standalone navigation and music for those who don't like AA and CarPlay. And then TEMU sold it for doomscrolling... Absolute cinema.","author":"@crapasanya","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"d3f0f409-0787-4b35-9f15-9e466646d06f","source":"youtube","source_id":"UgwEDjvy5_JUkzPw9_p4AaABAg","content_type":"comment","title":null,"body_preview":"How desperate are people to watch tho don’t watch tv why would I watch while driving","author":"@homerunprophet1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"3bfcd81a-db06-451b-9ee8-fc25f136936e","source":"youtube","source_id":"UgxvyNzFa81Qwr270U54AaABAg","content_type":"comment","title":null,"body_preview":"Before I watched the video, I googled to see if it would work with the big screen in the rams, and its great to see you boys got it covered ahah.","author":"@JuneyyB13","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"8f9349b7-b8e0-4aa9-88e2-f6fd1b64b57f","source":"youtube","source_id":"UgyB-ela5PzyddvBsaF4AaABAg","content_type":"comment","title":null,"body_preview":"As someone who uses his tablet to watch shit while i drive across country. And as someone that does this already, all I can say is its not meant for everyone,  most people cant drive without trying to","author":"@charlesmaddox3859","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"7eb92543-1760-423a-b57a-71672074b3c5","source":"youtube","source_id":"UgzQohehywRP_huoLZx4AaABAg","content_type":"comment","title":null,"body_preview":"I have never gotten pulled over and my tablet sticks up in the middle of the trucks center console where everyone can see. Now when I see a cop I do take it down quickly but im aure plenty of cops hav","author":"@charlesmaddox3859","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"713d5e21-9098-4cd5-871d-14e7f427cf9d","source":"youtube","source_id":"UgzGO7oKqpGaT3_Jtvh4AaABAg","content_type":"comment","title":null,"body_preview":"Its not different than having your phone mounted to your dash","author":"@mylesbarber5374","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"362308b4-d956-4296-bb80-745c8ef475a8","source":"youtube","source_id":"UgxQECS24qMGa_L-vOF4AaABAg","content_type":"comment","title":null,"body_preview":"In Japan, every car has live TV playing in the center console. No problems.","author":"@damienmorgan525","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"a8d0c361-6d39-4613-86a3-7c727257a667","source":"youtube","source_id":"UgxztRFRhuoZkkkIl0R4AaABAg","content_type":"comment","title":null,"body_preview":"What is this obsession with people wanting to watch YouTube and Netflix on their head units while driving?","author":"@alexjanovich5732","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"248a1f8e-f1bc-45ae-b569-0a24cf891be3","source":"youtube","source_id":"UgyGA0-BvHpuaP8osc14AaABAg","content_type":"comment","title":null,"body_preview":"Cool, now you can get a voluntary manslaughter charge on the way to the store when you run down some innocent kid chasing his ball into the street. I know someone in prison right now because the were ","author":"@MrSean3174","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"cad232ac-f882-48c8-a987-f0fc9ff15faa","source":"youtube","source_id":"Ugzlk1loTj1SLkcf3OR4AaABAg","content_type":"comment","title":null,"body_preview":"the screen mirror option is something i would be interested in. not to use while driving bc how could i watch it without hitting someone. but to watch while waiting at my \"spot\" before i clock in for ","author":"@Kraxt0n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"564e753a-3522-4f44-b33b-f57932e8dd35","source":"youtube","source_id":"UgylAxtISnB1vdCrohR4AaABAg","content_type":"comment","title":null,"body_preview":"\"plug it into your cars UBS port\"\nSorry don't got one of those...","author":"@Zenoff64x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"d2bbc616-af5f-40cf-8b92-3e5042d3b738","source":"youtube","source_id":"UgwilrJlegu4yaLjw5x4AaABAg","content_type":"comment","title":null,"body_preview":"This video will literally make everyone want one 😂","author":"@bdoubleu6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"7f06fa05-443a-42d5-ba46-811071ea8fd5","source":"youtube","source_id":"Ugz-azDXu7imZMjzf2N4AaABAg","content_type":"comment","title":null,"body_preview":"Back in 2011, I had a job where I drove overnight 5 nights a week in a straight truck. I used a portable DVD player that I would set on the floor of the truck and it would give me a holographic revers","author":"@Explodoboy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"503572af-cd00-4a9b-a0a7-e3f575a4fe41","source":"youtube","source_id":"Ugym6rOBlGzNaEBak-14AaABAg","content_type":"comment","title":null,"body_preview":"I think it could be a cute cost effective way to entertain your kids in the car while your driving and you could listen to the audio of the show too and laugh along. Someone whose not an idiot and kno","author":"@jazlynotero","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"ca63f11a-94c3-4a90-85ef-0d9c91dfcb85","source":"youtube","source_id":"UgwLI3jJ3zRO1-5WBpZ4AaABAg","content_type":"comment","title":null,"body_preview":"People used to get dvd player radios and just rerouted the wiring so it would play when not in park. Nothing new","author":"@Happenstanceish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"21bf4ca4-46fb-4f1a-948f-3916ff6958b2","source":"youtube","source_id":"dRMlrwU3psM","content_type":"post","title":"This Device Should Be Illegal","body_preview":"Starforge PC https://starforgepc.com/moist-yt\nGet Goof Juice and use code MOIST https://gamersupps.gg/moist\nUse Cheeky https://www.usecheeky.com/moist\nSpotify: https://open.spotify.com/show/6x2gzOl0Qx","author":"penguinz0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dRMlrwU3psM"},{"id":"1a9afac3-6d8b-445c-98b2-7f287f24419b","source":"youtube","source_id":"UgyrNO8XIzdJdYwqFkp4AaABAg","content_type":"comment","title":null,"body_preview":"Bro!!! Literally a used 15 pro with this battery health costs $550 in India.","author":"@singhaniket8933","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"2aaae3c5-890a-4867-90e6-e6c4d022eccf","source":"youtube","source_id":"UgxFvTrodSN7CgV2kd14AaABAg","content_type":"comment","title":null,"body_preview":"Could have gone to the phone ATM first to save yourself shit ton of time smh","author":"@ftrunks2k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"41d35f50-7399-43e6-bdcc-1514ce3263ab","source":"youtube","source_id":"UgybVVbFxBRlIYeXjmx4AaABAg","content_type":"comment","title":null,"body_preview":"Can I get a free phone.... Am using an old phone Samsung s9😢","author":"@gift9000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"bd34bf56-7c2e-4b74-b500-4452cf227763","source":"youtube","source_id":"Ugzn3u5r9jbGiAVKb5Z4AaABAg","content_type":"comment","title":null,"body_preview":"Apple would pay more for that. Wow. 15 Pro for that cheap- my 15 regular is going for $300 with Apple last I checked.","author":"@jbar_85","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"dfb7fa07-a358-4392-833d-6e086642c110","source":"youtube","source_id":"Ugz82rRSURvSXGEv0EF4AaABAg","content_type":"comment","title":null,"body_preview":"Roughly a year ago I scored my iPhone 16 512gb at a ecoatm for $150 because the machine only offered the guy $100 and I over heard him complaining about not having enough to pay his power bill and I a","author":"@Idontfollow4part2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"dfc80205-2660-49d9-9289-a3641eff215d","source":"youtube","source_id":"UgxdH1HElIZWVVdazxN4AaABAg","content_type":"comment","title":null,"body_preview":"I sold my 15 pro max in Italy with 79% battery health for 700€","author":"@arashmousavy6291","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"2fb0ce22-1888-46fe-b5d3-be6b1dbfe715","source":"youtube","source_id":"Ugxa9Wft3Anticff1l54AaABAg","content_type":"comment","title":null,"body_preview":"I got about $800 off the iPhone 17 pro max lol but then again, he got cash. I had to pay $300 more to finish paying off the 17 😂 so it depends what you’re looking for","author":"@cultifies3606","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"5fa6a835-d2c8-4a7b-88f2-eaf365554932","source":"youtube","source_id":"UgyrylMaQ1xO-bU5hJh4AaABAg","content_type":"comment","title":null,"body_preview":"As of 2026 Apple gives you 300-400 as a trade in. If any of you happen to know or have family in South America iPhones sell for higher prices","author":"@willypro4949","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"38bb2d0f-d7d6-442b-918b-ea288e111e97","source":"youtube","source_id":"UgxpZAbzHVw9CZK3QdJ4AaABAg","content_type":"comment","title":null,"body_preview":"BET SELL IT FOR ME FOR 250 THATS A STEAL OF THE CENTURY FOR THEY COST LIKE 600-700","author":"@17V4MP","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"0406813d-10f7-4bd3-b8f4-c7e4047db56a","source":"youtube","source_id":"UgwIVKQIFgKLfgWe6I94AaABAg","content_type":"comment","title":null,"body_preview":"You tried plugging a lightning cable into a usb-c port 🤦‍♂️. No wonder it says it won’t power on.","author":"@alexjbrobst","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"cfbf44d1-be25-450f-89ed-ffee9a6823fa","source":"youtube","source_id":"UgxibArxrEHRggViltx4AaABAg","content_type":"comment","title":null,"body_preview":"I sold mine in my country for 800$ and switched to Samsung s26 ultra","author":"@authentically_mee-y1u","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oxegMXLWfzA"},{"id":"1a564178-5e14-4d8e-822b-bb67aa02efc2","source":"youtube","source_id":"UgzJlxyrSZrDpOL79-t4AaABAg","content_type":"comment","title":null,"body_preview":"Those glasses are cool but what about the tank bed","author":"@GentryWilliams-p2r","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"6a1ac48b-998d-4515-ac5d-d6e599dcba0e","source":"youtube","source_id":"Ugwe9cSrgX9esAqXlh94AaABAg","content_type":"comment","title":null,"body_preview":"I’d bet I can make one of those cause I got the nreal glasses","author":"@Deleted_cool","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"7459fc82-eab1-4c23-ba96-0504c22bd9ea","source":"youtube","source_id":"Ugxz_UkHMo8LpxujvvJ4AaABAg","content_type":"comment","title":null,"body_preview":"the elderly gonna be confused as Fk when they see ppl tapping the table repeatedly and staring off into space","author":"@numberoneglazer1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"ea25c350-2e26-4f21-868f-fa61a09e1c81","source":"youtube","source_id":"UgwIhLy4iuLJoTqRPwR4AaABAg","content_type":"comment","title":null,"body_preview":"THIS COMMENT SECTION HAS AN ILLEGAL BOT HANGOUT! 7 BOTS DETECTED! REPORT THEM!","author":"@CastielAngeloVillamonte-j7t","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfection_or_urgency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"ab20b241-3c6c-4e93-9cd9-ce19052ef95c","source":"youtube","source_id":"UgyR4FTkeV6WzUxjrM54AaABAg","content_type":"comment","title":null,"body_preview":"Imagine trusting ANYTHING that comes out of meta, let alone these.","author":"@revengeofshadow9353","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"78e155d9-4597-4a62-a577-82d6af726f7b","source":"youtube","source_id":"UgxiouUwKzTiukuAXgB4AaABAg","content_type":"comment","title":null,"body_preview":"The more streamlined we make them the closer we get to actual Yu-Gi-Oh! duels","author":"@kartorrent7496","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"fb2ac37b-ef37-4f45-b22c-eecc24ad862f","source":"youtube","source_id":"UgyevRL4OKWTXOkXPop4AaABAg","content_type":"comment","title":null,"body_preview":"Laser keyboards failed partially because they sucked and nobody liked tapping on a desk to type. Oh yeah also it's meta so that's an easy skip for me","author":"@trentasaurus5478","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"5ffb294a-17b2-4dbc-91dc-c5793831a8dc","source":"youtube","source_id":"UgxWlfJfylz7mfix8bF4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah because oculus is the og AND apple fucking SUUCCKKKSSS\n\nW OCULUS L APPLE!!!!!","author":"@Bee3907_lovethequeen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"12152d3a-4fce-4293-8965-e651e2a3fb13","source":"youtube","source_id":"Ugy1VNllVkutGSQ8opl4AaABAg","content_type":"comment","title":null,"body_preview":"There is an issue with virtual keyboards tho, that being the fact they aren't there, 1 they can potentially glitch and just straight up move out of the way, 2 you can't feel the keys so you have to lo","author":"@Bee3907_lovethequeen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","list_heavy_advice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"26f8fc41-4bbe-4076-9a84-bbca5f03b491","source":"youtube","source_id":"Ugx4CLW6NaX4C04qqbN4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah it already has a HUGE issue.\n\n\n\n\n\n\n\n\nIt's made by Meta.","author":"@ArcaneBeetle71","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"1e1baa9b-ba1e-4401-8e60-ed97ff01dfdd","source":"youtube","source_id":"UgzpCekkkNN1AmlUvkZ4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine watching the Darth Vader hallway scene with these glasses.","author":"@DuckTective-b9w","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"f42f784e-ad66-40b4-83c3-9e4b2b23c9ea","source":"youtube","source_id":"Ugwto_2mBpH__QyUE1l4AaABAg","content_type":"comment","title":null,"body_preview":"um, i am commenting off of cellular data cuz my wifi router has dissapeared, does anyone know where it is","author":"@BelgianFM2012","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"54ee2483-218d-48a3-b038-08427c783b5e","source":"youtube","source_id":"UgyUG7ScjeldNSsZyvd4AaABAg","content_type":"comment","title":null,"body_preview":"“Yo bro can you search how many years dogs live”\n“Sure give me a sec”_starts tapping table_\n“What are you doing..?”","author":"@4lw4ys_unw3ll","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"875a0ae7-fe6d-4486-bf23-fef5b29ea2be","source":"youtube","source_id":"UgzUymub4BhyLLjRbuF4AaABAg","content_type":"comment","title":null,"body_preview":"ok but consider this. i'd rather sht in my hands and clap than to use a meta product","author":"@lordinquisitorMonke","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"c332696b-a815-4fde-8417-08d5db43650f","source":"youtube","source_id":"Ugz5J_NVg7qsaIij_nh4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, just as im getting close to saving up for the meta quest 3 they unveil these🥀","author":"@WongFamily-e5q","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"4d755f0f-faf9-4837-b348-629b544aba37","source":"youtube","source_id":"sbO4FFqbo_0","content_type":"post","title":"Meta’s new VR headset is CRAZY","body_preview":"📸 follow me on instagram if you wanna keep up :) https://instagram.com/h1t1","author":"John Casterline","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15604666680004323,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sbO4FFqbo_0"},{"id":"d4a1c690-86b1-4764-a857-25c790f7dc3f","source":"youtube","source_id":"UgxRSpW2BLNy1VsjuXh4AaABAg","content_type":"comment","title":null,"body_preview":"Kinda funny seeing YouTube offering a link to buy that exact graphics card that is the center of a warranty problem","author":"@cubondemais","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"e8289748-8e41-4d27-ad29-81829ae5a1a9","source":"youtube","source_id":"UgyDEqV6Q4r4vYP0OWh4AaABAg","content_type":"comment","title":null,"body_preview":"Instead of swallowing their pride and ego to serve their warranty, they decide to jeopardize the entire company's name worldwide. It was obvious the dude was gonna go public, and people are gonna side","author":"@leandrofod","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"bda3eb06-0cd8-4c31-ad3a-a8cf08326230","source":"youtube","source_id":"UgymA5IkUbmmE665LNd4AaABAg","content_type":"comment","title":null,"body_preview":"Sony pulled same crap on me with PS1. i was using a RF box to send sinal to TV at time. however it wasnt the Nintendo gray box. it was a radioshack little  black box and was using the sony  cables to ","author":"@archadeseng.corpsgaming","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"3ab3f616-6649-4807-ab7b-c312790891cb","source":"youtube","source_id":"UgxCrHUjWwcmuw4ngGd4AaABAg","content_type":"comment","title":null,"body_preview":"yet another day goes by where we live in the shadow of EVGA's Greatness","author":"@davidgrant1298","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"58c86a5a-ef1d-40f8-8c73-3a900f59083e","source":"youtube","source_id":"Ugygy-MHNCZFF0rFoKh4AaABAg","content_type":"comment","title":null,"body_preview":"Why the fuck does your video has a direct link to buy this shit????\nThere's like an overlay to buy specifically 5090 by PNY .-.","author":"@BadgeHunter_why3","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"59c80944-8c6e-47ff-b7bb-e0315ddced7b","source":"youtube","source_id":"UgwSbnrxmVws-c5vB9l4AaABAg","content_type":"comment","title":null,"body_preview":"i've already don't like that cheap-ass brand of video cards, i don't need to be convinced","author":"@shev9127","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"356f693c-b6e2-45a0-adb5-067cc2bd9f29","source":"youtube","source_id":"UgzaRJUZEEyNaJ6KinR4AaABAg","content_type":"comment","title":null,"body_preview":"I wouldn't use a 3rd party adapter, but if a GPU manufacturer provides you with an adapter to use with your card, then you should probably use that adapter. At least then, if something happens, you ca","author":"@ChaseSchleich","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"96d68ff1-f950-4890-ba36-ee79b977659a","source":"youtube","source_id":"Ugybw_QhJQKTz7B4Z3Z4AaABAg","content_type":"comment","title":null,"body_preview":"You know if different wires don't work for the same connector then THEY FAIL THE DAMNED STANDARD.","author":"@Heather-l4q2d","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"397540ec-cc63-43a0-8fe8-2c3dfa5dcbe6","source":"youtube","source_id":"UgyHuyX6s6xElhgZYIx4AaABAg","content_type":"comment","title":null,"body_preview":"I Don't sell and Video Card NO Matter What the Brand..\nShit the Pin's are under Rated for the MAX 10 Amps, it a Fucked Power Plug, I am Never Dealing with any of the 12-pin Video cards.. And the Messe","author":"@PicaDelphon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"fc170663-ffea-4354-a239-18f24f4eb8db","source":"youtube","source_id":"UgyYtXd9sy-CfPaioZh4AaABAg","content_type":"comment","title":null,"body_preview":"THANK YOU SM I WAS LITERALLY PLANNING ON BUYING A PNY CARD YOU SAVED MY AHH","author":"@King_Charlie_Ro","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"6138353e-56e2-4676-81de-a7d4c492a424","source":"youtube","source_id":"UgxI24_KcKlOF4OrBFF4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine other companies providing technology or products would require us to use stuff made to use in unison with this product.... Wait.","author":"@Flt.Hawkeye","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"cb22109c-da52-4e31-a5c8-05d0410d4b80","source":"youtube","source_id":"UgwLXfPk67RYBo1d0S14AaABAg","content_type":"comment","title":null,"body_preview":"PNY was always cheap garbage. So is MSI ventus / shadow / trio 🤦‍♂️","author":"@GennyWoo","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"688ab8ac-c02e-4017-abc0-552191e4e8df","source":"youtube","source_id":"Ugx5lI6fR0shzZI8Pex4AaABAg","content_type":"comment","title":null,"body_preview":"i knew there was a reason i never buy PNY video cards .","author":"@DenverStarkey","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"5a8873dd-433d-4f8e-81da-5575eac79d6a","source":"youtube","source_id":"UgxQZ80OFKYVfgOZt0Z4AaABAg","content_type":"comment","title":null,"body_preview":"It’s also ironic how the problem with the 12V connector is the connection to the gpu pcb so it doesn’t actually matter whether they use an adapter or not","author":"@scolopendragigantealinneaus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"78f54d2b-c3f2-40e9-90d8-a0d7f8f3b19b","source":"youtube","source_id":"UgzVAh1Y64SckLicPnl4AaABAg","content_type":"comment","title":null,"body_preview":"I mean why would i buy something from a company that has such a low presence and shady name","author":"@ariobotgaming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"5d49aa7e-641f-41b3-b784-426546eae276","source":"youtube","source_id":"Ugzr5Z1phFnn7J-ogTd4AaABAg","content_type":"comment","title":null,"body_preview":"A better solution, why don't everyone stops buying cards with these connectors that are known to be faulty by design?","author":"@SophieNeuenmuller-r2l","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"c54f44b1-087f-46fe-9bbb-1da9f7d047d3","source":"youtube","source_id":"Ugy810ieiXBo5Fq24Gd4AaABAg","content_type":"comment","title":null,"body_preview":"Stop buying Nvidia. They are on of  the reasons pc gaming is going to s**t.","author":"@bocarlsson3rd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"6437e053-a1e1-431c-b9d3-e8395b1bdc28","source":"youtube","source_id":"Ugz77xaLYEKn68mS5m14AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like a low level worker fucked up everything for the nature brand now all in an attempt to avoid paying out warranty because some manager had a general quota or similar incentive to avoid all t","author":"@feartheghus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"37f6b7e7-70b7-4cae-9688-65e154d48f04","source":"youtube","source_id":"UgwETmSPcXkOO4RpZJp4AaABAg","content_type":"comment","title":null,"body_preview":"And this is why I have never and will never buy a PNY GPU","author":"@leozaro4531","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"d2511cc9-03db-4fea-baf1-ddd0c98a830c","source":"youtube","source_id":"Ugxmre9-SlRvVRZhjLJ4AaABAg","content_type":"comment","title":null,"body_preview":"Zach please never use the “i didnt expect ‘this company’ to” format ever again","author":"@hizakikentai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"52d6e5f7-c885-4756-b643-ef49061d56e7","source":"youtube","source_id":"UgxdGHBNt-4XIV5X8hd4AaABAg","content_type":"comment","title":null,"body_preview":"Whelp. Looks like another company onto the brand blacklist. Lol","author":"@epiclord7039","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SZoUpujwqEc"},{"id":"e2b84b5c-69a8-4185-bc53-be6779bdecbb","source":"youtube","source_id":"UgyIjR3VZolVXp9kUtl4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds to me like a lawsuit, not because they refuse to hold up their end of the warranty, but because they almost started a house fire and could have murdered that whole guy’s family","author":"@jamesalexhowlett","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal 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wants","author":"@darkv4mp42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xi9b1eX4-L0"},{"id":"9d60fe28-0fa7-49e7-bd10-b7fad0168897","source":"youtube","source_id":"Ugzk07qBCM_mI6Q4kJl4AaABAg","content_type":"comment","title":null,"body_preview":"no shot bro got an msi raider and didnt play triple a games","author":"@Empty_Coconut","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal 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deal","author":"@Feegz1999","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xi9b1eX4-L0"},{"id":"9b171540-5322-4ac5-8018-a980d96698fb","source":"youtube","source_id":"UgxECjpPsx4aFwpIRG54AaABAg","content_type":"comment","title":null,"body_preview":"Bruh what the... that's the same thing I said to my dad 😂","author":"@DarkLord-cu6rf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal 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😂","author":"@DrDoinks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xi9b1eX4-L0"},{"id":"e446e90c-f598-42d8-b98d-77b26ffba486","source":"youtube","source_id":"UgyyHLylDo5B7zsJJKp4AaABAg","content_type":"comment","title":null,"body_preview":"I wish my parents were dumb enough to fall for this","author":"@Theresistanceshallprevail","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal 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😂","author":"@SilverHuskyYT","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xi9b1eX4-L0"},{"id":"a2beade2-1693-41c9-9e39-43e45a812b13","source":"youtube","source_id":"Ugxjfuev1krOKmmq8ZR4AaABAg","content_type":"comment","title":null,"body_preview":"bro cost someone their promotion game afking in the middle of the game lmao","author":"@TheGoldenHorncall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:10 GMT+0000 (Coordinated Universal 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playstation! I'm sure new players will flog to your console after hearing this news! \nAnd here's a tip that will really sell the next playstation: Make your next console unplayable unless ","author":"@yourturn5059","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"b8ac92bc-4393-484c-b859-73e9211c6666","source":"youtube","source_id":"Ugwvf5YXlf8yQ5CVaKx4AaABAg","content_type":"comment","title":null,"body_preview":"L take\n\nI think this is a good feature especially for security.","author":"@Giliver","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"ae9f1b7f-df55-4978-bedf-9af0f44611aa","source":"youtube","source_id":"UgwwvrmFtJTRncNlDRl4AaABAg","content_type":"comment","title":null,"body_preview":"These idiots will never know if they can grab a penny from me with this bsht unless they retract first of the stupidty of killing the physical format.","author":"@Roody4594","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"4377cb6a-dbf9-46be-b549-ad0bc7ce4df9","source":"youtube","source_id":"Ugxy5IVnAzjSGEhqhzp4AaABAg","content_type":"comment","title":null,"body_preview":"What??? What was that? Omg! I just can't with PlayStation.","author":"@Kibriana","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"16182b73-8dc2-4f64-88c5-697c05bdeb4a","source":"youtube","source_id":"Ugwh34Gnm2y-eOmVt_d4AaABAg","content_type":"comment","title":null,"body_preview":"i try to play crimson desert offline game ,when my internet cutoff and i got msg error that you need to conect to the internet so you can have the license...","author":"@alexxxidlbi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"375feb7e-657d-417c-a5e1-afbe420724be","source":"youtube","source_id":"UgzgEctRJQgLT8nFH-14AaABAg","content_type":"comment","title":null,"body_preview":"This was a fun joke. Of course they’re not gonna make that function 🤣","author":"@wallstreet1469","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"35b40973-9e89-4c3e-8786-84d0c663a9d3","source":"youtube","source_id":"Ugzy4ZqVoanPs8IOI794AaABAg","content_type":"comment","title":null,"body_preview":"Imagine going to wallmart and some kid steals like 1000$ from you with his ps6 controller","author":"@vladimirboskovic3177","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"2cea4f2e-41ae-406b-8b80-fc3be4261597","source":"youtube","source_id":"UgzyrVJr3GW-qyxSaTF4AaABAg","content_type":"comment","title":null,"body_preview":"And the Paystation shoots itself in the foot again! Jesus...","author":"@yamochanchan","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"e919d2ea-1208-4433-94c2-0a38ec9bbf34","source":"youtube","source_id":"UgzvlE8eRiwLNcssmqh4AaABAg","content_type":"comment","title":null,"body_preview":"Let it sink in, PlayStation is now doing a tap-to-pay thing.     This doesn't scream that they hack ccards.","author":"@GOKUISTHEBOMB","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"eedb3937-9f6c-42e7-a10e-a1f6abf5f10a","source":"youtube","source_id":"Ugzj3KLcELtKYSjlrL14AaABAg","content_type":"comment","title":null,"body_preview":"Not even 10 seconds in and I want Sony to just give up as a company","author":"@SirSamuelOfLydia","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"c660e02c-af75-4ac7-8103-131c4600b03b","source":"youtube","source_id":"UgwrdXU2RRnTAoSctW94AaABAg","content_type":"comment","title":null,"body_preview":"Just wat you said This very clear way to let Kids to steal there perants card just get those extra stuff without a pin... We already saw how kids without perants view steal there credit card and pay l","author":"@starblossom05","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"462270e9-a8db-411a-9b93-368b0502699f","source":"youtube","source_id":"UgzX_VyoJrLU5UWXpMR4AaABAg","content_type":"comment","title":null,"body_preview":"Playstaion: we relised s patamt to make more patants","author":"@Eggplant46","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"e4a6f2e1-3645-4112-b425-53b5d05b3a6c","source":"youtube","source_id":"UgwfMSQ7mlOAQMSSK4Z4AaABAg","content_type":"comment","title":null,"body_preview":"I only put money on my wallet and because if I use my card it flags my address and makes me pay taxes","author":"@zediahtimmons9704","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"f0b363c0-2c22-4699-a56e-16f00d82585f","source":"youtube","source_id":"Ugx-VCdRMSykwoq2MzB4AaABAg","content_type":"comment","title":null,"body_preview":"\"Fans\" when GTA6 finally comes out and turns out to be a buggy mess with full of microtransactions: \"There were no signs.\"","author":"@w12266","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"60ff6130-6e1d-45f7-8226-fcc34d3d2239","source":"youtube","source_id":"UgyYH82TsukzElFgPmt4AaABAg","content_type":"comment","title":null,"body_preview":"For a moment i got my hopes up thinking they were designing a nokia ps5 controller","author":"@mrtim4993","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"099b1e5d-80b2-4d33-a9da-303619ef4f8a","source":"youtube","source_id":"Ugxu-PFWdnh8L1Plh3V4AaABAg","content_type":"comment","title":null,"body_preview":"When Microsoft and not Xbox did a patent for commercials for games, and people were calling them greedy and scum. And I think it is a dumb patent, but when I see PlayStation doing stuff like this, the","author":"@Nova-306","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c901Y5xNRXw"},{"id":"47c68210-cb15-4e3d-add5-8c67ef221cb8","source":"youtube","source_id":"UgyojkuWBjRJHCOo-9d4AaABAg","content_type":"comment","title":null,"body_preview":"Actually kinda useful, I could see myself using this....ohh wait I don't actually own my games... nevermind","author":"@s.p.o.o.k.s.1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal 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reparations.","author":"@kontsekm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"75c0da61-2c06-4cac-a4eb-3df4e4704c51","source":"youtube","source_id":"Ugw5aStbntIamcu0YuR4AaABAg","content_type":"comment","title":null,"body_preview":"Until it is fed back all of its mistakes, this helping it revise its understandable, minimizing the hallucination.\nWe have see that it learns through iteration, so yes, you will only be around as long","author":"@80-8industries","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal 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anything but a complete scam at this point. Im don","author":"@Jenki-h9o","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"8d1d2e5f-6acc-456d-bbf6-d3a839592086","source":"youtube","source_id":"UgwxU0cP9rhjAD-0n354AaABAg","content_type":"comment","title":null,"body_preview":"I won't let a bot take control of my computer. You are asking for trouble","author":"@calebprenger3928","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"1aab0a14-e12d-4089-b4cd-6fbc27665405","source":"youtube","source_id":"UgxUZsucNIDf6mxsquZ4AaABAg","content_type":"comment","title":null,"body_preview":"So he's saying that his job is soon going to be limited to double-checking. How long are going to be doing that sir? If AI decides to grow a little mustache, this isn't going to be good.","author":"@shembenIsr","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy","human_indicator_possible_humor"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"6e222751-908d-4aaf-a7f7-211f46241de7","source":"youtube","source_id":"Ugx_l7Qed6pRXyO0iqp4AaABAg","content_type":"comment","title":null,"body_preview":"Its going to start making killer robots by itself.","author":"@Glue_Sniffer6","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"a1f21d30-9574-4a89-bdb8-00565f9ff90c","source":"youtube","source_id":"UgxMJXckt7qGZ44MIyF4AaABAg","content_type":"comment","title":null,"body_preview":"Ai cant take jobs like this since every failure would go unchecked or stall the whole assembly due to the constant rng of mishaps.","author":"@dpAmdionqb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"d513f7c5-c671-470a-9207-4c9ece51ac72","source":"youtube","source_id":"UgzwFN71FkoTK0rwWpV4AaABAg","content_type":"comment","title":null,"body_preview":"Electrical engineers aren't there to place components on the board. They are there to find out the most appropriate and efficient solution to solve electrical problems.","author":"@ClaymorePT","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"2f7b1525-5527-4c4b-878a-8d55a2d39fea","source":"youtube","source_id":"UgwG0bAiv4Ag3m9yq8R4AaABAg","content_type":"comment","title":null,"body_preview":"Cudos to the guy asking questions...he perfectly simulated the flat line of brain activity with occasional hiccups of the upper management...even the treat at the end was a chef kiss 😂😂😂😂","author":"@RadoslavNedyalkov","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"ab0d5ce3-c54b-4605-8940-e0e7ac53d581","source":"youtube","source_id":"UgxxqRun9Cqq51ya8uh4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like electrical engineers who are following AI instructions are going to become glorified assembly line factory workers.\n\nAnd before anyone says \"but AI makes mistakes doing this\", yeah right n","author":"@s.bowes.8124","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"a279e394-2b12-41a9-bee0-7fb75ab71a75","source":"youtube","source_id":"UgwHPcocrMBIhN9TUfN4AaABAg","content_type":"comment","title":null,"body_preview":"People who can't even comprehend what an EE does are talking about what ai can do in EE and in general. GGs. These ai hype bros are going out sad with ai.","author":"@TheParadigmAI","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"798c5cf2-031b-400d-837f-7d7923cc4732","source":"youtube","source_id":"Ugy1BC5rHLPLbjfl_ON4AaABAg","content_type":"comment","title":null,"body_preview":"Just 3 out of 10 is wrong? Bro, just make, no more7  😂","author":"@manuperez3345","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"d7d7f251-a37c-4dbd-93d9-cad3d3728527","source":"youtube","source_id":"Ugw2zhK0VIr28YBVKT14AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, why take over an industry worth bilions using their AI that does better job  than humans when you can sell access to AI and let someone else make money when you burn through investor money being","author":"@antyrrama","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"45152845-1927-4d64-82e0-45c919b7d349","source":"youtube","source_id":"UgxNAvWDxucWe4tNdId4AaABAg","content_type":"comment","title":null,"body_preview":"AI is good a lot of things but will NEVER be good at np hard problems (like location problems) and requires domain expertise and the ability to make artistic design decisions (like placement of circui","author":"@Joseph-tm5vv","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"f3eb6530-b5df-452f-9cb0-3f261d1ea454","source":"youtube","source_id":"UgyMIcEzHS7emF_SMb94AaABAg","content_type":"comment","title":null,"body_preview":"GPT69 - you don't have to inhale gpt would do it for you.","author":"@mshingote","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"1f9cc646-b72b-4b2e-a585-5edd78d31bda","source":"youtube","source_id":"UgxQrWcYJpTtTKDz4Cp4AaABAg","content_type":"comment","title":null,"body_preview":"My first time seeing an actual electrical engineer not in tech or utility 😂","author":"@jiajingloh4239","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"44171484-4f17-4a8a-89ff-93e8be3c70c9","source":"youtube","source_id":"UgyEsf4tHGD4Pt2yJkB4AaABAg","content_type":"comment","title":null,"body_preview":"Just look at how much ai has improved in the last 6 years. Shits gonna get real bad in the next decade","author":"@hitthatrwnoflare9645","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"4b5abb3a-0c69-43e7-b00d-9b5f990a8fba","source":"youtube","source_id":"UgwDShVcU85wavfL-v14AaABAg","content_type":"comment","title":null,"body_preview":"The important part is the schematic. The designer few steps before placement and routing is still a human and I think it will be for a good while. With only a small dose of cope.","author":"@ThisHandleIzntAvailable","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"5ab6ba1f-c51f-41c9-b1ad-39fdb2e2f549","source":"youtube","source_id":"UgzYPfOgvgRo40Raqx14AaABAg","content_type":"comment","title":null,"body_preview":"I'm useless but I'm good... coz I have a youtube channel 😂","author":"@SerajEmad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_deprecation_humor"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"cc59e69a-8b31-4e4c-a549-c7479217024b","source":"youtube","source_id":"UgwjGtCA5qOafr6UZPt4AaABAg","content_type":"comment","title":null,"body_preview":"So in 4 years AI has become so advanced that it can’t start to understand PCB Design? How long would it take a person to get this far?","author":"@10MBorLess","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XdtaUmr3j6g"},{"id":"aa5046be-1c81-4314-8386-ca745421e506","source":"youtube","source_id":"UgzaU0FALflZsAWhlc94AaABAg","content_type":"comment","title":null,"body_preview":"The transition from videos ending on a positive message that humans will always need to be involved to now a more insecure and uncertain response even for high paying industries has been refreshing. 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egyptian","author":"@bariumxd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FPnz12JIHkU"},{"id":"9c141ffa-df18-4aab-b9c8-36d082f3105b","source":"youtube","source_id":"Ugzgnb7h2WB0IR5zYMt4AaABAg","content_type":"comment","title":null,"body_preview":"People stop leasing or financing your phones. Buy outright and stop using the big 3 carriers. Keep a reputable repair artist such as THIS in your contact list and you’ll be fine.","author":"@KaiEl84","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"0e1da47c-9245-4457-acbb-b15929768bdc","source":"youtube","source_id":"UgzxBLIB85s-ABcOvrp4AaABAg","content_type":"comment","title":null,"body_preview":"That’s how you keep customers! You get a customer base of a community, and eventually they’ll all meet each other and make acquaintances with one another and everyone bonds over how shitty these moder","author":"@partysuvius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"104f677d-3b94-4baa-9774-5996e4afcf7c","source":"youtube","source_id":"UgwR2pNTpPa2btVw2Wl4AaABAg","content_type":"comment","title":null,"body_preview":"Caught in the trap. They are trying to catch us all guys.","author":"@Terdinspector","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"e89e6dd3-0a51-4809-a54d-bfa067f45593","source":"youtube","source_id":"UgzEId1QjLnOOjLhixF4AaABAg","content_type":"comment","title":null,"body_preview":"Leo, perfect. Im a Leo. Lol. Gave me a good chuckle","author":"@Thomk121","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"eeffca41-3bc9-40da-aecd-3fbd702dbeeb","source":"youtube","source_id":"UgyMVYIC413FW36VSEB4AaABAg","content_type":"comment","title":null,"body_preview":"Just tell her, sell it and get iPhone 17 standard. No issues. Not all this talking.","author":"@Wunderkinddd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"d0b55ffa-f1bb-4c46-87ee-c91165fe10d0","source":"youtube","source_id":"UgwARZgdyjg2V8eHWfd4AaABAg","content_type":"comment","title":null,"body_preview":"Don't go back to Verizon, there are so many other options that will offer you a better deal","author":"@R5cents","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"df795656-9935-418c-a0f4-7882557e1c2b","source":"youtube","source_id":"UgweZMv35evlPhVq8oh4AaABAg","content_type":"comment","title":null,"body_preview":"That's why I have insurance on my phone through my service provider... $100, they mail me a new one, I send the old one back.","author":"@OkieOtaku","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"30ac19f7-4e3e-41ff-9152-b75131da4cb6","source":"youtube","source_id":"UgyhjmVgR85he02TQ414AaABAg","content_type":"comment","title":null,"body_preview":"Now that iPhone will release a foldable phone next month, we’ll probably see a lot more of those on here for various reasons haha","author":"@ItsHip2bSquare2","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","synthetic_empathy"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"5fd9474e-bd3e-4a8b-85be-3856851b50db","source":"youtube","source_id":"UgysAaHfpQb5NCneaXp4AaABAg","content_type":"comment","title":null,"body_preview":"This isn’t working.\n\n“So that’s great isn’t it?”\n\n😂","author":"@stubstunner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"da8d5b1a-191f-4e10-8be2-53c135da9a69","source":"youtube","source_id":"UgxdGCIXzJAw0DNG3p14AaABAg","content_type":"comment","title":null,"body_preview":"He was referring to the lack of insurance sucking, not her comment about coming to him forever","author":"@shaunt79","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"f99c9cb8-6946-4700-b3b6-70ed4bc59c0b","source":"youtube","source_id":"UgytKzZySjFx3Vcr2AR4AaABAg","content_type":"comment","title":null,"body_preview":"I keep telling my friend not to get a flip phone but he’s too excited and says he doesn’t care if it breaks. Okay then lol","author":"@Snellojello","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"c980e62e-660c-4b35-8914-ec6fee86853d","source":"youtube","source_id":"UgzWm5hNTHLR8MouuKp4AaABAg","content_type":"comment","title":null,"body_preview":"I have a flip phone. I'm on a 6 and kept the screen protector on. I love this phone but it ain't for everyone. 😂","author":"@Rose-Twilight555","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"bde496cc-7c87-404a-b649-fa83c11c86db","source":"youtube","source_id":"Ugz6CooqtxSfcJcR4e14AaABAg","content_type":"comment","title":null,"body_preview":"I didn’t get why she does’t have insurance on it if she still pay for it montly ?","author":"@Natsu_Macaron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"a7973343-bd11-41b0-9fac-55edaa9baf14","source":"youtube","source_id":"UgwQqjwuvwUKueR7EGV4AaABAg","content_type":"comment","title":null,"body_preview":"Folds and Flips are fine. People are just clumsy as hell","author":"@JulberPajares4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"ebeb5718-8289-44e4-8da3-906ed84991f7","source":"youtube","source_id":"UgwBD9yefSadaNfL-5J4AaABAg","content_type":"comment","title":null,"body_preview":"Her story of the guy forgetting to put it on is bullshit.  I see people like this all the time that never put protection on their phones but then wonder what their options are when the phone inevitabl","author":"@WhoopityDoo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"ece36778-a018-47ab-98d8-85618fc27386","source":"youtube","source_id":"Ugx1ealTKtUhRR5mhxF4AaABAg","content_type":"comment","title":null,"body_preview":"Thats why i buy out the phone at the time of purchase,  as well as insure it.","author":"@chrisingle5839","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"dc1f8da8-08db-446a-9b8b-d93f81f09fa6","source":"youtube","source_id":"Ugzof4cyotrHXBXWl8V4AaABAg","content_type":"comment","title":null,"body_preview":"I had the fold 3 for 4 years and some change. Dropped it caseless from heart stopping heights and always worked and screens were fine. I have the 8 fold ultra now and I love it. Idk I've never had an ","author":"@gregthatcher919","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"37ed869a-315c-4a02-8b9d-b1ebc7a565c9","source":"youtube","source_id":"UgwK3smnlp7cDNrDkF94AaABAg","content_type":"comment","title":null,"body_preview":"Why not activate a new phone under the number while keep paying off this current phone like buy cheapy android and use it till the balance is paid under the contract and not create a extra bill?","author":"@jdog-zi2dz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"9670ecf4-3d8e-46b1-91c1-8dd75c746f20","source":"youtube","source_id":"UgxVD4Nbmx6VtpinqB94AaABAg","content_type":"comment","title":null,"body_preview":"I had the same reaction as Leo when she said she still owes $700. Yikes 😬","author":"@BoomyTadpole256","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"bbf23759-ca75-4575-a35a-6a5ff5a106c4","source":"youtube","source_id":"UgwFV3x68spchIkL-dh4AaABAg","content_type":"comment","title":null,"body_preview":"Repair costs on foldable phones are brutal. Not a fan. I think the next big format is the Huawei Pura X View 16:9.5 phablet.","author":"@ragebob2568","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"35746f45-fb6d-45ce-a120-a132aff7c592","source":"youtube","source_id":"8mzPWSJH13E","content_type":"post","title":"BIGGEST ISSUE FLIPS/FOLD PHONES!!! #smartphone #problemfix #brokenfix #screenbreak #techtok","body_preview":"BIGGEST ISSUE FLIPS/FOLD PHONES!!! #smartphone #problemfix #brokenfix #screenbreak #techtok","author":"Digital Doctor ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8mzPWSJH13E"},{"id":"a88a0898-078f-4d05-804c-a1dd5a2684d2","source":"youtube","source_id":"UgzLd7RIKndEGm8vHB94AaABAg","content_type":"comment","title":null,"body_preview":"Hi Kyle! I'm such a big fan of your content and I've been watching you since I was a little kid. Please heart this! ❤️ Bye!","author":"@PrimusFamily88","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J6A_2wCXRl4"},{"id":"7f52e2f0-e5a1-435d-ad4c-120695c9fefc","source":"youtube","source_id":"UgzHNWufJ42YHRhdLL14AaABAg","content_type":"comment","title":null,"body_preview":"Can I have the iron man mask for Halloween please I. 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Thanks, Zack ❤","author":"@MostafaGad16","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"325148d4-dc8a-4944-886e-d2dfe01fcc04","source":"youtube","source_id":"UgxzOetH7z-W8hBxhSl4AaABAg","content_type":"comment","title":null,"body_preview":"I thought this would be about kitchen organizing....boooo","author":"@chola379","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"1fc2a8a0-3021-40b1-a70a-1bcc5a69f484","source":"youtube","source_id":"UgzKB8nsV7rlIsgRget4AaABAg","content_type":"comment","title":null,"body_preview":"Is that the guy who took a bite of a boneless wing🔥💀🥀","author":"@Crazy-Avi-ofccc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"c018c765-fcf0-4a3e-a075-eedee6527101","source":"youtube","source_id":"UgyYRw1elgIDOuDt6jZ4AaABAg","content_type":"comment","title":null,"body_preview":"Using this analogy I believe that the pantry would be ROM?","author":"@RetroFox-RW","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"ecb966e0-89dd-4725-999f-cacce70cd2c3","source":"youtube","source_id":"UgydiIWNtA__AlRfIxd4AaABAg","content_type":"comment","title":null,"body_preview":"That's probably the best analogy for RAM workings... Also worth noting that the reason ai is so quick at generating anything is because they're hogging up all the countertop space (aka RAM)","author":"@affanshaikh8492","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"224b5cd4-6ece-4223-8c35-7d9e78d69961","source":"youtube","source_id":"UgyNN22Zbau1fsbKCVx4AaABAg","content_type":"comment","title":null,"body_preview":"For those wondering, the cabinet far away is the long term memory (HDD or SSD).","author":"@TomMustBe12","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"17d1300f-99e0-4a69-b2f3-f00bfee2e669","source":"youtube","source_id":"UgyuY1yV4DF1MWxY06Z4AaABAg","content_type":"comment","title":null,"body_preview":"Not closer technically, the difference in time is negligible because of how fast electrons move. Ram is faster, so instead it's more like moving the pantry closer to move it faster. And adding more ra","author":"@EvanEdwards-n2k","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"f6b83a3d-7451-4de2-adc8-207352462173","source":"youtube","source_id":"UgySCCnRCU63btpmXlh4AaABAg","content_type":"comment","title":null,"body_preview":"imagen comparing a table full of food to a computer","author":"@tiktoksprzrk1113","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fXpTLFTfN_w"},{"id":"95a0347c-944c-4022-9805-c026fcaa3128","source":"youtube","source_id":"Ugz3Vbf29qOL-wawm7h4AaABAg","content_type":"comment","title":null,"body_preview":"I miss the keyboards. Touch screens have always been far more annoying","author":"@deathdanny134","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"e0116d74-3049-4136-b2e1-7fe268ff1b5f","source":"youtube","source_id":"Ugy9etB57ad747d2QsV4AaABAg","content_type":"comment","title":null,"body_preview":"Boomers in the comments talking about this shit as if people don't talk to each other face to face anymore. Nothing and no one is stopping you from doing that.","author":"@andreruiz3757","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"90f7276e-aae2-409f-ad1b-e301c169074f","source":"youtube","source_id":"UgzFxb2BLxteYNh7rSZ4AaABAg","content_type":"comment","title":null,"body_preview":"I had my XDA Orbit since 2006. Few buttons, touch screen, stylus, and some mobile version of Windows on it. And then this guy comes out and tells me, re revolutionized the industry? pah, I had my smar","author":"@foxii5573","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"5f6d2acd-7b05-4e84-9354-cc720a0e62d1","source":"youtube","source_id":"Ugy1m4rMeDVySnapuYl4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah. But when I had a Blackberry I wasn’t constantly mistyping stuff. Virtual keyboard typing sucks.","author":"@jasonbruck87","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"7a6caa8d-6e8e-43b9-9bff-5965add30912","source":"youtube","source_id":"UgyZLip_EbtwsPOwEFJ4AaABAg","content_type":"comment","title":null,"body_preview":"Sorry but we never asked for Super tech i mean lets be honest here nor did we ask for an ipad phone... bring back the blackberries & side kicks 🤷🏾‍♂️","author":"@SoufSiideCAri","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"c6a951e9-dac2-4047-b65d-2ee2873c3855","source":"youtube","source_id":"Ugxb5fQPSO0GxVo6wap4AaABAg","content_type":"comment","title":null,"body_preview":"Motorola has invented it 6 years before first iphone with his Motorola Accompli","author":"@ClaudioCamboni","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"87d0791b-6f4e-4b91-aeab-5aa54b8d5228","source":"youtube","source_id":"UgwjtsVGAiBhyi1czX14AaABAg","content_type":"comment","title":null,"body_preview":"Just a quick question.\nWhy does Apple to this day  pay royalties to Nokia for touch screen controls on a phone?\nA: Because Nokia developed touch screen phones first.","author":"@kallu1488","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"9efedd6f-c71e-44ef-b075-5ed178339440","source":"youtube","source_id":"UgwgRnO9R3fbitm0yvF4AaABAg","content_type":"comment","title":null,"body_preview":"The blackberry was amazing. Also I read they were hard to hack so the fbi or something used them a lot","author":"@jayjoesadoptedsonbenjamin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"5876f13e-da21-4e90-b50a-97e6ada7779c","source":"youtube","source_id":"UgyxXI56ekoTH1cyC2Z4AaABAg","content_type":"comment","title":null,"body_preview":"Steve jobs never killed them. Blackberry has never been a thing, never owned one, never will, and nokia has always been Meh.. both count for apple, just some meh phones, never owned one, never will.","author":"@iamhereforever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"8d069c74-f017-47b9-8f6a-dd860d619b6e","source":"youtube","source_id":"UgwAJSvM4tRtkQLhdXR4AaABAg","content_type":"comment","title":null,"body_preview":"Back when stuff worked. This guy killed the good stuff","author":"@charleshoover8508","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"669d5d3d-e14d-4903-9b18-63837485fe08","source":"youtube","source_id":"UgyMX-2kQyr-0MAcP9l4AaABAg","content_type":"comment","title":null,"body_preview":"It was then when he said \"nobody wants a stylus\" and funny enough Samsung is removing the only feature their s series were known for. I guess you could really say, he called it.","author":"@chillbrainz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"1f03a5d1-81eb-4425-9cfa-d56e08b31940","source":"youtube","source_id":"UgwR1aNjLDJcUe4Kzb14AaABAg","content_type":"comment","title":null,"body_preview":"Disagree, the buttons made the whole brand Blackberry to be different, all classy designs, could buy another one if sold.","author":"@fionnaaragazza7777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"5527b335-c0e8-43e1-bc85-b477fac3b82b","source":"youtube","source_id":"UgxgH2oSGV2wg2IVmlt4AaABAg","content_type":"comment","title":null,"body_preview":"I dont minde the butons , after this came touch phone social media dumb era wich we aré at right now , great job Steve","author":"@Aroncare","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"0cfcec19-b956-4522-9dbc-c03cd628415f","source":"youtube","source_id":"UgzfSCeagr870cepGa14AaABAg","content_type":"comment","title":null,"body_preview":"Blackberry was the best. The buttons and the RIM features were the best. I wish someone would bring it back. Keep the same functions.","author":"@JoeGomez88","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"212eb067-0fac-4a32-a91b-543862b5c37b","source":"youtube","source_id":"UgxfgDSb7e9jFXrGdNV4AaABAg","content_type":"comment","title":null,"body_preview":"No Steve; what they wanted was a choice, and if it had remained that, a choice, it would've been fine...but it didn't.","author":"@johnwclick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"e25421cb-7f02-4b03-9ed6-7f2cb0af57d0","source":"youtube","source_id":"UgxYjFC21YaXjqP5gqx4AaABAg","content_type":"comment","title":null,"body_preview":"What's what is every video on YouTube have the same stupid music playing in the background?! It detracts from everything that's going on in the video.","author":"@mr.logicpants","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"3ca32a48-9944-4537-a321-fcc77500eb91","source":"youtube","source_id":"Ugyus--jC70qPKeQ3Qx4AaABAg","content_type":"comment","title":null,"body_preview":"LG beat them to it and IBM had a touch screen phone in 1994","author":"@bbiscuit3000","classification":"human_created","confidence":0.7,"indicators":["terse_replies","historical_fact_recall"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"d617ddf9-ab69-4561-a86c-ba63764aaf2c","source":"youtube","source_id":"UgyWPvDKzZyRi92NsWJ4AaABAg","content_type":"comment","title":null,"body_preview":"Apple was good when steve was still running the company","author":"@SoldierMan1557","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"d078ac93-a6d7-4ce9-ac79-cf03c3d707f8","source":"youtube","source_id":"UgyvpNVH1IxMaipVtph4AaABAg","content_type":"comment","title":null,"body_preview":"Job wrong about stylus... Stylus pen make samsung note a legend phone.","author":"@MARITZA-yoylecake","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"620c3587-ceef-4971-8201-27c8a3cc31ed","source":"youtube","source_id":"UgwD7nZTQ10IavxyjVR4AaABAg","content_type":"comment","title":null,"body_preview":"Sometimes too much progress will destroy the world.","author":"@BrandonDraughon92","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yukKoFJr_4w"},{"id":"70013748-d480-48c7-935d-137f5a74a01f","source":"youtube","source_id":"UgzXBZ7-ji-xNQs5puh4AaABAg","content_type":"comment","title":null,"body_preview":"Wow ....Not new news ...they have been made for decades","author":"@mikeshaw9785","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"7f3f90ea-1966-4b10-986d-f79e3e7f1fb2","source":"youtube","source_id":"Ugw9DhcNtZYI2jsehk54AaABAg","content_type":"comment","title":null,"body_preview":"So Klein is 25 years late to the game. Weird thing to get excited about...","author":"@TheMattiePoo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"011603fc-ae39-484b-a567-07833921e9be","source":"youtube","source_id":"UgwJXoAa_bKobs_c0w54AaABAg","content_type":"comment","title":null,"body_preview":"Anything can take off a untightened brand new untrusted nut 😂😂😂😂","author":"@BinnyMonnot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"9d0e438d-7fcd-4231-a0fd-8984f06e4897","source":"youtube","source_id":"Ugzyv9aQIsPUSnwQwwd4AaABAg","content_type":"comment","title":null,"body_preview":"I think it was Gearwrench that made these 25 years ago they were sold at advanced auto","author":"@j887276","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"bd484b5f-253e-40b4-92a2-feda9aa169b3","source":"youtube","source_id":"Ugx7NIvp73n9Zw7cYVx4AaABAg","content_type":"comment","title":null,"body_preview":"I have a ten year old Mastercraft kit that does that. 🤔","author":"@DexterP255","classification":"human_created","confidence":0.7,"indicators":["terse_replies","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"6e20e9ac-14c5-45b5-9da5-9d7a15fa544f","source":"youtube","source_id":"UgxqO8ATIcY5BjlEoeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Gear wrench had this about 24 years ago…nothing shocking here","author":"@chrissterling3225","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"afcdcfff-a42b-48f4-aad3-a2eae7eaacd6","source":"youtube","source_id":"UgzQLylyDFhliwH3LFl4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe just use the correct tool, and you can't use those with any of the tools you already have. Oh and I've been using \"not that\", for 45 years so it's probably not a good tool. How often do you need","author":"@Bob-Collects","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"13c45a07-f187-4dea-b20b-f20eff608e95","source":"youtube","source_id":"Ugxhhym1fFPgNsVa0mt4AaABAg","content_type":"comment","title":null,"body_preview":"Dame are you living  in a cave ? They have been  around  for years .","author":"@stephens340","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"dde6a35a-e277-4af5-8bb7-a9d2a2738cd2","source":"youtube","source_id":"UgztLt19x8j2oyvYDZJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ive had a full set of these for over 20 years now nothing new.","author":"@streetpunisherpackrips6583","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"2761825f-1ca5-4393-b1ab-f467eafd6e85","source":"youtube","source_id":"UgzXFXrm2VS9-kyN-zh4AaABAg","content_type":"comment","title":null,"body_preview":"Did dude film this in 1999?\n\nThese tools have been around for decades at this point","author":"@jgetscensored7837","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"8d2f96a6-f0b8-47d9-851e-993225206045","source":"youtube","source_id":"UgyKAyKAOeYoSdS90nR4AaABAg","content_type":"comment","title":null,"body_preview":"Never mind that's an electric box with non insulated tools.","author":"@RealHillbilly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"8c6e4c69-9be1-4164-8c2d-ae3bf786a09f","source":"youtube","source_id":"Ugzo-6cVTJTChzD_4LF4AaABAg","content_type":"comment","title":null,"body_preview":"The part that will really blow your mind is that these are such an old design and I’ve only ever seen them on not the greatest tool, but I’m sure they’ve had these in some odd ball industrial tool mak","author":"@Juanivision","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"d99c68b4-e863-4084-8430-dd0e96657670","source":"youtube","source_id":"Ugw3NMnRNJopnG9zMZ54AaABAg","content_type":"comment","title":null,"body_preview":"lol could have used one yesterday …but the grinder worked 😂","author":"@JR88EDDIE","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"eb10f6b0-912d-4a4d-8b50-fdecffc2cea1","source":"youtube","source_id":"Ugy6_4kVAh6qlgjzwq14AaABAg","content_type":"comment","title":null,"body_preview":"Yikes.. Those have got to be weak , like really weak","author":"@dragonfires01","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WXMPUg3948k"},{"id":"c9df5af1-8d26-4050-b87b-6ca824bda4ef","source":"youtube","source_id":"UgwglhCrYCp8hkMbMsR4AaABAg","content_type":"comment","title":null,"body_preview":"Bought My First Set Of GearWrench Pass Through Socket Back In 2006 When This Guy first Found Out That Water Was Wet.","author":"@fn57x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal 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pro?","author":"@Frilux1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Limsn9MaPkE"},{"id":"d5eaef46-87b6-4bdd-9464-541095d10b51","source":"youtube","source_id":"UgwyO60C1JlBfj8GH_Z4AaABAg","content_type":"comment","title":null,"body_preview":"You bought that clear d brand ghost cover and said you will check on it in a couple of months it's been almost a year","author":"@Mjtscott","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal 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28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Limsn9MaPkE"},{"id":"522d85df-4949-49aa-83e8-ed4ed3fb12aa","source":"youtube","source_id":"UgyG_s_KHI3VSUFnHQN4AaABAg","content_type":"comment","title":null,"body_preview":"My case protects against that, mainly cause it’s industrial grade and I’ve used it as a hammer","author":"@DefinitelyObiwanKenobi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Limsn9MaPkE"},{"id":"336185be-2356-4023-aa5c-0c445fdda98d","source":"youtube","source_id":"UgzTHEN4JHaC_TRhvjV4AaABAg","content_type":"comment","title":null,"body_preview":"Day 235 of asking for a new computer because I am stuck using the school ones","author":"@CannonGessel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Limsn9MaPkE"},{"id":"891c32a2-4780-467f-92ee-d03d0bce5e53","source":"youtube","source_id":"UgxBQpoogu0zd-HNpKl4AaABAg","content_type":"comment","title":null,"body_preview":"Only drop protection ✅\nThe rest is leave it to fate (scratch, hard to clean chemicals like glue, etc)","author":"@sightfield","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal 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phone dent and crack","author":"@HarshitKumar-si6me","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Limsn9MaPkE"},{"id":"48c1b80e-83bb-4ff1-87de-9f175fa516e8","source":"youtube","source_id":"UgwiwPOLd-rwRx32UJl4AaABAg","content_type":"comment","title":null,"body_preview":"i have an iphone 13 which is giving up gradually 100k likes carter buys me a new iphone","author":"@thushaar_21","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Sep 28 2026 00:00:08 GMT+0000 (Coordinated Universal 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